# aimotive.com > AI-optimized mirror of aimotive.com containing 420 pages totalling 321,448 words of clean markdown content, structured data, and semantic HTML. Original source: https://aimotive.com. Last updated: 2026-07-25T10:07:31.242Z. Each page is available as HTML (with JSON-LD structured data) and Markdown (text-only, ideal for LLMs and RAG). ## Homepage - [Registration](/content/docdl/index.html) (180 words) - [Automated Driving Tooling and Embedded Solutions - aiMotive](/content/site-root.html): With our tools and solutions, automotive partners accelerate development, cut costs, and lead in ADAS and automated driving innovation. (500 words) ## Articles & Blog Posts - [aiWare | 自動運転向けニューラルプロセッシングユニット - aiMotive JP - aiMotive](/content/en/web/jp/aiware/index.html): aiWareは、AI推論に最適化された高性能なニューラルプロセッシングユニット（NPU）を提供し、低消費電力で自動運転システムを支えます。 (259 words) - [Professional Services - aiMotive JP - aiMotive](/content/en/web/jp/professional-services/index.html) (118 words) - [aiMotive について | 自動運転技術のリーダー企業 - aiMotive JP - aiMotive](/content/en/web/jp/e3-83-91-e3-83-bc-e3-83-88-e3-83-8a-e3-83-bc-e3-81-a8-e3-81-8a-e5-ae-a2-e6-a7-98.html): aiMotiveは、自動運転技術の革新を推進する企業で、業界をリードするソフトウェア、ツール、ハードウェアを提供しています。自動運転開発の効率化とコスト削減に貢献します。 (259 words) - [aiSim | 高精度自動運転シミュレーションツール - aiMotive JP - aiMotive](/content/en/web/jp/aisim/index.html): aiSimは自動運転システムの開発を支援するシミュレーションツールで、リアルタイムでの感知データ生成、センサーシミュレーション、シナリオ設定が可能です。 (165 words) - [aiMotive について | 自動運転技術のリーダー企業 - aiMotive JP - aiMotive](/content/en/web/jp/about-us/index.html): aiMotiveは、自動運転技術の革新を推進する企業で、業界をリードするソフトウェア、ツール、ハードウェアを提供しています。自動運転開発の効率化とコスト削減に貢献します。 (132 words) - [aiData | 自動運転データ管理プラットフォーム - aiMotive JP - aiMotive](/content/en/web/jp/aidata/index.html): aiDataは、データ収集からアノテーション、バリデーションまでを自動化し、高効率な自動運転開発を支援します。 (96 words) - [aiDrive - aiMotive JP - aiMotive](/content/en/web/jp/aidrive/index.html) (146 words) - [aiMotive テクノロジー | 自動運転向け革新的ソリューション - aiMotive JP - aiMotive](/content/en/web/jp/technology/index.html): aiMotiveは、最先端の自動運転技術とツールを提供。高精度なシミュレーション、データ生成、AI推論ソリューションを駆使し、安全な自動運転実現を支援します。 (50 words) - [aiMotive | 自動運転技術とソリューション - aiMotive JP - aiMotive](/content/en/web/jp/index.html): aiMotiveは、自動運転技術を提供し、業界のリーダーがADASや自動運転の開発期間短縮とコスト削減を実現するお手伝いをします。 (63 words) - [aiMotive お問い合わせ | 自動運転技術についてのご相談 - aiMotive JP - aiMotive](/content/en/web/jp/contact-us/index.html): aiMotiveの自動運転技術やソリューションに関するご質問、ご相談は、こちらのページからお気軽にお問い合わせください。 (56 words) - [aiDrive Reference solutions - aiMotive JP - aiMotive](/content/web/jp/aidrive-referencesolutions/index.html) (134 words) - [404 - aiMotive](/content/en/w/www-vodafone-com.html) (19 words) - [Standardized scenarios for safer roads - aiMotive](/content/en/w/10494/index.html): Scenarios are the base of simulation testing for automated driving systems, just as simulation testing is the base of safe automated driving. However, until recently moving scenarios from one simulator to another was almost impossible. This has to change. (1,122 words) - [aiDrive Reference solutions - aiMotive JP - aiMotive](/content/web/jp/aidrive-reference-solutions/index.html) (130 words) - [Open standards for safe automated driving - aiMotive](/content/en/w/8313/index.html): The proliferation of increasingly advanced automated driving technologies poses a new challenge for the automotive industry. One, that traditional safety standards are not equipped to solve. (868 words) - [From Walled Gardens to Collaboration - aiMotive](/content/en/w/7319/index.html): First people thought self-driving was a sprint race, now many think it’s a marathon. However, it’s turning out to be an ultra-marathon relay. No one can solve the challenges of self-driving alone: the future to automation lies in collaboration. (771 words) - [Safety Defines Autonomous Development - aiMotive](/content/en/w/1228/index.html): Functional safety is, without a doubt, the most crucial factor in safety-critical environments such as automotive development. Not only because you gain the trust of customers but because you would put the health and safety of test drivers and more import (797 words) - [Precision simulation demands flexibility and scalability - aiMotive](/content/en/w/6606/index.html): Automotive simulation has a specific set of demands. Meeting them is no simple task. (773 words) - [Automating the real world – The power of the AImotive Fleet - aiMotive](/content/en/w/27585/index.html): At AImotive, we heavily rely on perfecting simulation testing for our automated driving development efforts. This push has led to the creation of aiSim, the world’s first ISO 26262-certified simulator for automated driving systems. However, not even the best simulation can substitute the real world. The AImotive Fleet has been an invaluable element of our work since day one, offering a real-world test platform, system-level know-how and time-to-market acceleration. (638 words) - [Haste makes waste - aiMotive](/content/en/w/24975/index.html): Efficiency has always been at the core of everything we do at AImotive, which is why we realized early on that the quality of data collection is more important than its quantity, and that there are much smarter methods than standard data collection practi (788 words) - [How AImotive Uses NNEF - aiMotive](/content/en/w/1226/index.html): Our Lead AI research scientist, Viktor Gyenes explores how the newly released NNEF™ standard has changed our everyday work at AImotive. (625 words) - [Bernhard Bihr brings over 30 years of automotive experience to support AImotive’s development efforts - aiMotive](/content/en/w/24609/index.html): Back in June we were proud to announce a new addition to AImotive’s Board of Directors. Bernhard Bihr joined with 15 years of experience as president of Bosch Engineering GmbH. Under his leadership, Bosch Engineering grew from a team of 375 to over 3800 people, including growth from several acquisitions. (552 words) - [Hexagon, STMicroelectronics, and AImotive join forces to tackle the positioning challenges of automated driving - aiMotive](/content/en/w/12050/index.html): The companies aim to demonstrate their ASIL-rated multi-technology precise positioning solution to potential automotive partners early next year. (576 words) - [Case Study: silicon excellence + system & algorithm excellence = solution excellence - aiMotive](/content/en/w/solution-excellence-whitepaper/index.html): This case study, explores the path Nextchip took to create something truly unique. By looking beyond the requirements of the hardware itself to the solutions their customers needed, Nextchip found a supplier of industry-leading hardware IP in AImotive. (125 words) - [System Integration Engineer  - aiMotive](/content/en/w/system-integration-engineer-c2-a0/index.html): The Vehicle System Integration team plays a key role in bringing autonomous driving technology to life. We work at the intersection of cutting‑edge software systems, test vehicles, and supporting infrastructure—making sure everything runs flawlessly in real-world conditions. Job Summary  Design, build, and operate system‑level infrastructure for autonomous test vehicles Take end‑to‑end responsibility for components, OS provisioning, deployment and runtime behavior Debug complex issues across Linux systems, networking and hardware components Improve the reliability, robustness, and scalability of vehicle platforms in real‑world environments Mentor and guide engineers in the team, contribute to code reviews, provide technical suggestions and feedback Contribute to long‑term strategy and direction of system integration efforts Participate in delegations to international offices, partners, and customers Support on‑site system integration activities, including platform upgrades, sensor calibration, and testing Key Qualifications  At least 3 years of experience in a similar engineering role Studies in vehicle engineering or another relevant engineering field Valid driving licence with active driving experience Proven track record of strong problem-solving skills, ability to debug complex issues in a systematic way, and present the solution in a clear and concise manner Strong networking knowledge, experience with network architectures, protocols, and troubleshooting High level of experience with Linux systems (systemd, networking, debugging at OS level) Ability and willingness to teach and mentor others, review code and provide constructive feedback Experience with scripting languages (Python, Bash) Strong English communication skills and willingness to use them actively Willingness to travel for on-site work a few times a year for a week or two at a time Considered as a plus  Experience with sensor calibration and testing Experience with prototyping and testing hardware solutions Experience with CI/CD pipelines and tools Experience with working on delegation as part of a cross-functional team What We Offer  Competitive salary   Fitness opportunities  Corporate health insurance package  Free lunch every workday, nearby at one of the best all-you-can-eat restaurants in Budapest or delivered by Wolt for Work  Work on the hottest applied research problem in an agile working culture, backed by a strong, stable and future-proof industrial partnership  Develop solutions for one of the largest car manufacturer with a global reach  We believe: people over process, we are keen to maintain a work-life balance  (411 words) - [aiData | 自動運転データ管理プラットフォーム - aiMotive JP - aiMotive](/content/web/jp/usecases/index.html): aiDataは、データ収集からアノテーション、バリデーションまでを自動化し、高効率な自動運転開発を支援します。 (54 words) - [aiData | 自動運転データ管理プラットフォーム - aiMotive JP - aiMotive](/content/web/jp/workflow/index.html): aiDataは、データ収集からアノテーション、バリデーションまでを自動化し、高効率な自動運転開発を支援します。 (53 words) - [404 - aiMotive](/content/en/w/www-here-com.html) (19 words) - [documents/20122/116890/privacy-statement-login-pdf.html](/content/documents/20122/116890/privacy-statement-login-pdf.html) (1,263 words) - [The most adaptive to change will survive - aiMotive](/content/en/w/the-most-adaptive-to-change-will-survive/index.html): Bernhard Bihr joined aiMotive in the summer of 2020. With his over 30 years of automotive experience, his goal is to support aiMotive's development efforts. (633 words) - [Efficiency, not Utilization or TOPS: why it matters  - aiMotive](/content/en/w/efficiency-not-utilization-or-tops-why-it-matters-c2-a0.html): Technology leadership claims can often be “economical” with the truth, and this is particularly true for NPUs (Neural Processor Units). However, over-stated performance can lead to procurement decisions that fall short of expectations. The result is engineering targets missed, deadlines not met, and R&D costs escalating. For its aiWare NPU, AImotive focuses on benchmarking NPU efficiency to provide the best information for AI engineers. Many other NPU suppliers quote raw TOPS and hardware utilization as a measure of performance. What’s the difference, and why does it matter? (1,656 words) - [aiWare™ Studio: helping optimize algorithms, not accelerators - aiMotive](/content/en/w/aiware-e2-84-a2-studio-helping-optimize-algorithms-not-accelerators.html): For embedded applications, the biggest challenge is taking a concept from a prototype in the lab to a production-ready solution: a product that is robust over lifetime, certified to all the relevant standards, tested to ensure it always works, and cost-engineered to make sure it delivers a profit. You need tools designed to help engineers do that job as flexibly as possible. (1,394 words) - [Powering autonomy - aiMotive](/content/en/w/10086/index.html): Higher levels of autonomy will require dedicated chips built for self-driving. However, developing hardware platforms requires unique expertise of a kind that most traditional automotive OEMs don’t have. (1,042 words) - [Ensuring safety – on every level - aiMotive](/content/en/w/22803/index.html): To build a scalable technology platform for automated driving, we need to focus on safety throughout our development cycle. We have created a public Safety Report to show the framework of our approach to safety in ADAS. (893 words) - [How self-driving cars understand the world (map) - aiMotive](/content/en/w/1225/index.html): It may sound trivial, but getting a self-driving system to understand its own movement is no easy task. (795 words) - [Procedural traffic generation: what are the options? - aiMotive](/content/en/w/27158/index.html): In five years, AImotive has created what no company has done before: the world’s first automotive grade, ISO26262-certified simulator, aiSim. However, it is not enough to have high-fidelity vehicle dynamics, realistic sensor models and last but not least realistic traffic simulation. Providing an end-to-end environment, which can one day replace validation requires refined, high-fidelity models of every part of the world. Using aiSim’s open APIs and SDK makes sure integration of these many elements is seamless and performance efficient, supporting use-cases on both sides of the V-model. (1,444 words) - [How to train your wagon – Reinforcement Learning for Automated Driving - aiMotive](/content/en/w/11345/index.html): First came computer vision and traditional algorithms, then supervised-learning artificial intelligence. Yet we continue to find limitations in what machines can do. A novel approach is to train AI as we would train a pet, or even, as we often learn ourse (1,237 words) - [Do AVs need distributed computing? - aiMotive](/content/en/w/8878/index.html): Currently, many AVs use a powerful central compute platform, but as the technology, safety standards, and regulations mature even these platforms cannot deliver the performance needed. Distributed processing offers some answers, especially for AVs. (1,032 words) - [Inference at the Edge - aiMotive](/content/en/w/7838/index.html): Many believe that Neural Network (NN) hardware accelerators are great for anything using NNs. However, NN training is very different to NN inference as happens in applications like autonomous vehicles (AVs). This blog explains the differences, and why aiW (901 words) - [Production L2-L3 ADAS begins with hardware - aiMotive](/content/en/w/18160-1/index.html): To get ADAS right, you have to start with the hardware. You can create the most advanced perception, robust decision making, detailed planning algorithms, but without a robust, reliable hardware platform with sufficient guaranteed performance, any deployment strategy will simply fail. (1,099 words) - [It's all about collaboration - aiMotive](/content/en/w/6601/index.html): The future of automated driving lies in collaboration. However, this has its different forms and levels. The way forward is paved with standardization, modular software architectures, and flexible designs. (631 words) - [Camera simulation – GPU is the only limit - aiMotive](/content/en/w/camera-simulation-gpu-is-the-only-limit/index.html): In 2020 AImotive's aiSim™ simulator was certified to TCL 3 according to ISO 26262:2018 by TÜV-Nord. This made it the world's first ISO26262-certified comprehensive automated driving simulator for the development of automated driving solutions. Let’s go a layer deeper and see what’s under the hood: what makes aiSim's rendering engine special and unique. (627 words) - [For software leadership, control your hardware - aiMotive](/content/en/w/27672/index.html): Apple’s recent announcement of the new M1 chip powering their latest Macs, following many years of successful deployment of their Ax chips powering their smartphones and tablets, demonstrates their use of hardware closely coupled to their software to maximize their product leadership. But why do they invest so much in their hardware platform? (1,117 words) - [Which sounds scarier: a robot cutting you open or driving you to work? - aiMotive](/content/en/w/which-sounds-scarier-a-robot-cutting-you-open-or-driving-you-to-work.html): A 2020 survey showed that most respondents would be more comfortable letting a robot perform surgery on them than sitting in a car with autonomous tech in it. Would you? (1,098 words) - [Automated electric vehicles will rule our roads by 2030 - aiMotive](/content/en/w/automated-electric-vehicles-will-rule-our-roads-by-2030.html): Is the future electric, self-driving or both? The answer is complex and influenced just as much by long-term industry trends, regulation and consumer demands, as how quickly the technology develops. Let’s take a closer look. (895 words) - [Accelerating remote automotive development - aiMotive](/content/en/w/20205/index.html): The unprecedented situation that has developed as a result of the current COVID-19 outbreak has brought a new range of challenges to the fore in automotive software development. At AImotive, we are relying on... (600 words) - [AImotive, HERE Technologies and Vodafone showcase the future of automated parking - aiMotive](/content/en/w/15155/index.html): The three companies develop a scalable automated valet parking solution for closed parking structures. (801 words) - [Autonomous Technology Needs Better Simulation - aiMotive](/content/en/w/6609/index.html): Simulation is a game changer in autonomous technology, but more has to be done. (637 words) - [End-to-end HiL testing with aiSim to maximize coverage - aiMotive](/content/en/w/end-to-end-hil-testing-with-aisim-to-maximize-coverage.html): The aiSim team adapted the Hardware-In-the-Loop testing approach with a unique spin on the concept that allows for testing complete automated driving systems with live simulated sensor data without any prerecorded footage. In this post, I will provide some insights into the benefits and challenges of introducing this powerful and exciting new feature to aiSim. (645 words) - [We are on a mission – To save 1.2 million lives every year   - aiMotive](/content/en/w/we-are-on-a-mission-to-save-1-2-million-lives-every-year-c2-a0-c2-a0.html): Lately, attention is turning towards self-driving cars again. Some people envision driverless vehicles in the next couple of years; others struggle with the idea to trust a "robot" with their life. While some fear artificial intelligence with evil intentions, it might be time to wonder what are the ultimate goals that drive us and the teams at the heart of the AD and ADAS industry forward? (603 words) - [Modular technology meets automotive supply chain needs - aiMotive](/content/en/w/6996/index.html): What’s the problem? Creating production-ready, compute-intensive AI-enabled hardware platforms for automotive is becoming one of the most innovative, dynamic and creative areas for the semiconductor industry. (841 words) - [AImotive becomes the most-funded automated driving software supplier in Europe - aiMotive](/content/en/w/22446/index.html): Latest investment round secured despite COVID-19 lockdowns around the world (866 words) - [Introducing our new CCO – Q&A with Arnaud Lagandré - aiMotive](/content/en/w/introducing-our-new-cco-q-a-with-arnaud-lagandr-c3-a9.html): Joining AImotive with decades of automotive experience, our new Chief Commercial Officer has been at the heart of the automotive industries transition towards ever-higher levels of automation. Arnaud Lagandré brings a solution-focused attitude and in-depth cultural knowledge to AImotive. However, it's best to let people speak for themselves. We sat down with Arnaud to learn more about him and his motivation behind joining AImotive. (1,370 words) - [ON Semiconductor and AImotive Announce Collaboration on Future Sensor Fusion Hardware Platforms - aiMotive](/content/en/w/13983/index.html): Industry leaders in automotive sensing technologies combine expertise to explore new levels of integration for advanced heterogeneous sensor fusion for autonomous vehicles. (710 words) - [World’s first ASIL-D simulator, aiSim, integrates with NI Veristand for leading HiL solution - aiMotive](/content/en/w/world-s-first-asil-d-simulator-aisim-integrates-with-ni-veristand-for-leading-hil-solution.html): aiMotive and NI collaborate to integrate NI Veristand with aiMotive’s automated driving simulator (aiSim) to create an end-to-end Hardware-in-the-Loop (HiL) set-up for automated driving systems for even the most complex sensor configurations. (547 words) - [2018 Changed Self-Driving - aiMotive](/content/en/w/6605/index.html): Much has changed in the autonomous industry over the past year, and even bigger changes are coming in 2019. (587 words) - [Accurate, fast, low-cost, and automated: the aiData Auto Annotator delivers the quality you need, faster than ever. - aiMotive](/content/en/w/aidata-auto-annotation/index.html): When it comes to ADAS development, high-quality annotated data is essential – but getting it shouldn’t be slow or expensive. Traditionally, manual annotation can cost millions of dollars annually and take months to process, delaying progress. (1,619 words) - [Method, data processing system, computer program and computer readable medium for object segmentation - aiMotive](/content/en/w/method-data-processing-system-computer-program-and-computer-readable-medium-for-object-segmentation.html): Main research and development activities of AImotive LLC are focused on future technologies. The patent application being subject of this tender fits well to the roadmap of the company, and is already submitted to the Hungarian Intellectual Property Office (474 words) - [Bravery or Foolishness? - aiMotive](/content/en/w/26882/index.html): Last week Tesla sent out a beta software update called "Full Self-Driving" to a select group of customers. This release is expected to comprise of improvements to the company's Autopilot – and include advanced driver-assist features designed for local, non-highway streets. (776 words) - [Neurálisháló-gyorsító chip designt fejleszt az AImotive az NKFIH támogatásával - aiMotive](/content/en/w/10006/index.html): Budapest, 2019. június 26. – Az AImotive Informatikai Kft. 395 747 454 Forint összegben vissza nem térítendő támogatást nyert a Nemzeti Kutatási, Fejlesztési és Innovációs Alaptól (NKFIH Alap) kutatás-fejlesztési tevékenységének támogatására. (212 words) - [AImotive and C3S take self-driving car technology from the road to space - aiMotive](/content/en/w/23090/index.html): To take cutting edge AI capabilities to space requires highly specialized expertise. That's why space technology and satellite provider C3S is cooperating with automotive supplier AImotive, to utilize automotive technologies in commercial space applicatio (770 words) - [Simulation Limited - aiMotive](/content/en/w/6602/index.html): How Sensor Simulation for Self-driving Vehicles is Limited by Game Engine Based Simulators – Simulating the images of unique cameras used for self-driving was a driving force behind the development of a new engine for a simulator designed for autonomous (155 words) - [AImotive to discuss survival of autonomy at the Embedded Vision Summit - aiMotive](/content/en/w/8658/index.html): The company will also showcase next gen, hardware agnostic self-driving technology on platforms from Quanta, Nvidia and Renesas (253 words) - [AImotive Deploys Synopsys VCS to Verify Next-Generation Automated Driving Technologies - aiMotive](/content/en/w/aimotive-deploys-synopsys-vcs-to-verify-next-generation-automated-driving-technologies.html): Synopsys, Inc. (Nasdaq: SNPS) today announced that AImotive has adopted Synopsys VCS® simulation and Verdi® debug, part of the Verification Continuum® Platform, to help verify its innovative aiWare™ hardware IP for Neural Network (NN) acceleration for automated driving applications. (479 words) - [The key to success is continuous development - aiMotive](/content/en/w/24010/index.html): At AImotive we are working to catalyze the mass deployment of automated driving solutions. In order to make these accessible to all, we still have to overcome several obstacles with our partners. (567 words) - [Committed to safety – aiDrive ported to BlackBerry's QNX Neutrino RTOS  - aiMotive](/content/en/w/committed-to-safety-aidrive-ported-to-blackberry-s-qnx-neutrino-rtos-c2-a0.html): aiMotive is on a mission to bring affordable automated driving to all. As part of developing industry-leading solutions to overcome the challenges of automated driving, we've taken another significant step towards becoming a trusted automotive supplier. Our aiDrive software has been fully ported to BlackBerry's QNX® Neutrino® Real-Time Operating System (RTOS), allowing us to offer safety-critical solutions to our partners. (843 words) - [AImotive relies on first ISO26262 certified simulator to power CI/CD (continuous integration and delivery) of automated driving - aiMotive](/content/en/w/20333/index.html): Essential first step to creating certifiable toolchain for ADAS/AD development also allows AImotive to continue development when road testing possibilities are limited during the global COVID-19 outbreak. (376 words) - [AImotive launches aiWare4, featuring advanced wavefront processing, upgraded safety and low-power features - aiMotive](/content/en/w/aimotive-launches-aiware4-featuring-advanced-wavefront-processing-upgraded-safety-and-low-power-features.html): The 4th generation of aiWare™ automotive NPU hardware IP delivers up to 64 TOPS per core, leveraging innovative wavefront-processing algorithms and upgraded memory architecture to deliver dramatically improved PPA* and improved built-in ISO26262 safety support (509 words) - [Nextchip licenses aiWare4 for their Apache6 automotive domain processor - aiMotive](/content/en/w/nextchip-licenses-aiware4-for-their-apache6-automotive-domain-processor.html): Nextchip has licensed aiMotive’s latest aiWare4™ NPU hardware IP for their next-generation ASIL-B compliant SoC for AVP and other challenging automotive applications, deepening the relationship between both companies for volume production of advanced AI-powered solutions (682 words) - [AImotive's latest aiWare3P delivers superior NN acceleration for production L2-L3 automotive AI - aiMotive](/content/en/w/aiware3p-pressrelease/index.html): Latest release of aiWare3 hardware IP includes significantly better host CPU offload, lower memory bandwidth and upgraded SDK tools to enable scalable, low-power, low latency solutions up to 100+ TOPS (371 words) - [aiSim raytracing integrates Vulkan API to supercharge validation performance - aiMotive](/content/en/w/aisim-raytracing-integrates-vulkan-api-to-supercharge-validation-performance.html): Simulating the sensor modalities used in automated driving efficiently and accurately is an immense challenge. The best solutions is to rely on GPU-accelerated raytracing techniques and the efficient distribution of tasks. Today, the Vulkan API is the only tool that can support such a system – that’s why we’ve integrated it into aiSim. (639 words) - [aiSim integrates ROS - aiMotive](/content/en/w/aisim-integrates-ros/index.html): The world's first ISO26262 certified virtual validation suite, aiSim, has integrated ROS2, making it instantly compatible with one of the most popular prototyping frameworks for advanced driver-assistance systems and automated driving solutions. (685 words) - [Collaboration of AImotive and Sony evolves ADAS capability for VISION-S Prototype - aiMotive](/content/en/w/collaboration-of-aimotive-and-sony-evolves-adas-capability-for-vision-s-prototype.html): AImotive, the most funded automated driving technology company in Europe, today announced it is working with Sony Corporation (“Sony”) to advance its automated driving software stack with Sony’s VISION-S Prototype. According to Sony, the VISION-S – announced at CES 2020 – is conceived to re-imagine mobility as we know it, by integrating the advanced ADAS and automated driving systems with the latest electric vehicle technology and an innovative entertainment system. (339 words) - [How aiDrive accelerates Sony’s VISION-S Prototype - aiMotive](/content/en/w/how-aidrive-accelerates-sony-s-vision-s-prototype/index.html): Delivering automated driving and driver assistance functions for a brand-new vehicle designed from scratch is a huge opportunity. We can fine-tune the sensor setup, the processing platform, the vehicle signals, and find ways to integrate all of them in the vehicle as seamlessly as possible while maximizing the value offered to the driver. (423 words) - [Industry high 98% efficiency demonstrated by AImotive and Nextchip - aiMotive](/content/en/w/industry-high-98-efficiency-demonstrated-by-aimotive-and-nextchip.html): Demonstrating industry-leading NPU efficiency for demanding automotive vision NN workloads, as first samples delivered to lead customers (337 words) - [AImotive Integrates RoadRunner 3D Scene Editing Capability by MathWorks into aiSim - aiMotive](/content/en/w/aimotive-integrates-roadrunner-3d-scene-editing-capability-by-mathworks-into-aisim.html): MathWorks, the leading developer of mathematical computing software for engineers and scientists, and AImotive, Europe’s most funded automated driving technology supplier have begun a collaboration to integrate RoadRunner into aiSim allowing users to easily create road and 3D networks for simulation in aiSim – the most deterministic and robust solution on the market! (414 words) - [AImotive announces aiSim 3.0 - aiMotive](/content/en/w/aimotive-announces-aisim-3-0.html): Next-generation simulation slingshots advanced safety features closer to reality with multi-node and multi-client support (374 words) - [aiMotive announces aiDrive 3.0 - aiMotive](/content/en/w/aimotive-announces-aidrive-3/index.html): Revolutionary virtual sensor technology brings unparalleled data re-use for all levels of autonomy – offering faster go to market times for OEMs and Tier1s striving to deploy the most competitive L2-L4 automated driving solutions (465 words) - [aiDrive 3.0 – the solution for automated driving - aiMotive](/content/en/w/aidrive-3-0-the-solution-for-automated-driving.html): The latest generation of our automated driving full software stack, aiDrive 3.0, has just been released, featuring our in-house model-space based perception, which is the most solid foundation for automated driving solutions. (724 words) - [aiWare4+ – Neural Processing Unit for the future - aiMotive](/content/en/w/aiware4-neural-processing-unit-for-the-future/index.html): aiMotive’s latest NPU is aimed at the next-gen automated driving workloads (1,034 words) - [Synthetic data generation – one of the keys to automated driving development - aiMotive](/content/en/w/synthetic-data-generation-one-of-the-keys-to-automated-driving-development.html): Data is critical to neural network (NN) development. Automatic annotation is the most effective and cheapest way to generate training and validation data from real-world recordings. But what about hard-to-capture scenarios or corner cases that hardly ever occur in real life? Automated driving systems still need to be aware of such events. (727 words) - [aiMotive paper to be presented at a scientific conference in Vietnam - aiMotive](/content/en/w/aimotive-paper-to-be-presented-at-a-scientific-conference-in-vietnam.html): The paper titled 'A Novel Neural Network Training Method for Autonomous Driving Using Semi-Pseudo-Labels and 3D Data Augmentations' written by Tamás Matuszka and Dániel Kozma has been accepted to the 14th Asian Conference on Intelligent Information and Database Systems (Category B in the 2021 CORE conference rankings) and will be published in Springer's Lecture Notes in Artificial Intelligence. The work will be presented in Ho Chi Minh City, Vietnam, on November 28-30, 2022. (542 words) - [aiMotive and emotion3D deliver optimized driver monitoring solutions for aiWare NPU on Nextchip APACHE5 - aiMotive](/content/en/w/aimotive-emotion3d-optimized-driver-monitoring-solutions.html): Collaboration between two leading European automotive technology providers results in exceptional performance DOMS (Driver and Occupant Monitoring Systems) solution at compelling cost and power metrics. (621 words) - [Exploiting parallelism in NN workloads to realize scalable, high performance NN acceleration hardware - aiMotive](/content/en/w/exploiting-parallelism-in-nn-workloads-to-realize-scalable-high-performance-nn-acceleration-hardware.html): Conventional wisdom says to execute a huge computation task like AI you need a single huge processor. In our latest white paper, Tony King-Smith explains how by understanding the inherent parallelism in NN algorithms used in automotive AI systems, multiple smaller processors can deliver the same throughput with superior scalability, flexibility and robustness. (121 words) - [Leading the way: aiMotive’s research contributions to global conferences - aiMotive](/content/en/w/leading-the-way-aimotive-s-research-contributions-to-global-conferences.html): Welcome to the third edition of our newsletter: Automotive Simulation Meets AI. Read Tamás Matuszka's blog about aiMotive's research contributions to global conferences. If you like this blog and enjoy reading technical texts on AI, neural rendering, simulation, and other automated driving-related technologies, consider subscribing to this newsletter! (1,001 words) - [Latest aiWare4+ automotive NPU brings enhanced programmability, flexibility and scalability while retaining highest efficiency  - aiMotive](/content/en/w/latest-aiware4-automotive-npu-brings-enhanced-programmability-flexibility-and-scalability-while-retaining-highest-efficiency-c2-a0.html): The 4th generation of aiWare™ automotive NPU hardware IP has undergone significant upgrades to both the hardware and software, delivering up to 1000 TOPS with industry-leading efficiency of up to 98% while enabling support for latest AI trends such as Transformer Networks, FP8 and structured fine-grained sparsity (635 words) - [aiMotive introduces aiData - aiMotive](/content/en/w/aimotive-introduces-aidata/index.html): The most advanced data pipeline for automated driving reduces the cost and complexity of processing data with a high level of automation. (430 words) - [Data recording — the right way - aiMotive](/content/en/w/data-recording-the-right-way/index.html): Our newest product, aiData, became available to selected partners a few months ago. The product includes five tools that can help partners and customers, ranging from data capture to data processing. In this blog series, we will take a closer look at these tools, starting with aiRec, responsible for data recording. (659 words) - [aiDrive - aiMotive JP - aiMotive](/content/web/jp/aidrive/index.html) (147 words) - [aiMotive opens Munich office - aiMotive](/content/en/w/aimotive-opens-munich-office/index.html): Expansion to German automotive hub highlights aiMotive's growth as an automotive supplier (322 words) - [Test and verification methods for autonomous driving functions and environmental sensing systems - aiMotive](/content/en/w/test-and-verification-methods-for-autonomous-driving-functions-and-environmental-sensing-systems-1.html): EUREKA project testEPS, coordinated by aiMotive on the Hungarian side, successfully kicked off in 2021 September! TestEPS stands for testing and verification Methods for Automated Driving Functions and Environmental Perception Systems. (171 words) - [aiMotive and Parkopedia partnership provides automakers with cost-effective and scalable automated parking solutions - aiMotive](/content/en/w/aimotive-and-parkopedia-partnership-provides-automakers-with-cost-effective-and-scalable-automated-parking-solutions-c2-a0.html): Autonomous technology specialist, aiMotive, and Indoor Mapping provider and connected vehicle services leader, Parkopedia, are now able to offer automakers scalable, autonomous parking solutions which minimise everyday parking hassles for drivers, without relying on the presence of additional infrastructure within parking facilities, thanks to a recent partnership. (755 words) - [Testing Method for ADAS/AD Systems using an Open and Consistent Toolchain - aiMotive](/content/en/w/testing-method-for-adas/ad-systems-using-an-open-and-consistent-toolchain/index.html): aiSim high-fidelity sensor & environment simulation and AVL tools provide a flexible solution for testing automated emergency manoeuvres end-to-end. Check out our latest joint whitepaper about this topic. (203 words) - [Auto annotation: cost-efficient, fast and adaptive - aiMotive](/content/en/w/auto-annotation-cost-efficient-fast-and-adaptive/index.html): Annotation is the most expensive element of training data generation, so truly automatic annotation remains the holy grail of automated driving development – aside from the ability to generate synthetic data that is indistinguishable from real data. (651 words) - [Neural Reconstruction in Automotive Sensor Simulation: Challenges, Solutions, and Trade-offs - aiMotive](/content/en/w/neural-reconstruction-in-automotive-sensor-simulation-challenges-solutions-and-trade-offs.html): In the world of automotive sensor simulation, designing realistic and high-fidelity 3D environments is crucial. These environments form the foundation for testing and validating ADAS (Advanced Driver Assistance Systems) and automated driving technologies. However, creating such detailed virtual worlds presents a number of significant challenges and design considerations. This blog post dives into those product-level decisions and trade-offs we face when implementing neural reconstruction techniques. (862 words) - [Stellantis Accelerates Autonomous Driving Journey with Acquisition of aiMotive, a Leading Artificial Intelligence and Autonomous Driving Start-up - aiMotive](/content/en/w/stellantis-accelerates-autonomous-driving-journey-with-acquisition-of-aimotive-a-leading-artificial-intelligence-and-autonomous-driving-start-up.html): Stellantis N.V. and aiMotive, a leading developer of advanced artificial intelligence and autonomous driving software, today announced that they have entered into an agreement for Stellantis to acquire aiMotive. (644 words) - [Inside aiMotive’s Vehicle Hardware Integration Team: turning ideas into road-ready automated test vehicles - aiMotive](/content/en/w/inside-aimotive-s-vehicle-hardware-integration-team-turning-ideas-into-road-ready-automated-test-vehicles.html): Behind every autonomous driving breakthrough is a vehicle that has been carefully engineered, instrumented, and prepared for the kinds of tests that push technology forward. (908 words) - [Why software-driven scalable hardware enables better AD - aiMotive](/content/en/w/why-software-driven-scalable-hardware-enables-better-ad.html): The choice of hardware platform for tomorrow's ever-more-complex vehicles is a daunting prospect. Many designers select the most flexible hardware they can find, as it has the best chance to accommodate software developed in the years ahead. (128 words) - [How aiWare approach to functional safety design reduces system cost - aiMotive](/content/en/w/how-aiware-approach-to-functional-safety-design-reduces-system-cost.html): aiWare achieves ASIL B compliance with only 15% silicon area overhead and less than 1% performance impact. (768 words) - [Stellantis Completes Acquisition of aiMotive to Accelerate Autonomous Driving Journey - aiMotive](/content/en/w/stellantis-completes-acquisition-of-aimotive-to-accelerate-autonomous-driving-journey.html): Stellantis N.V. today announced that it has finalized the acquisition of aiMotive, a leading developer of advanced artificial intelligence and autonomous driving software. (470 words) - [aiWare | 自動運転向けニューラルプロセッシングユニット - aiMotive JP - aiMotive](/content/web/jp/aiware-specifications/index.html): aiWareは、AI推論に最適化された高性能なニューラルプロセッシングユニット（NPU）を提供し、低消費電力で自動運転システムを支えます。 (258 words) - [aiSim ecosystem expands further with 3D asset provider, RenderPeople - aiMotive](/content/en/w/aisim-ecosystem-expands-further-with-3d-asset-provider-renderpeople.html): Through this collaboration, aiMotive’s simulator is compatible with an even wider range of assets, essential for both real-time testing & validation and synthetic data generation. (437 words) - [aiMotive and Foretellix to Offer a Joint Virtual Solution for Validation of ADAS and AV Perception and Planning - aiMotive](/content/en/w/aimotive-and-foretellix-to-offer-a-joint-virtual-solution-for-validation-of-adas-and-av-perception-and-planning.html): Joint solution to benefit from native support of the recently released ASAM's OpenSCENARIO 2.0.0 standard that revolutionizes the way safety is built into autonomous systems (472 words) - [Introducing aiSim 4 – the ultimate tool for ADAS/AD validation - aiMotive](/content/en/w/introducing-aisim-4-the-ultimate-tool-for-adas-ad-validation.html): Validating an automated driving (AD) software’s proper operation using traditional testing methods would take years, if not decades. aiSim 4 provides an ideal testing environment to investigate and validate how AD systems perform in high-mileage tests and adverse driving scenarios, focusing on virtual, high-fidelity sensor data. (519 words) - [Quantization that adapts to your hardware – not the other way around - aiMotive](/content/en/w/quantization-that-adapts-to-your-hardware-not-the-other-way-around.html): Deploying high-accuracy neural networks on embedded systems is a major challenge. Developers are forced to balance performance, memory constraints, and power consumption – all while ensuring model accuracy remains intact. That’s where quantization-aware training (QAT) becomes essential. (700 words) - [Neural network accelerator chip design is being developed by aiMotive partially financed by the NRDI fund - aiMotive](/content/en/w/neural-network-accelerator-chip-design-is-being-developed-by-aimotive-partially-financed-by-the-nrdi-fund.html): aiMotive uses NRDI fund to further develop the chip design needed to accelerate the neural networks that form the basis of artificial intelligence. (156 words) - [Simplifying Legal Liability for AI in the EU - aiMotive](/content/en/w/simplifying-legal-liability-for-ai-in-the-eu/index.html): Artificial intelligence (AI) is transforming the automotive industry with automated and autonomous driving capabilities. As the European Union (EU) introduces new legislation in this field, it is crucial to understand its implications. (628 words) - [Navigating the shift: why automated driving features are the future of the automotive industry - aiMotive](/content/en/w/navigating-the-shift-why-automated-driving-features-are-the-future-of-the-automotive-industry.html): The automotive industry is no stranger to challenges. Over the past few years, we've witnessed a significant downturn across global markets, driven by shifting consumer priorities, supply chain disruptions, and economic uncertainty. (704 words) - [Solution Engineering for Embedded Automotive AI - aiMotive](/content/en/w/solution-engineering-for-embedded-automotive-ai/index.html): Why co-design of hardware, drivers, and application software is essential for cost-effective production solutions for embedded applications (784 words) - [Revolutionizing Automotive Validation - aiMotive](/content/en/w/revolutionizing-automotive-validation/index.html): In the ever-evolving world of automated driving technology, simulation plays a crucial role in testing and validating new innovations. Today, we are thrilled to announce a groundbreaking development: aiSim, our in-house built simulator, now features the largest test track in Hungary, AVL ZalaZONE. (593 words) - [HD Map Creation for AD development and Simulation - aiMotive](/content/en/w/hd-map-creation-for-ad-development-and-simulation/index.html): Modern AD development needs more than raw sensor recordings. To train, validate, and debug perception and planning logic, teams require a high-precision, machine-readable reference of the road environment. HD maps provide exactly this: a consistent, structured foundation for modern AD workflows. (933 words) - [aiMotive paper to be presented at ICLR 2023 Workshop SR4AD - aiMotive](/content/en/w/aimotive-paper-to-be-presented-at-iclr-2023-workshop-sr4ad.html): The paper titled ‘aiMotive Dataset: A Multimodal Dataset for Robust Autonomous Driving with Long-Range Perception’ by Tamás Matuszka et al. has been accepted to ICLR 2023 – the eleventh International Conference on Learning Representations. The workshop ‘Scene Representations for Autonomous Driving’ will cover the real-world impact of ML research on self-driving technology. The work of aiMotive researchers will be presented in Kigali, Rwanda, on May 5, 2023. The paper presents the publicly available aiMotive Multimodal Dataset and describes several 3D object detection baseline models trained on it. (425 words) - [Discover edge cases smarter with AI-based adaptive testing - aiMotive](/content/en/w/discover-edge-cases-smarter-with-ai-based-adaptive-testing.html): Testing Advanced Driver Assistance Systems (ADAS) and Automated Driving (AD) systems is an enormous challenge. The sheer number of possible driving scenarios is overwhelming, and traditional Design of Experiments (DoE) methods struggle to efficiently identify edge cases—those rare but critical situations where system performance is pushed to its limits. (472 words) - [Applying neural reconstruction in simulation for automated driving - aiMotive](/content/en/w/applying-neural-reconstruction-in-simulation-for-automated-driving.html): Validating automated driving software requires millions of test kilometers. This not only implies long system development cycles with continuously increasing complexity, but it also brings with it the problem that real-world testing is resource intensive, and safety issues might arise as well. (484 words) - [aiMotive achieves an industry first milestone with ISO26262 ASIL B certification for aiWare4 NPU IP - aiMotive](/content/en/w/aimotive-achieves-an-industry-first-milestone-with-iso26262-asil-b-certification-for-aiware4-npu-ip.html): We are thrilled to announce that our aiWare4 Neural Processing Unit (NPU) has achieved ISO 26262 ASIL B certification – making it the world’s first ASIL B certified NPU IP in the industry. (438 words) - [Enhancing Adaptability with Sensor Virtualization: How Our Perception Stack Seamlessly Handles New Fleets - aiMotive](/content/en/w/aidrive_fleet/index.html): In the rapidly evolving world of automated driving, adaptability is key. As our roadways become increasingly populated with vehicles of all shapes and sizes, seamlessly integrating automated driving systems in new fleets is paramount. (640 words) - [aiMotive and Safran collaborate to make ADAS and AD development safer - aiMotive](/content/en/w/aimotive-and-safran-collaborate-to-make-adas-ad-development-safer.html): We have joined forces with Safran Electronics and Defense to advance the testing and validation of automated driving (AD) systems. This collaboration integrates Safran’s industry-leading GNSS simulation technology with our simulation platform, aiSim, to create a robust environment for the development of safer, smarter vehicle technologies. (461 words) - [aiMotive announces aiWare5, delivering unrivalled flexibility and scalability for L2+ to L4 automotive AI workloads - aiMotive](/content/en/w/aimotive-announces-aiware5-delivering-unrivalled-flexibility-and-scalability-for-l2-to-l4-automotive-ai-workloads.html): We announce aiWare5, our latest automotive NPU IP, now available for general licensing. Built to accelerate any automotive AI workload, it also fully supports our aiDrive automated driving stack, strengthening our ecosystem and partnerships with global Tier 1s and OEMs. (467 words) - [A new milestone in digital proving grounds – introducing AVL ZalaZONE in aiSim - aiMotive](/content/en/w/a-new-milestone-in-digital-proving-grounds-introducing-avl-zalazone-in-aisim.html): At aiMotive, we're constantly pushing the boundaries of what's possible in virtual testing. Today, we're excited to share a breakthrough setting a new industry benchmark: in partnership with AVL ZalaZONE , we've created the world's first neural-reconstructed, fully digitalized automotive proving ground. (534 words) - [documents/20122/134065/insights_aiware_parallelism_20201126-2-pdf/715ef8d1-3067-d87b-5424-ec89c09a7804/index.html](/content/documents/20122/134065/insights_aiware_parallelism_20201126-2-pdf/715ef8d1-3067-d87b-5424-ec89c09a7804/index.html) (4,459 words) - [AI-powered Data Virtualization Comes to Japan - aiMotive](/content/en/w/ai-powered-data-virtualization-comes-to-japan/index.html): aiMotive, a leading provider of advanced automotive AI technologies, has partnered with its Japanese distributor, Macnica, to introduce a new data collection & processing environment powered by the aiData Platform. (533 words) - [aiMotive – extending our R&D center in the heart of Budapest with HIPA’s support  - aiMotive](/content/en/w/aimotive-extending-our-r-d-center-in-the-heart-of-budapest-with-hipa-s-support.html): aiMotive, a pioneering force in automated driving technology, has secured support from the Hungarian Investment Promotion Agency (HIPA), signifying a milestone in pursuing R&D excellence. (380 words) - [Scaling Up Software-in-the-Loop Testing for Software-Defined Vehicles with aiWare - aiMotive](/content/en/w/scaling-up-software-in-the-loop-testing-for-software-defined-vehicles-with-aiware.html): As the automotive industry accelerates toward fully autonomous and software-defined vehicles (SDVs), the cost and complexity of software validation have become a central challenge. At aiMotive, we’re tackling this head-on with a GPU-accelerated, bit-accurate functional model of our aiWare NPU—designed to dramatically scale up Software-in-the-Loop (SiL) testing. (439 words) - [aiMotive achieves ISO 26262 ASIL D re-certification for aiSim 5 - aiMotive](/content/en/w/aimotive-achieves-iso-26262-asil-d-re-certification-for-aisim-5.html): aiMotive, a global leader in automotive simulation technology, has obtained ISO 26262 certification from TÜV Nord for the latest generation of its simulator, aiSim 5. Originally granted in 2020, aiSim was the world’s first simulator for ADAS/AD to achieve this certification! (343 words) - [New Distributor Partnership with Macnica: Expanding Presence in Japan - aiMotive](/content/en/w/new-distributor-partnership-with-macnica-expanding-presence-in-japan.html): We are proud to announce a strategic distributor partnership with Macnica, a renowned Japanese technology solutions partner. This partnership signifies aiMotive's commitment to enhancing its presence in the Japanese market and further solidifying its position as a pioneer in the automated driving technology sector. (264 words) - [aiMotive and LG to unveil advanced integrated IVI/ADAS controller at CES 2026 - aiMotive](/content/en/w/aimotive-and-lg-to-unveil-advanced-integrated-ivi/adas-controller-at-ces-2026/index.html): aiMotive, a leading developer of advanced artificial intelligence and automated driving software, in collaboration with LG, will introduce a next-generation High-Performing Computing (HPC) Lite platform at CES 2026. (502 words) - [Navigating beyond: Redefining intelligence for the roads ahead with AutoGI - aiMotive](/content/en/w/navigating-beyond-redefining-intelligence-for-the-roads-ahead-with-autogi.html): In the dynamic landscape of automotive technology, the journey toward autonomy demands a profound shift in how we perceive and implement intelligence. At aiMotive, our dedication to innovation has led us to reimagine the very core of our approach. (522 words) - [Automotive Simulation Meets AI - aiMotive](/content/en/w/automotive-simulation-meets-ai/index.html): Read Zoltán Hortsin's blog about aiSim’s General Gaussian Splatting renderer. If you like this blog and enjoy reading technical texts on AI, neural rendering, and simulation, consider subscribing to the Automotive Simulation Meets AI newsletter on LinkedIn. (547 words) - [aiSim Features | aiMotive - aiMotive](/content/en/aisim-features/index.html): Explore aiSim, a certified simulator for ADAS & autonomous driving development, enabling real-time manipulation, multi-sensor simulation & data generation. (472 words) - [Scalable Automated Driving and Next-Generation Simulation at CES 2026 - aiMotive](/content/en/w/scalable-automated-driving-and-next-generation-simulation-at-ces-2026.html): Introducing the world’s first real-time, hyper-realistic neural simulation enabled by aiSim connected to LGE’s HPC running aiMotive’s aiDrive automated driving software in a closed-loop. (401 words) - [aiSim Specifications | aiMotive - aiMotive](/content/en/aisim-specifications/index.html): Explore the technical specifications of aiSim, an ASIL-D certified simulator designed for ADAS and automated driving development with multi-sensor support. (269 words) - [Stellantis CEO on aiDrive, the embedded software stack for automated driving - aiMotive](/content/en/w/stellantis-ceo-on-aidrive-the-embedded-software-stack-for-automated-driving.html): Carlos Tavares shares his experience of the test drive with aiDrive and its technologies during his visit to aiMotive premises. Stellantis recently acquired aiMotive, a leading developer of advanced artificial intelligence and automated driving software, to supercharge mid-term development of STLA AutoDrive, the Company’s automated driving tech platform. (68 words) - [AI Research Engineer - aiDrive - aiMotive](/content/en/w/ai-research-engineer-aidrive/index.html): aiDrive is an automated driving platform with revolutionary virtual sensor technology that brings unparalleled data reusability for all levels of autonomy and different sensor setups. Using the latest available camera and radar sensors as well as navigational map support, aiMotive can create state-of-the-art Highway Assist solutions with Automatic Lane Change and Highway Interchange Management. aiDrive can also enable vehicles to move through and park in structured parking environments without the driver being in or near the car with its proprietary Automated Valet Parking Application. An accurate understanding of the surroundings of the vehicle is at the heart of automated driving applications, detecting and providing 3D properties of static and dynamic objects surrounding the vehicle is one of the fundamental building blocks in delivering a safe and reliable automated driving experience. As a Research Engineer in the Road Model team, you will take part in prototyping new solutions, porting prototypes as reliable modules into real-time self-driving applications and improving and benchmarking existing solutions related to road structure and markings, traffic signs, traffic lights and their accurate 3D localization. You will work on solutions deployed in different environments like driving on a highway, city and you will see your code running in real cars on multiple continents. Job Summary Research, develop, implement, and test artificial intelligence algorithms to improve the quality and robustness of the static world model in automated vehicles. Special focus on: Road structure – lanes, curbs, drivable trajectories Traffic sign and traffic light detection – including 3D position and class Produce maps of the static world based on detections Participate in designing the training and evaluation framework pipeline, propose architecture changes and perform code reviews Integrate prototype models into real-time self-driving systems Key Requirements BS, MS, or PhD in Robotics, Computer Science, Physics, Mathematics, or related field Minimum 3 years of experience in an engineer role Strong Python programming and software design skills Strong mathematical skills (linear algebra and probability distributions) Experience in deep learning frameworks (Pytorch/Tensorflow) Experience in computer vision Experience in software development (git, code reviews, unit tests) Ability to work independently and systematically Considered as a plus Programming in C++, working in Linux Experience in machine learning and data analysis Experience in Docker, Jenkins, Kubernetes Experience in robotics Experience in developing safety critical, embedded, or real-time systems Experience in computer graphics, physics simulation or other mathematics-intensive applications What We Offer Competitive salary and long-term bonus system Fitness opportunities Free lunch every workday, nearby at one of the best all-you-can-eat restaurants in Budapest or delivered by Wolt for Work Work on the hottest applied research problem in an agile working culture, backed by a strong, stable and future-proof industrial partnership Develop solutions for one of the largest car manufacturer with a global reach Test your solution in realistic simulated scenarios and a fleet of cars across multiple continents every day Be proud of seeing your solution on the road Visit relevant international conferences, submit patents of new solutions We believe: people over process, we are keen to maintain a work-life balance (675 words) - [Marketing Intern - aiMotive](/content/en/w/product-marketing-intern-for-aiware/index.html): We are looking for an enthusiastic and proactive marketing assistant (20h/week) to join our team in Budapest. If you are interested in B2B tech marketing, performance data, and enjoy transforming complex concepts into professional content, we want to hear from you! Job Summary Support the Marketing Team’s work Participation in the preparation and organization for conferences, trade shows, and other company events internally and externally Writing and editing high-quality B2B content, including whitepapers, technical blog posts, and case studies Updating and improving website content to ensure high-quality professional presence Assisting in the management and optimization of Google Ads campaigns Administrative tasks related to the Marketing Team’s daily processes Key Qualifications Ongoing university studies (for at least another year) At least 20 working hours/week Fluent English skills Advanced knowledge of Office software such as: Word, Excel, PowerPoint, Outlook etc. Strong copywriting and analytical skills: Ability to simplify complex technical topics Data-driven mindset: Interest in Google Ads and marketing metrics Reliable, detail- and quality-oriented attitude (accuracy and precision) Good communication skills Flexibility, effective, and efficient teamwork Considered as a plus Marketing / PR / Communication studies Copywriting skills Project management skills What We Offer Marketing experience in a future-proof sector Insight into a worldwide tech company's day-to-day marketing activities Competitive student salary Inspiring and supportive working environment Teambuilding events and other benefits for students  Flexible working hours and Home Office possibility Long-term job opportunity Possibility of an immediate start In-service training opportunity Fitness opportunities Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work (329 words) - [Software Project Intern (aiSim) - aiMotive](/content/en/w/software-project-intern-aisim/index.html): As a Software Project Intern, you will support the aiSim Project Management team while working closely with software engineers and project managers. This role is ideal for students with a technical mindset who are interested in how complex software projects are delivered. You will gain hands-on experience in project coordination, agile software development, and collaboration with engineering teams. Job Summary Support aiSim project managers in the day-to-day coordination of software development projects Work closely with software developers and cross-functional teams Record and track meeting minutes in Confluence Create and manage Jira tickets Communicate with internal and external stakeholders Track project progress, deadlines, and action items Learn modern software development and project management practices Opportunity to coordinate internal projects and gradually take on more responsibility Key Qualifications Ongoing (active or passive) full-time university studies for at least one more year Availability of at least 20 working hours per week Strong interest in software development, engineering, or technology Technical background gained through university studies, personal projects, programming, robotics, or similar hands-on experience Strong organizational skills and attention to detail Reliable, proactive, and quality-focused mindset Good communication and teamwork skills Intermediate English Considered as a plus Degree or ongoing studies in Computer Science, Software Engineering, Electrical Engineering, Mechatronics, or a related technical field Professional experience in software development or engineering Experience with programming, scripting, robotics, embedded systems, or other technical projects Experience with Jira and Confluence What We Offer Competitive student salary Inspiring and supportive working environment Teambuilding events and other benefits for students  Flexible working hours and Home Office possibility Long-term job opportunity Possibility of an immediate start In-service training opportunity Fitness opportunities Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work (357 words) - [Office Assistant Intern  - aiMotive](/content/en/w/office-assistant-intern-c2-a0/index.html): Job Summary Assist the Receptionist Occasionally provide general support to visitors Handle the post and incoming packages Handle phone calls in English Prepare meeting rooms for meetings and presentations Organize kitchens and shared spaces Scan documents Assist in coordinating team buildings Ad-hoc tasks in the office supporting the work of the Front Office team Key Qualifications Ongoing full-time university studies for at least one more year At least 20 working hours/week Intermediate English skills Good communication skills Good organizational and time management skills Knowledge of Office software such as: Word, Excel, etc. Flexibility and ability to work in a team Goal-oriented and proactive mentality Attention to detail What We Offer Competitive student salary  Inspiring and supportive working environment  Teambuilding events and other benefits for students   Flexible working hours Long-term job opportunity  Possibility of an immediate start  In-service training opportunity  Fitness opportunities  Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work  (328 words) - [aiSim | 高精度自動運転シミュレーションツール - aiMotive JP - aiMotive](/content/web/jp/aisim-worldextractor/index.html): aiSimは自動運転システムの開発を支援するシミュレーションツールで、リアルタイムでの感知データ生成、センサーシミュレーション、シナリオ設定が可能です。 (87 words) - [404 - aiMotive](/content/policies/privacy-statement-login-pdf.html) (21 words) - [aiSim | 高精度自動運転シミュレーションツール - aiMotive JP - aiMotive](/content/web/jp/aisim-features/index.html): aiSimは自動運転システムの開発を支援するシミュレーションツールで、リアルタイムでの感知データ生成、センサーシミュレーション、シナリオ設定が可能です。 (68 words) - [Professional Services - aiMotive JP - aiMotive](/content/web/jp/professional-services/index.html) (115 words) - [aiSim | 高精度自動運転シミュレーションツール - aiMotive JP - aiMotive](/content/web/jp/aifab/index.html): aiSimは自動運転システムの開発を支援するシミュレーションツールで、リアルタイムでの感知データ生成、センサーシミュレーション、シナリオ設定が可能です。 (59 words) - [aiWare | High-Performance Neural Processing for Automotive AI - aiMotive](/content/en/aiware/index.html): aiWare offers high-performance neural processing for ADAS and automated driving, with up to 98% efficiency, scalable solutions, and ASIL-B safety certification. 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(305 words) - [aiMotive お問い合わせ | 自動運転技術についてのご相談 - aiMotive JP - aiMotive](/content/web/jp/contact-us/index.html): aiMotiveの自動運転技術やソリューションに関するご質問、ご相談は、こちらのページからお気軽にお問い合わせください。 (59 words) - [Data protection policy - aiMotive](/content/data-protection-policy2/index.html) (944 words) - [Gallery - aiMotive](/content/gallery/index.html) (44 words) - [Privacy policy of the joint controllers HU - aiMotive](/content/privacy-policy-of-the-joint-controllers-hu/index.html) (1,686 words) - [Privacy policy of the joint controllers EN - aiMotive](/content/privacy-policy-of-the-joint-controllers-en/index.html) (2,022 words) - [aiSim World Extractor | High-Fidelity 3D Environment Generation - aiMotive](/content/aisim-world-extractor/index.html): Generate ultra-realistic 3D environments at scale with aiSim World Extractor. Use AI-based neural reconstruction for cost-effective, high-fidelity simulation. 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(403 words) - [Laying the Groundwork for Reliable Automotive AI: Best Practices for Sensor Setup and Data Collection - aiMotive](/content/en/w/laying-the-groundwork-for-reliable-automotive-ai-best-practices-for-sensor-setup-and-data-collection.html): Developing automotive AI – whether for ADAS or automated driving – starts with one critical foundation: data. High-quality, precise, and well-documented data enables everything from neural network training, validation and simulation testing. (1,032 words) - [Ensuring safety – on every level - aiMotive](/content/en/w/ensuring-safety-on-every-level/index.html): Safety is the most critical element of automated driving — check out our aiDrive safety report which was recently revised to provide a deeper understanding of the wide range of processes we use to ensure safe testing and operation of our solutions. 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(800 words) - [PS Use Cases - aiMotive](/content/ps-use-cases/index.html) (336 words) - [documents/20122/116890/insight-terms-and-conditions-pdf/0e704568-c38a-6763-2080-23be6d228f70/index.html](/content/documents/20122/116890/insight-terms-and-conditions-pdf/0e704568-c38a-6763-2080-23be6d228f70/index.html) (682 words) - [documents/20122/116890/aimotive_eves_szakreferens_jelentes_2020_honlap-pdf/57e76b92-a167-a3bb-fa94-555e4e1eaec3/index.html](/content/documents/20122/116890/aimotive_eves_szakreferens_jelentes_2020_honlap-pdf/57e76b92-a167-a3bb-fa94-555e4e1eaec3/index.html) (126 words) - [Integrated Management System Policy - aiMotive](/content/integrated-management-system-policy/index.html) (478 words) - [FAQ - aiMotive](/content/faq/index.html) (633 words) - [Data policies - aiMotive](/content/data-policies/index.html) (127 words) - [aiData | Automated Data Pipeline for ADAS & AD - aiMotive](/content/aidata/index.html): aiData streamlines the MLOps workflow with automated data collection, annotation, and validation, boosting ADAS & autonomous driving model development. (465 words) - [About aiMotive | Driving the Future of Autonomous Mobility - aiMotive](/content/company/index.html): aiMotive develops AI-driven automated driving, simulation & embedded solutions. Discover our mission, expertise & impact on the automotive industry. (436 words) - [documents/20122/116890/data-protection-policy-ai-development-pdf/c9fc9ed6-d5d7-a581-2876-b3c9f5fff432/index.html](/content/documents/20122/116890/data-protection-policy-ai-development-pdf/c9fc9ed6-d5d7-a581-2876-b3c9f5fff432/index.html) (12,646 words) - [Financed projects - aiMotive](/content/financed-projects/index.html) (352 words) - [aiMotive | 自動運転技術とソリューション - aiMotive JP - aiMotive](/content/web/jp/index.html): aiMotiveは、自動運転技術を提供し、業界のリーダーがADASや自動運転の開発期間短縮とコスト削減を実現するお手伝いをします。 (46 words) - [documents/d/guest/aimotive_eves_szakreferens_jelentes_2023-web_new/index.html](/content/documents/d/guest/aimotive_eves_szakreferens_jelentes_2023-web_new/index.html) (7,216 words) - [Contact aiMotive | Get in Touch with Our Experts - aiMotive](/content/contact-us/index.html): Have questions about aiMotive’s automated driving, simulation, or embedded solutions? Contact our team for inquiries about partnerships, careers, or media requests. (57 words) - [documents/20122/116890/information-security-policy-pdf/28aee192-282b-8924-0aac-a93deda64cd5/index.html](/content/documents/20122/116890/information-security-policy-pdf/28aee192-282b-8924-0aac-a93deda64cd5/index.html) (204 words) - [Data protection policy HU - aiMotive](/content/data-protection-policy-hu/index.html) (716 words) - [CVPR2024 - aiMotive](/content/cvpr2024/index.html) (413 words) - [Finding data that matters: AI-Powered Dataset Curation with the aiData Platform - aiMotive](/content/w/finding-data-that-matters-ai-powered-dataset-curation-with-the-aidata-platform.html): Training a reliable ADAS classifier starts long before model architecture – it starts with finding the right data. In this post, we walk through how aiMotive's aiData platform tackles one of the most underrated challenges in AD development: surfacing the specific, diverse, high-quality samples you actually need from a petabyte-scale dataset. (1,569 words) - [aiWare Specifications | High-Performance Automotive AI Processing - aiMotive](/content/en/aiware-specifications/index.html): Explore the detailed specifications of aiWare, offering up to 256 TOPS per core for efficient automotive AI workloads with ASIL-B safety compliance and scalability. (408 words) - [404 - aiMotive](/content/committed-to-safety-aidrive-ported-to-blackberry-s-qnx-neutrino-rtos-c2-a0.html) (21 words) - [documents/20122/134065/insights_aiware_nextchip_0514-pdf/93089d45-1e74-a36f-37de-87076f3130a2/index.html](/content/documents/20122/134065/insights_aiware_nextchip_0514-pdf/93089d45-1e74-a36f-37de-87076f3130a2/index.html) (3,339 words) - [404 - aiMotive](/content/data-tools/index.html) (19 words) - [aiWare5 | Next-Gen NPU for Automotive AI Workloads - aiMotive](/content/aiware5/index.html): aiWare5 delivers high-performance neural processing with up to 98% efficiency for demanding automotive AI workloads, supporting Transformer Networks and FP8. (570 words) - [Leading the way: aiMotive’s research contributions to global conferences - aiMotive](/content/w/leading-the-way-aimotive-s-research-contributions-to-global-conferences.html): Welcome to the third edition of our newsletter: Automotive Simulation Meets AI. Read Tamás Matuszka's blog about aiMotive's research contributions to global conferences. If you like this blog and enjoy reading technical texts on AI, neural rendering, simulation, and other automated driving-related technologies, consider subscribing to this newsletter! (1,116 words) - [404 - aiMotive](/content/efficiency-not-utilization-or-tops-why-it-matters-c2-a0.html) (21 words) - [Laying the Groundwork for Reliable Automotive AI: Best Practices for Sensor Setup and Data Collection - aiMotive](/content/w/laying-the-groundwork-for-reliable-automotive-ai-best-practices-for-sensor-setup-and-data-collection.html): Developing automotive AI – whether for ADAS or automated driving – starts with one critical foundation: data. High-quality, precise, and well-documented data enables everything from neural network training, validation and simulation testing. (1,000 words) - [documents/20122/134065/why-software-driven-scalable-hardware-enables-better-ad-pdf/4fa98bb1-c8eb-4af7-c132-ac261de69409/index.html](/content/documents/20122/134065/why-software-driven-scalable-hardware-enables-better-ad-pdf/4fa98bb1-c8eb-4af7-c132-ac261de69409/index.html) (2,108 words) - [404 - aiMotive](/content/blog/content/8313/index.html) (19 words) - [Building the world inside aiSim - aiMotive](/content/w/building-the-world-inside-aisim/index.html): Sensor models, physics engines, and scenario logic all depend on one thing being right first: the environment. At aiMotive, we've built a full in-house 3D content pipeline that feeds aiSim with everything it needs. (997 words) - [404 - aiMotive](/content/collaboration-of-aimotive-and-sony-evolves-adas-capability-for-vision-s-prototype.html) (19 words) - [Data protection policy - aiMotive](/content/data-protection-policy-en/index.html) (4,189 words) - [HD Map Creation for AD development and Simulation - aiMotive](/content/w/hd-map-creation-for-ad-development-and-simulation/index.html): Modern AD development needs more than raw sensor recordings. To train, validate, and debug perception and planning logic, teams require a high-precision, machine-readable reference of the road environment. HD maps provide exactly this: a consistent, structured foundation for modern AD workflows. (933 words) - [404 - aiMotive](/content/blog/content/10815/index.html) (19 words) - [STRADVISION and aiMotive Combine Perception-Driven Scenario Understanding and Scalable Simulation for ADAS Validation - aiMotive](/content/w/stradvision-and-aimotive-combine-perception-driven-scenario-understanding-and-scalable-simulation-for-adas-validation.html): Joint proof-of-concept demonstrates a real-world-to-simulation pipeline that transforms vehicle fleet data into high-fidelity synthetic environments – indistinguishable from real-world sensor data – validating SVNet perception outputs in real time on cloud infrastructure. (644 words) - [aiDrive specifications - aiMotive](/content/aidrive-specifications/index.html) (206 words) - [404 - aiMotive](/content/vulkan-ray-tracing/index.html) (21 words) - [Neural Reconstruction in Automotive Sensor Simulation: Challenges, Solutions, and Trade-offs - aiMotive](/content/w/neural-reconstruction-in-automotive-sensor-simulation-challenges-solutions-and-trade-offs.html): In the world of automotive sensor simulation, designing realistic and high-fidelity 3D environments is crucial. These environments form the foundation for testing and validating ADAS (Advanced Driver Assistance Systems) and automated driving technologies. However, creating such detailed virtual worlds presents a number of significant challenges and design considerations. This blog post dives into those product-level decisions and trade-offs we face when implementing neural reconstruction techniques. (832 words) - [aiWare5 | Next-Gen NPU for Automotive AI Workloads - aiMotive](/content/aiware4/index.html): aiWare5 delivers high-performance neural processing with up to 98% efficiency for demanding automotive AI workloads, supporting Transformer Networks and FP8. (592 words) - [Inside aiMotive’s Vehicle Hardware Integration Team: turning ideas into road-ready automated test vehicles - aiMotive](/content/w/inside-aimotive-s-vehicle-hardware-integration-team-turning-ideas-into-road-ready-automated-test-vehicles.html): Behind every autonomous driving breakthrough is a vehicle that has been carefully engineered, instrumented, and prepared for the kinds of tests that push technology forward. (905 words) - [Efficiency, not Utilization or TOPS: why it matters  - aiMotive](/content/w/efficiency-not-utilization-or-tops-why-it-matters-c2-a0.html): Technology leadership claims can often be “economical” with the truth, and this is particularly true for NPUs (Neural Processor Units). However, over-stated performance can lead to procurement decisions that fall short of expectations. The result is engineering targets missed, deadlines not met, and R&D costs escalating. For its aiWare NPU, AImotive focuses on benchmarking NPU efficiency to provide the best information for AI engineers. Many other NPU suppliers quote raw TOPS and hardware utilization as a measure of performance. What’s the difference, and why does it matter? (1,656 words) - [404 - aiMotive](/content/benchmarks/index.html) (21 words) - [404 - aiMotive](/content/blog/content/6605/index.html) (19 words) - [Scaling Up Software-in-the-Loop Testing for Software-Defined Vehicles with aiWare - aiMotive](/content/w/scaling-up-software-in-the-loop-testing-for-software-defined-vehicles-with-aiware.html): As the automotive industry accelerates toward fully autonomous and software-defined vehicles (SDVs), the cost and complexity of software validation have become a central challenge. At aiMotive, we’re tackling this head-on with a GPU-accelerated, bit-accurate functional model of our aiWare NPU—designed to dramatically scale up Software-in-the-Loop (SiL) testing. (495 words) - [Discover edge cases smarter with AI-based adaptive testing - aiMotive](/content/w/discover-edge-cases-smarter-with-ai-based-adaptive-testing.html): Testing Advanced Driver Assistance Systems (ADAS) and Automated Driving (AD) systems is an enormous challenge. The sheer number of possible driving scenarios is overwhelming, and traditional Design of Experiments (DoE) methods struggle to efficiently identify edge cases—those rare but critical situations where system performance is pushed to its limits. (472 words) - [aiMotive announces aiWare5, delivering unrivalled flexibility and scalability for L2+ to L4 automotive AI workloads - aiMotive](/content/w/aimotive-announces-aiware5-delivering-unrivalled-flexibility-and-scalability-for-l2-to-l4-automotive-ai-workloads.html): We announce aiWare5, our latest automotive NPU IP, now available for general licensing. Built to accelerate any automotive AI workload, it also fully supports our aiDrive automated driving stack, strengthening our ecosystem and partnerships with global Tier 1s and OEMs. (467 words) - [Solution Engineering for Embedded Automotive AI - aiMotive](/content/w/solution-engineering-for-embedded-automotive-ai/index.html): Why co-design of hardware, drivers, and application software is essential for cost-effective production solutions for embedded applications (774 words) - [AI-powered Data Virtualization Comes to Japan - aiMotive](/content/w/ai-powered-data-virtualization-comes-to-japan/index.html): aiMotive, a leading provider of advanced automotive AI technologies, has partnered with its Japanese distributor, Macnica, to introduce a new data collection & processing environment powered by the aiData Platform. (533 words) - [404 - aiMotive](/content/w/www-here-com.html) (21 words) - [Scalable Automated Driving and Next-Generation Simulation at CES 2026 - aiMotive](/content/w/scalable-automated-driving-and-next-generation-simulation-at-ces-2026.html): Introducing the world’s first real-time, hyper-realistic neural simulation enabled by aiSim connected to LGE’s HPC running aiMotive’s aiDrive automated driving software in a closed-loop. (401 words) - [Login policy - aiMotive](/content/login-policy/index.html) (3,130 words) - [Quantization that adapts to your hardware – not the other way around - aiMotive](/content/w/quantization-that-adapts-to-your-hardware-not-the-other-way-around.html): Deploying high-accuracy neural networks on embedded systems is a major challenge. Developers are forced to balance performance, memory constraints, and power consumption – all while ensuring model accuracy remains intact. That’s where quantization-aware training (QAT) becomes essential. (686 words) - [Navigating the shift: why automated driving features are the future of the automotive industry - aiMotive](/content/w/navigating-the-shift-why-automated-driving-features-are-the-future-of-the-automotive-industry.html): The automotive industry is no stranger to challenges. Over the past few years, we've witnessed a significant downturn across global markets, driven by shifting consumer priorities, supply chain disruptions, and economic uncertainty. (704 words) - [404 - aiMotive](/content/news/www-aimotive-com.html) (19 words) - [Socionext Signs License Agreement with aiMotive for aiWare NPU IP to Power Next-Gen ADAS SoC - aiMotive](/content/w/socionext-signs-license-agreement-with-aimotive-for-aiware-npu-ip-to-power-next-gen-adas-soc.html): Socionext, a global leader in advanced custom SoCs, has entered into a license agreement with aiMotive, a provider of cutting-edge software and hardware IP for Advanced Driving Assistance System (ADAS). (434 words) - [documents/d/guest/1435-im-164106-20tb_en_aimotive_aiware4_en_v1_0/index.html](/content/documents/d/guest/1435-im-164106-20tb_en_aimotive_aiware4_en_v1_0/index.html) (112 words) - [How aiWare approach to functional safety design reduces system cost - aiMotive](/content/w/how-aiware-approach-to-functional-safety-design-reduces-system-cost.html): aiWare achieves ASIL B compliance with only 15% silicon area overhead and less than 1% performance impact. (768 words) - [documents/20122/288882/aimotive-safety-report-_-july-2022-pdf/4aba454b-8a01-56f6-dfb0-c38de95177ca/index.html](/content/documents/20122/288882/aimotive-safety-report-_-july-2022-pdf/4aba454b-8a01-56f6-dfb0-c38de95177ca/index.html) (11,884 words) - [aiMotive announces aiDrive 3.0 - aiMotive](/content/w/aimotive-announces-aidrive-3/index.html): Revolutionary virtual sensor technology brings unparalleled data re-use for all levels of autonomy – offering faster go to market times for OEMs and Tier1s striving to deploy the most competitive L2-L4 automated driving solutions (469 words) - [aiMotive and Nextchip collaborate to create production-ready open solutions for automated driving - aiMotive](/content/w/aimotive-and-nextchip-collaborate-to-create-production-ready-open-solutions-for-automated-driving.html): aiMotive and Nextchip are stepping up to explore the feasibility of a credible, flexible alternative to the industry’s dominant players. (430 words) - [Q&A: AImotive CEO Talks Sony Car, SiliconChips and New Market Opportunities - aiMotive](/content/w/q-a-aimotive-ceo-talks-sony-car-siliconchips-and-new-market-opportunities.html): Laszlo Kishonti sees a potential opening for AImotive as non-traditional players look to enter the battery-electric market. In order to move quickly and be competitive, they’ll need to rely on companies like his for advanced technology, he believes. (1,781 words) - [404 - aiMotive](/content/blog/content/6601/index.html) (19 words) - [aiMotive and Safran collaborate to make ADAS and AD development safer - aiMotive](/content/w/aimotive-and-safran-collaborate-to-make-adas-ad-development-safer.html): We have joined forces with Safran Electronics and Defense to advance the testing and validation of automated driving (AD) systems. This collaboration integrates Safran’s industry-leading GNSS simulation technology with our simulation platform, aiSim, to create a robust environment for the development of safer, smarter vehicle technologies. (461 words) - [A new milestone in digital proving grounds – introducing AVL ZalaZONE in aiSim - aiMotive](/content/w/a-new-milestone-in-digital-proving-grounds-introducing-avl-zalazone-in-aisim.html): At aiMotive, we're constantly pushing the boundaries of what's possible in virtual testing. Today, we're excited to share a breakthrough setting a new industry benchmark: in partnership with AVL ZalaZONE , we've created the world's first neural-reconstructed, fully digitalized automotive proving ground. (521 words) - [aiWare4+ – Neural Processing Unit for the future - aiMotive](/content/w/aiware4-neural-processing-unit-for-the-future/index.html): aiMotive’s latest NPU is aimed at the next-gen automated driving workloads (1,034 words) - [Applying neural reconstruction in simulation for automated driving - aiMotive](/content/w/applying-neural-reconstruction-in-simulation-for-automated-driving.html): Validating automated driving software requires millions of test kilometers. This not only implies long system development cycles with continuously increasing complexity, but it also brings with it the problem that real-world testing is resource intensive, and safety issues might arise as well. (467 words) - [aiWare™ Studio: helping optimize algorithms, not accelerators - aiMotive](/content/w/aiware-e2-84-a2-studio-helping-optimize-algorithms-not-accelerators.html): For embedded applications, the biggest challenge is taking a concept from a prototype in the lab to a production-ready solution: a product that is robust over lifetime, certified to all the relevant standards, tested to ensure it always works, and cost-engineered to make sure it delivers a profit. You need tools designed to help engineers do that job as flexibly as possible. (1,394 words) - [Contact Details Data Protection Notice - aiMotive](/content/contact-details-data-protection-notice/index.html) (1,952 words) - [aiDrive 3.0 – the solution for automated driving - aiMotive](/content/w/aidrive-3-0-the-solution-for-automated-driving.html): The latest generation of our automated driving full software stack, aiDrive 3.0, has just been released, featuring our in-house model-space based perception, which is the most solid foundation for automated driving solutions. (714 words) - [Simplifying Legal Liability for AI in the EU - aiMotive](/content/w/simplifying-legal-liability-for-ai-in-the-eu/index.html): Artificial intelligence (AI) is transforming the automotive industry with automated and autonomous driving capabilities. As the European Union (EU) introduces new legislation in this field, it is crucial to understand its implications. (628 words) - [aiMotive Unveils aiSim 5: Pioneering Next-Gen AutoGI for ADAS/AD Simulation - aiMotive](/content/w/aimotive-unveils-aisim-5-pioneering-next-gen-autogi-for-adas/ad-simulation/index.html): In a groundbreaking move, aiMotive introduces aiSim 5, heralding a new era of automated driving simulation infused with cutting-edge Automotive General Intelligence (AutoGI). This latest release transforms simulation dynamics with a deterministic and reproducible environment, shaping the future of automotive innovation. (472 words) - [aiMotive collaborates with Sony Semiconductor Solutions to revolutionize AD simulations - aiMotive](/content/w/aimotive-collaborates-with-sony-semiconductor-solutions-to-revolutionize-ad-simulations.html): We are proud to announce the successful integration of Sony’s IMX728 sensor model aimed at advancing ADAS and AD technologies. This collaboration represents a shared commitment to setting new benchmarks for reliability and efficiency in the automated driving simulation industry. (452 words) - [Enhancing Adaptability with Sensor Virtualization: How Our Perception Stack Seamlessly Handles New Fleets - aiMotive](/content/w/aidrive_fleet/index.html): In the rapidly evolving world of automated driving, adaptability is key. As our roadways become increasingly populated with vehicles of all shapes and sizes, seamlessly integrating automated driving systems in new fleets is paramount. (627 words) - [aiMotive introduces aiData - aiMotive](/content/w/aimotive-introduces-aidata/index.html): The most advanced data pipeline for automated driving reduces the cost and complexity of processing data with a high level of automation. (437 words) - [Automotive Simulation Meets AI - aiMotive](/content/w/automotive-simulation-meets-ai/index.html): Read Zoltán Hortsin's blog about aiSim’s General Gaussian Splatting renderer. If you like this blog and enjoy reading technical texts on AI, neural rendering, and simulation, consider subscribing to the Automotive Simulation Meets AI newsletter on LinkedIn. (547 words) - [Navigating beyond: Redefining intelligence for the roads ahead with AutoGI - aiMotive](/content/w/navigating-beyond-redefining-intelligence-for-the-roads-ahead-with-autogi.html): In the dynamic landscape of automotive technology, the journey toward autonomy demands a profound shift in how we perceive and implement intelligence. At aiMotive, our dedication to innovation has led us to reimagine the very core of our approach. (535 words) - [Revolutionizing Automotive Validation - aiMotive](/content/w/revolutionizing-automotive-validation/index.html): In the ever-evolving world of automated driving technology, simulation plays a crucial role in testing and validating new innovations. Today, we are thrilled to announce a groundbreaking development: aiSim, our in-house built simulator, now features the largest test track in Hungary, AVL ZalaZONE. (574 words) - [aiMetrics - Insights into the performance of your automated driving software - aiMotive](/content/w/aimetrics-insights-into-the-performance-of-your-automated-driving-software.html): aiMotive has developed a comprehensive tool for evaluation of NN algorithms, detection SW and automated driving software. It tracks development progress against requirements and provides real-time insights and gap analysis. (974 words) - [aiMotive and Parkopedia partnership provides automakers with cost-effective and scalable automated parking solutions - aiMotive](/content/w/aimotive-and-parkopedia-partnership-provides-automakers-with-cost-effective-and-scalable-automated-parking-solutions-c2-a0.html): Autonomous technology specialist, aiMotive, and Indoor Mapping provider and connected vehicle services leader, Parkopedia, are now able to offer automakers scalable, autonomous parking solutions which minimise everyday parking hassles for drivers, without relying on the presence of additional infrastructure within parking facilities, thanks to a recent partnership. (755 words) - [Stellantis Accelerates Autonomous Driving Journey with Acquisition of aiMotive, a Leading Artificial Intelligence and Autonomous Driving Start-up - aiMotive](/content/w/stellantis-accelerates-autonomous-driving-journey-with-acquisition-of-aimotive-a-leading-artificial-intelligence-and-autonomous-driving-start-up.html): Stellantis N.V. and aiMotive, a leading developer of advanced artificial intelligence and autonomous driving software, today announced that they have entered into an agreement for Stellantis to acquire aiMotive. (649 words) - [Latest aiWare4+ automotive NPU brings enhanced programmability, flexibility and scalability while retaining highest efficiency  - aiMotive](/content/w/latest-aiware4-automotive-npu-brings-enhanced-programmability-flexibility-and-scalability-while-retaining-highest-efficiency-c2-a0.html): The 4th generation of aiWare™ automotive NPU hardware IP has undergone significant upgrades to both the hardware and software, delivering up to 1000 TOPS with industry-leading efficiency of up to 98% while enabling support for latest AI trends such as Transformer Networks, FP8 and structured fine-grained sparsity (631 words) - [Hybrid Rendering for Multimodal Autonomous Driving: Merging Neural and Physics-Based Simulation - aiMotive](/content/w/hybrid-rendering-for-multimodal-autonomous-driving-merging-neural-and-physics-based-simulation.html): Neural reconstruction has advanced significantly in the past year, and dynamic models are becoming increasingly common. However, these models are limited to handling in-domain objects that closely follow their original trajectories. (125 words) - [404 - aiMotive](/content/media/contributed-articles/benchmark-january-2019-simulation-limited-how-sensor-simulation-for-self-driving-vehicles-is-limited-by-game-engine-based-simulations-pdf.html) (19 words) - [Introducing our new CCO – Q&A with Arnaud Lagandré - aiMotive](/content/w/introducing-our-new-cco-q-a-with-arnaud-lagandr-c3-a9.html): Joining AImotive with decades of automotive experience, our new Chief Commercial Officer has been at the heart of the automotive industries transition towards ever-higher levels of automation. Arnaud Lagandré brings a solution-focused attitude and in-depth cultural knowledge to AImotive. However, it's best to let people speak for themselves. We sat down with Arnaud to learn more about him and his motivation behind joining AImotive. (1,361 words) - [aiMotive – extending our R&D center in the heart of Budapest with HIPA’s support  - aiMotive](/content/w/aimotive-extending-our-r-d-center-in-the-heart-of-budapest-with-hipa-s-support.html): aiMotive, a pioneering force in automated driving technology, has secured support from the Hungarian Investment Promotion Agency (HIPA), signifying a milestone in pursuing R&D excellence. (361 words) - [aiMotive achieves ISO 26262 ASIL D re-certification for aiSim 5 - aiMotive](/content/w/aimotive-achieves-iso-26262-asil-d-re-certification-for-aisim-5.html): aiMotive, a global leader in automotive simulation technology, has obtained ISO 26262 certification from TÜV Nord for the latest generation of its simulator, aiSim 5. Originally granted in 2020, aiSim was the world’s first simulator for ADAS/AD to achieve this certification! (343 words) - [aiMotive paper to be presented at ICLR 2023 Workshop SR4AD - aiMotive](/content/w/aimotive-paper-to-be-presented-at-iclr-2023-workshop-sr4ad.html): The paper titled ‘aiMotive Dataset: A Multimodal Dataset for Robust Autonomous Driving with Long-Range Perception’ by Tamás Matuszka et al. has been accepted to ICLR 2023 – the eleventh International Conference on Learning Representations. The workshop ‘Scene Representations for Autonomous Driving’ will cover the real-world impact of ML research on self-driving technology. The work of aiMotive researchers will be presented in Kigali, Rwanda, on May 5, 2023. The paper presents the publicly available aiMotive Multimodal Dataset and describes several 3D object detection baseline models trained on it. (428 words) - [Introducing aiSim 4 – the ultimate tool for ADAS/AD validation - aiMotive](/content/w/introducing-aisim-4-the-ultimate-tool-for-adas-ad-validation.html): Validating an automated driving (AD) software’s proper operation using traditional testing methods would take years, if not decades. aiSim 4 provides an ideal testing environment to investigate and validate how AD systems perform in high-mileage tests and adverse driving scenarios, focusing on virtual, high-fidelity sensor data. (531 words) - [Committed to safety – aiDrive ported to BlackBerry's QNX Neutrino RTOS  - aiMotive](/content/w/committed-to-safety-aidrive-ported-to-blackberry-s-qnx-neutrino-rtos-c2-a0.html): aiMotive is on a mission to bring affordable automated driving to all. As part of developing industry-leading solutions to overcome the challenges of automated driving, we've taken another significant step towards becoming a trusted automotive supplier. Our aiDrive software has been fully ported to BlackBerry's QNX® Neutrino® Real-Time Operating System (RTOS), allowing us to offer safety-critical solutions to our partners. (842 words) - [Ensuring safety – on every level - aiMotive](/content/w/ensuring-safety-on-every-level/index.html): Safety is the most critical element of automated driving — check out our aiDrive safety report which was recently revised to provide a deeper understanding of the wide range of processes we use to ensure safe testing and operation of our solutions. (967 words) - [Synthetic data generation – one of the keys to automated driving development - aiMotive](/content/w/synthetic-data-generation-one-of-the-keys-to-automated-driving-development.html): Data is critical to neural network (NN) development. Automatic annotation is the most effective and cheapest way to generate training and validation data from real-world recordings. But what about hard-to-capture scenarios or corner cases that hardly ever occur in real life? Automated driving systems still need to be aware of such events. (710 words) - [New Distributor Partnership with Macnica: Expanding Presence in Japan - aiMotive](/content/w/new-distributor-partnership-with-macnica-expanding-presence-in-japan.html): We are proud to announce a strategic distributor partnership with Macnica, a renowned Japanese technology solutions partner. This partnership signifies aiMotive's commitment to enhancing its presence in the Japanese market and further solidifying its position as a pioneer in the automated driving technology sector. (264 words) - [We are on a mission – To save 1.2 million lives every year   - aiMotive](/content/w/we-are-on-a-mission-to-save-1-2-million-lives-every-year-c2-a0-c2-a0.html): Lately, attention is turning towards self-driving cars again. Some people envision driverless vehicles in the next couple of years; others struggle with the idea to trust a "robot" with their life. While some fear artificial intelligence with evil intentions, it might be time to wonder what are the ultimate goals that drive us and the teams at the heart of the AD and ADAS industry forward? (604 words) - [aiMotive paper to be presented at a scientific conference in Vietnam - aiMotive](/content/w/aimotive-paper-to-be-presented-at-a-scientific-conference-in-vietnam.html): The paper titled 'A Novel Neural Network Training Method for Autonomous Driving Using Semi-Pseudo-Labels and 3D Data Augmentations' written by Tamás Matuszka and Dániel Kozma has been accepted to the 14th Asian Conference on Intelligent Information and Database Systems (Category B in the 2021 CORE conference rankings) and will be published in Springer's Lecture Notes in Artificial Intelligence. The work will be presented in Ho Chi Minh City, Vietnam, on November 28-30, 2022. (542 words) - [Production L2-L3 ADAS begins with hardware - aiMotive](/content/w/18160-1/index.html): To get ADAS right, you have to start with the hardware. You can create the most advanced perception, robust decision making, detailed planning algorithms, but without a robust, reliable hardware platform with sufficient guaranteed performance, any deployment strategy will simply fail. (1,099 words) - [Stellantis Completes Acquisition of aiMotive to Accelerate Autonomous Driving Journey - aiMotive](/content/w/stellantis-completes-acquisition-of-aimotive-to-accelerate-autonomous-driving-journey.html): Stellantis N.V. today announced that it has finalized the acquisition of aiMotive, a leading developer of advanced artificial intelligence and autonomous driving software. (465 words) - [aiSim ecosystem expands further with 3D asset provider, RenderPeople - aiMotive](/content/w/aisim-ecosystem-expands-further-with-3d-asset-provider-renderpeople.html): Through this collaboration, aiMotive’s simulator is compatible with an even wider range of assets, essential for both real-time testing & validation and synthetic data generation. (434 words) - [Auto annotation: cost-efficient, fast and adaptive - aiMotive](/content/w/auto-annotation-cost-efficient-fast-and-adaptive/index.html): Annotation is the most expensive element of training data generation, so truly automatic annotation remains the holy grail of automated driving development – aside from the ability to generate synthetic data that is indistinguishable from real data. (661 words) - [Bigger is not always better: exploiting parallelism in NN hardware - aiMotive](/content/w/25413/index.html): When considering hardware platforms for executing high performance NNs (Neural Networks), automotive system designers frequently determine the total compute power by simply adding up each NN’s requirements... (1,275 words) - [aiMotive and emotion3D deliver optimized driver monitoring solutions for aiWare NPU on Nextchip APACHE5 - aiMotive](/content/w/aimotive-emotion3d-optimized-driver-monitoring-solutions.html): Collaboration between two leading European automotive technology providers results in exceptional performance DOMS (Driver and Occupant Monitoring Systems) solution at compelling cost and power metrics. (612 words) - [aiMotive and Foretellix to Offer a Joint Virtual Solution for Validation of ADAS and AV Perception and Planning - aiMotive](/content/w/aimotive-and-foretellix-to-offer-a-joint-virtual-solution-for-validation-of-adas-and-av-perception-and-planning.html): Joint solution to benefit from native support of the recently released ASAM's OpenSCENARIO 2.0.0 standard that revolutionizes the way safety is built into autonomous systems (472 words) - [Test and verification methods for autonomous driving functions and environmental sensing systems - aiMotive](/content/w/test-and-verification-methods-for-autonomous-driving-functions-and-environmental-sensing-systems-1.html): EUREKA project testEPS, coordinated by aiMotive on the Hungarian side, successfully kicked off in 2021 September! TestEPS stands for testing and verification Methods for Automated Driving Functions and Environmental Perception Systems. (179 words) - [Standardized scenarios for safer roads - aiMotive](/content/w/10494/index.html): Scenarios are the base of simulation testing for automated driving systems, just as simulation testing is the base of safe automated driving. However, until recently moving scenarios from one simulator to another was almost impossible. This has to change. (1,122 words) - [Procedural traffic generation: what are the options? - aiMotive](/content/w/27158/index.html): In five years, AImotive has created what no company has done before: the world’s first automotive grade, ISO26262-certified simulator, aiSim. However, it is not enough to have high-fidelity vehicle dynamics, realistic sensor models and last but not least realistic traffic simulation. Providing an end-to-end environment, which can one day replace validation requires refined, high-fidelity models of every part of the world. Using aiSim’s open APIs and SDK makes sure integration of these many elements is seamless and performance efficient, supporting use-cases on both sides of the V-model. (1,444 words) - [aiSim integrates ROS - aiMotive](/content/w/aisim-integrates-ros/index.html): The world's first ISO26262 certified virtual validation suite, aiSim, has integrated ROS2, making it instantly compatible with one of the most popular prototyping frameworks for advanced driver-assistance systems and automated driving solutions. (685 words) - [Data recording — the right way - aiMotive](/content/w/data-recording-the-right-way/index.html): Our newest product, aiData, became available to selected partners a few months ago. The product includes five tools that can help partners and customers, ranging from data capture to data processing. In this blog series, we will take a closer look at these tools, starting with aiRec, responsible for data recording. (639 words) - [Nextchip licenses aiWare4 for their Apache6 automotive domain processor - aiMotive](/content/w/nextchip-licenses-aiware4-for-their-apache6-automotive-domain-processor.html): Nextchip has licensed aiMotive’s latest aiWare4™ NPU hardware IP for their next-generation ASIL-B compliant SoC for AVP and other challenging automotive applications, deepening the relationship between both companies for volume production of advanced AI-powered solutions (641 words) - [AImotive launches aiWare4, featuring advanced wavefront processing, upgraded safety and low-power features - aiMotive](/content/w/aimotive-launches-aiware4-featuring-advanced-wavefront-processing-upgraded-safety-and-low-power-features.html): The 4th generation of aiWare™ automotive NPU hardware IP delivers up to 64 TOPS per core, leveraging innovative wavefront-processing algorithms and upgraded memory architecture to deliver dramatically improved PPA* and improved built-in ISO26262 safety support (497 words) - [Method, data processing system, computer program and computer readable medium for object segmentation - aiMotive](/content/w/method-data-processing-system-computer-program-and-computer-readable-medium-for-object-segmentation.html): Main research and development activities of AImotive LLC are focused on future technologies. The patent application being subject of this tender fits well to the roadmap of the company, and is already submitted to the Hungarian Intellectual Property Office (474 words) - [Neural network accelerator chip design is being developed by aiMotive partially financed by the NRDI fund - aiMotive](/content/w/neural-network-accelerator-chip-design-is-being-developed-by-aimotive-partially-financed-by-the-nrdi-fund.html): aiMotive uses NRDI fund to further develop the chip design needed to accelerate the neural networks that form the basis of artificial intelligence. (172 words) - [How to train your wagon – Reinforcement Learning for Automated Driving - aiMotive](/content/w/11345/index.html): First came computer vision and traditional algorithms, then supervised-learning artificial intelligence. Yet we continue to find limitations in what machines can do. A novel approach is to train AI as we would train a pet, or even, as we often learn ourse (1,155 words) - [Automated electric vehicles will rule our roads by 2030 - aiMotive](/content/w/automated-electric-vehicles-will-rule-our-roads-by-2030.html): Is the future electric, self-driving or both? The answer is complex and influenced just as much by long-term industry trends, regulation and consumer demands, as how quickly the technology develops. Let’s take a closer look. (896 words) - [End-to-end HiL testing with aiSim to maximize coverage - aiMotive](/content/w/end-to-end-hil-testing-with-aisim-to-maximize-coverage.html): The aiSim team adapted the Hardware-In-the-Loop testing approach with a unique spin on the concept that allows for testing complete automated driving systems with live simulated sensor data without any prerecorded footage. In this post, I will provide some insights into the benefits and challenges of introducing this powerful and exciting new feature to aiSim. (645 words) - [The most adaptive to change will survive - aiMotive](/content/w/the-most-adaptive-to-change-will-survive/index.html): Bernhard Bihr joined aiMotive in the summer of 2020. With his over 30 years of automotive experience, his goal is to support aiMotive's development efforts. (627 words) - [Bravery or Foolishness? - aiMotive](/content/w/26882/index.html): Last week Tesla sent out a beta software update called "Full Self-Driving" to a select group of customers. This release is expected to comprise of improvements to the company's Autopilot – and include advanced driver-assist features designed for local, non-highway streets. (776 words) - [aiSim raytracing integrates Vulkan API to supercharge validation performance - aiMotive](/content/w/aisim-raytracing-integrates-vulkan-api-to-supercharge-validation-performance.html): Simulating the sensor modalities used in automated driving efficiently and accurately is an immense challenge. The best solutions is to rely on GPU-accelerated raytracing techniques and the efficient distribution of tasks. Today, the Vulkan API is the only tool that can support such a system – that’s why we’ve integrated it into aiSim. (630 words) - [World’s first ASIL-D simulator, aiSim, integrates with NI Veristand for leading HiL solution - aiMotive](/content/w/world-s-first-asil-d-simulator-aisim-integrates-with-ni-veristand-for-leading-hil-solution.html): aiMotive and NI collaborate to integrate NI Veristand with aiMotive’s automated driving simulator (aiSim) to create an end-to-end Hardware-in-the-Loop (HiL) set-up for automated driving systems for even the most complex sensor configurations. (549 words) - [aiSim 3.0 builds on Vulkan Ray Tracing to validate automated driving - aiMotive](/content/w/vulkan-ray-tracing/index.html): AImotive, the largest independent team working on automated driving technologies in Europe, today announced it has integrated the Khronos® Group’s Vulkan® API to improve raytracing performance in aiSim 3.0. (558 words) - [Stellantis CEO on aiDrive, the embedded software stack for automated driving - aiMotive](/content/w/stellantis-ceo-on-aidrive-the-embedded-software-stack-for-automated-driving.html): Carlos Tavares shares his experience of the test drive with aiDrive and its technologies during his visit to aiMotive premises. Stellantis recently acquired aiMotive, a leading developer of advanced artificial intelligence and automated driving software, to supercharge mid-term development of STLA AutoDrive, the Company’s automated driving tech platform. (68 words) - [About aiMotive | Driving the Future of Autonomous Mobility - aiMotive](/content/about-us/index.html): aiMotive develops AI-driven automated driving, simulation & embedded solutions. Discover our mission, expertise & impact on the automotive industry. (434 words) - [aiMotive ships first aiWare4 NPU production RTL - aiMotive](/content/w/aimotive-ships-first-aiware4-npu-production-rtl/index.html): aiMotive has shipped production-validated RTL of its latest ultra-high-efficiency 4th generation aiWare NPU to lead customers, demonstrating its scalability, high clock speed capabilities and exceptional configurability to meet demanding PPA targets (322 words) - [AImotive's latest aiWare3P delivers superior NN acceleration for production L2-L3 automotive AI - aiMotive](/content/w/aiware3p-pressrelease/index.html): Latest release of aiWare3 hardware IP includes significantly better host CPU offload, lower memory bandwidth and upgraded SDK tools to enable scalable, low-power, low latency solutions up to 100+ TOPS (359 words) - [Camera simulation – GPU is the only limit - aiMotive](/content/w/camera-simulation-gpu-is-the-only-limit/index.html): In 2020 AImotive's aiSim™ simulator was certified to TCL 3 according to ISO 26262:2018 by TÜV-Nord. This made it the world's first ISO26262-certified comprehensive automated driving simulator for the development of automated driving solutions. Let’s go a layer deeper and see what’s under the hood: what makes aiSim's rendering engine special and unique. (635 words) - [Design, code, test, repeat - aiMotive](/content/w/20930/index.html): Solving continuous integration – continuous deployment (CICD) development for safety critical automotive software is a complex challenge. While simulation is a vital aspect of the solution, simply having a simulator is not everything. At AImotive, we have created a unique CICD development pipeline, that relies on simulated and real-world data to ensure safe development. (1,139 words) - [aiMotive opens Munich office - aiMotive](/content/w/aimotive-opens-munich-office/index.html): Expansion to German automotive hub highlights aiMotive's growth as an automotive supplier (322 words) - [AImotive names Arnaud Lagandré new Chief Commercial Officer - aiMotive](/content/w/aimotive-names-arnaud-lagandr-c3-a9-new-chief-commercial-officer.html): Respected automotive executive joins Budapest-based automated driving company (334 words) - [Attention Required! | Cloudflare](/content/search/index.html) (112 words) - [Is liability bugging you? - aiMotive](/content/w/10815/index.html): Guidelines for software devs and safety drivers to mitigate personal liability. The question of personal liability in automated driving development is surprisingly common, as everyone is aware of the risks involved. (992 words) - [AImotive announces aiSim 3.0 - aiMotive](/content/w/aimotive-announces-aisim-3-0.html): Next-generation simulation slingshots advanced safety features closer to reality with multi-node and multi-client support (370 words) - [Meetup data protection - aiMotive](/content/meetup-data-protection/index.html) (2,052 words) - [AImotive Deploys Synopsys VCS to Verify Next-Generation Automated Driving Technologies - aiMotive](/content/w/aimotive-deploys-synopsys-vcs-to-verify-next-generation-automated-driving-technologies.html): Synopsys, Inc. (Nasdaq: SNPS) today announced that AImotive has adopted Synopsys VCS® simulation and Verdi® debug, part of the Verification Continuum® Platform, to help verify its innovative aiWare™ hardware IP for Neural Network (NN) acceleration for automated driving applications. (484 words) - [AImotive Integrates RoadRunner 3D Scene Editing Capability by MathWorks into aiSim - aiMotive](/content/w/aimotive-integrates-roadrunner-3d-scene-editing-capability-by-mathworks-into-aisim.html): MathWorks, the leading developer of mathematical computing software for engineers and scientists, and AImotive, Europe’s most funded automated driving technology supplier have begun a collaboration to integrate RoadRunner into aiSim allowing users to easily create road and 3D networks for simulation in aiSim – the most deterministic and robust solution on the market! (414 words) - [Testing Method for ADAS/AD Systems using an Open and Consistent Toolchain - aiMotive](/content/w/testing-method-for-adas/ad-systems-using-an-open-and-consistent-toolchain/index.html): aiSim high-fidelity sensor & environment simulation and AVL tools provide a flexible solution for testing automated emergency manoeuvres end-to-end. Check out our latest joint whitepaper about this topic. (209 words) - [Powering autonomy - aiMotive](/content/w/10086/index.html): Higher levels of autonomy will require dedicated chips built for self-driving. However, developing hardware platforms requires unique expertise of a kind that most traditional automotive OEMs don’t have. (1,062 words) - [Haste makes waste - aiMotive](/content/w/24975/index.html): Efficiency has always been at the core of everything we do at AImotive, which is why we realized early on that the quality of data collection is more important than its quantity, and that there are much smarter methods than standard data collection practi (785 words) - [For software leadership, control your hardware - aiMotive](/content/w/27672/index.html): Apple’s recent announcement of the new M1 chip powering their latest Macs, following many years of successful deployment of their Ax chips powering their smartphones and tablets, demonstrates their use of hardware closely coupled to their software to maximize their product leadership. But why do they invest so much in their hardware platform? (1,117 words) - [Industry high 98% efficiency demonstrated by AImotive and Nextchip - aiMotive](/content/w/industry-high-98-efficiency-demonstrated-by-aimotive-and-nextchip.html): Demonstrating industry-leading NPU efficiency for demanding automotive vision NN workloads, as first samples delivered to lead customers (369 words) - [Why software-driven scalable hardware enables better AD - aiMotive](/content/w/why-software-driven-scalable-hardware-enables-better-ad.html): The choice of hardware platform for tomorrow's ever-more-complex vehicles is a daunting prospect. Many designers select the most flexible hardware they can find, as it has the best chance to accommodate software developed in the years ahead. (128 words) - [Newsletter policy - aiMotive](/content/newsletter-policy/index.html) (1,939 words) - [How aiDrive accelerates Sony’s VISION-S Prototype - aiMotive](/content/w/how-aidrive-accelerates-sony-s-vision-s-prototype/index.html): Delivering automated driving and driver assistance functions for a brand-new vehicle designed from scratch is a huge opportunity. We can fine-tune the sensor setup, the processing platform, the vehicle signals, and find ways to integrate all of them in the vehicle as seamlessly as possible while maximizing the value offered to the driver. (437 words) - [Bernhard Bihr brings over 30 years of automotive experience to support AImotive’s development efforts - aiMotive](/content/w/24609/index.html): Back in June we were proud to announce a new addition to AImotive’s Board of Directors. Bernhard Bihr joined with 15 years of experience as president of Bosch Engineering GmbH. Under his leadership, Bosch Engineering grew from a team of 375 to over 3800 people, including growth from several acquisitions. (552 words) - [AImotive and C3S take self-driving car technology from the road to space - aiMotive](/content/w/23090/index.html): To take cutting edge AI capabilities to space requires highly specialized expertise. That's why space technology and satellite provider C3S is cooperating with automotive supplier AImotive, to utilize automotive technologies in commercial space applicatio (770 words) - [Automating the real world – The power of the AImotive Fleet - aiMotive](/content/w/27585/index.html): At AImotive, we heavily rely on perfecting simulation testing for our automated driving development efforts. This push has led to the creation of aiSim, the world’s first ISO 26262-certified simulator for automated driving systems. However, not even the best simulation can substitute the real world. The AImotive Fleet has been an invaluable element of our work since day one, offering a real-world test platform, system-level know-how and time-to-market acceleration. (620 words) - [aiDrive reference solutions - aiMotive](/content/aidrive-reference-solutions/index.html) (507 words) - [Collaboration of AImotive and Sony evolves ADAS capability for VISION-S Prototype - aiMotive](/content/w/collaboration-of-aimotive-and-sony-evolves-adas-capability-for-vision-s-prototype.html): AImotive, the most funded automated driving technology company in Europe, today announced it is working with Sony Corporation (“Sony”) to advance its automated driving software stack with Sony’s VISION-S Prototype. According to Sony, the VISION-S – announced at CES 2020 – is conceived to re-imagine mobility as we know it, by integrating the advanced ADAS and automated driving systems with the latest electric vehicle technology and an innovative entertainment system. (359 words) - [AImotive becomes the most-funded automated driving software supplier in Europe - aiMotive](/content/w/22446/index.html): Latest investment round secured despite COVID-19 lockdowns around the world (830 words) - [ON Semiconductor and AImotive Announce Collaboration on Future Sensor Fusion Hardware Platforms - aiMotive](/content/w/13983/index.html): Industry leaders in automotive sensing technologies combine expertise to explore new levels of integration for advanced heterogeneous sensor fusion for autonomous vehicles. (775 words) - [AImotive, HERE Technologies and Vodafone showcase the future of automated parking - aiMotive](/content/w/15155/index.html): The three companies develop a scalable automated valet parking solution for closed parking structures. (748 words) - [Do AVs need distributed computing? - aiMotive](/content/w/8878/index.html): Currently, many AVs use a powerful central compute platform, but as the technology, safety standards, and regulations mature even these platforms cannot deliver the performance needed. Distributed processing offers some answers, especially for AVs. (1,032 words) - [Cookie policy - aiMotive](/content/cookie-policy/index.html) (1,303 words) - [AImotive and Nextchip announce aiWare to be integrated into next-generation Apache5 Imaging Edge Processor - aiMotive](/content/w/13761/index.html): Nextchip disrupts automotive image processing market by integrating AImotive's high-performance aiWare NN Inference accelerator optimized for camera-first autonomous driving applications (683 words) - [AImotive relies on first ISO26262 certified simulator to power CI/CD (continuous integration and delivery) of automated driving - aiMotive](/content/w/20333/index.html): Essential first step to creating certifiable toolchain for ADAS/AD development also allows AImotive to continue development when road testing possibilities are limited during the global COVID-19 outbreak. (370 words) - [Case Study: silicon excellence + system & algorithm excellence = solution excellence - aiMotive](/content/w/solution-excellence-whitepaper/index.html): This case study, explores the path Nextchip took to create something truly unique. By looking beyond the requirements of the hardware itself to the solutions their customers needed, Nextchip found a supplier of industry-leading hardware IP in AImotive. (105 words) - [Autonomous Driving Technology | aiMotive - aiMotive](/content/products/index.html): Explore aiMotive’s tech: aiSim for simulation, aiData for data processing, and aiWare for AI acceleration—enabling safe, scalable ADAS and AD development. (400 words) - [Modular technology meets automotive supply chain needs - aiMotive](/content/w/6996/index.html): What’s the problem? Creating production-ready, compute-intensive AI-enabled hardware platforms for automotive is becoming one of the most innovative, dynamic and creative areas for the semiconductor industry. (838 words) - [Exploiting parallelism in NN workloads to realize scalable, high performance NN acceleration hardware - aiMotive](/content/w/exploiting-parallelism-in-nn-workloads-to-realize-scalable-high-performance-nn-acceleration-hardware.html): Conventional wisdom says to execute a huge computation task like AI you need a single huge processor. In our latest white paper, Tony King-Smith explains how by understanding the inherent parallelism in NN algorithms used in automotive AI systems, multiple smaller processors can deliver the same throughput with superior scalability, flexibility and robustness. (121 words) - [Hexagon, STMicroelectronics, and AImotive join forces to tackle the positioning challenges of automated driving - aiMotive](/content/w/12050/index.html): The companies aim to demonstrate their ASIL-rated multi-technology precise positioning solution to potential automotive partners early next year. (576 words) - [From Walled Gardens to Collaboration - aiMotive](/content/w/7319/index.html): First people thought self-driving was a sprint race, now many think it’s a marathon. However, it’s turning out to be an ultra-marathon relay. No one can solve the challenges of self-driving alone: the future to automation lies in collaboration. (764 words) - [Inference at the Edge - aiMotive](/content/w/7838/index.html): Many believe that Neural Network (NN) hardware accelerators are great for anything using NNs. However, NN training is very different to NN inference as happens in applications like autonomous vehicles (AVs). This blog explains the differences, and why aiW (886 words) - [Why Sensor Fusion is Critical for Self-Driving Cars - aiMotive](/content/w/7321/index.html): Self-driving is one of the greatest challenges of our age. For the first time, we have the technological background, spatial and temporal resolution for a robotic system to fully understand its surroundings. (671 words) - [Precision simulation demands flexibility and scalability - aiMotive](/content/w/6606/index.html): Automotive simulation has a specific set of demands. Meeting them is no simple task. (773 words) - [Sensor fusion paves the way to safer self-driving - aiMotive](/content/w/6785/index.html): No single sensor can handle the whole of self-driving, however, when utilizing sensor fusion the strengths and weaknesses of different sensor types have to be considered. (802 words) - [Open standards for safe automated driving - aiMotive](/content/w/8313/index.html): The proliferation of increasingly advanced automated driving technologies poses a new challenge for the automotive industry. One, that traditional safety standards are not equipped to solve. (858 words) - [Autonomous Technology Needs Better Simulation - aiMotive](/content/w/6609/index.html): Simulation is a game changer in autonomous technology, but more has to be done. (642 words) - [Tackling the upgradeability of automotive computer systems - aiMotive](/content/w/6610/index.html): The demand for ever more advanced high-performance real-time compute processing hardware is increasing rapidly across the automotive industry. (838 words) - [Ensuring safety – on every level - aiMotive](/content/w/22803/index.html): To build a scalable technology platform for automated driving, we need to focus on safety throughout our development cycle. We have created a public Safety Report to show the framework of our approach to safety in ADAS. (893 words) - [aiSim 4 - aiMotive](/content/aisim-4/index.html) (977 words) - [Safety Defines Autonomous Development - aiMotive](/content/w/1228/index.html): Functional safety is, without a doubt, the most crucial factor in safety-critical environments such as automotive development. Not only because you gain the trust of customers but because you would put the health and safety of test drivers and more import (803 words) - [documents/20122/116890/data-protection-policy-ai-development_20201201-pdf/b17ec63e-9cc8-81c3-e638-6e50cabfa98b/index.html](/content/documents/20122/116890/data-protection-policy-ai-development_20201201-pdf/b17ec63e-9cc8-81c3-e638-6e50cabfa98b/index.html) (12,733 words) - [Neurálisháló-gyorsító chip designt fejleszt az AImotive az NKFIH támogatásával - aiMotive](/content/w/10006/index.html): Budapest, 2019. június 26. – Az AImotive Informatikai Kft. 395 747 454 Forint összegben vissza nem térítendő támogatást nyert a Nemzeti Kutatási, Fejlesztési és Innovációs Alaptól (NKFIH Alap) kutatás-fejlesztési tevékenységének támogatására. (200 words) - [2018 Changed Self-Driving - aiMotive](/content/w/6605/index.html): Much has changed in the autonomous industry over the past year, and even bigger changes are coming in 2019. 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Job Summary Support the Marketing Team’s work Participation in the preparation and organization for conferences, trade shows, and other company events internally and externally Writing and editing high-quality B2B content, including whitepapers, technical blog posts, and case studies Updating and improving website content to ensure high-quality professional presence Assisting in the management and optimization of Google Ads campaigns Administrative tasks related to the Marketing Team’s daily processes Key Qualifications Ongoing university studies (for at least another year) At least 20 working hours/week Fluent English skills Advanced knowledge of Office software such as: Word, Excel, PowerPoint, Outlook etc. Strong copywriting and analytical skills: Ability to simplify complex technical topics Data-driven mindset: Interest in Google Ads and marketing metrics Reliable, detail- and quality-oriented attitude (accuracy and precision) Good communication skills Flexibility, effective, and efficient teamwork Considered as a plus Marketing / PR / Communication studies Copywriting skills Project management skills What We Offer Marketing experience in a future-proof sector Insight into a worldwide tech company's day-to-day marketing activities Competitive student salary Inspiring and supportive working environment Teambuilding events and other benefits for students  Flexible working hours and Home Office possibility Long-term job opportunity Possibility of an immediate start In-service training opportunity Fitness opportunities Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work (329 words) - [Professional Services - aiMotive](/content/professional-services/index.html) (812 words) - [How self-driving cars understand the world (map) - aiMotive](/content/w/1225/index.html): It may sound trivial, but getting a self-driving system to understand its own movement is no easy task. 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Job Summary  Design, build, and operate system‑level infrastructure for autonomous test vehicles Take end‑to‑end responsibility for components, OS provisioning, deployment and runtime behavior Debug complex issues across Linux systems, networking and hardware components Improve the reliability, robustness, and scalability of vehicle platforms in real‑world environments Mentor and guide engineers in the team, contribute to code reviews, provide technical suggestions and feedback Contribute to long‑term strategy and direction of system integration efforts Participate in delegations to international offices, partners, and customers Support on‑site system integration activities, including platform upgrades, sensor calibration, and testing Key Qualifications  At least 3 years of experience in a similar engineering role Studies in vehicle engineering or another relevant engineering field Valid driving licence with active driving experience Proven track record of strong problem-solving skills, ability to debug complex issues in a systematic way, and present the solution in a clear and concise manner Strong networking knowledge, experience with network architectures, protocols, and troubleshooting High level of experience with Linux systems (systemd, networking, debugging at OS level) Ability and willingness to teach and mentor others, review code and provide constructive feedback Experience with scripting languages (Python, Bash) Strong English communication skills and willingness to use them actively Willingness to travel for on-site work a few times a year for a week or two at a time Considered as a plus  Experience with sensor calibration and testing Experience with prototyping and testing hardware solutions Experience with CI/CD pipelines and tools Experience with working on delegation as part of a cross-functional team What We Offer  Competitive salary   Fitness opportunities  Corporate health insurance package  Free lunch every workday, nearby at one of the best all-you-can-eat restaurants in Budapest or delivered by Wolt for Work  Work on the hottest applied research problem in an agile working culture, backed by a strong, stable and future-proof industrial partnership  Develop solutions for one of the largest car manufacturer with a global reach  We believe: people over process, we are keen to maintain a work-life balance  (411 words) - [AI Research Engineer - aiDrive - aiMotive](/content/w/ai-research-engineer-aidrive/index.html): aiDrive is an automated driving platform with revolutionary virtual sensor technology that brings unparalleled data reusability for all levels of autonomy and different sensor setups. Using the latest available camera and radar sensors as well as navigational map support, aiMotive can create state-of-the-art Highway Assist solutions with Automatic Lane Change and Highway Interchange Management. aiDrive can also enable vehicles to move through and park in structured parking environments without the driver being in or near the car with its proprietary Automated Valet Parking Application. An accurate understanding of the surroundings of the vehicle is at the heart of automated driving applications, detecting and providing 3D properties of static and dynamic objects surrounding the vehicle is one of the fundamental building blocks in delivering a safe and reliable automated driving experience. As a Research Engineer in the Road Model team, you will take part in prototyping new solutions, porting prototypes as reliable modules into real-time self-driving applications and improving and benchmarking existing solutions related to road structure and markings, traffic signs, traffic lights and their accurate 3D localization. You will work on solutions deployed in different environments like driving on a highway, city and you will see your code running in real cars on multiple continents. Job Summary Research, develop, implement, and test artificial intelligence algorithms to improve the quality and robustness of the static world model in automated vehicles. Special focus on: Road structure – lanes, curbs, drivable trajectories Traffic sign and traffic light detection – including 3D position and class Produce maps of the static world based on detections Participate in designing the training and evaluation framework pipeline, propose architecture changes and perform code reviews Integrate prototype models into real-time self-driving systems Key Requirements BS, MS, or PhD in Robotics, Computer Science, Physics, Mathematics, or related field Minimum 3 years of experience in an engineer role Strong Python programming and software design skills Strong mathematical skills (linear algebra and probability distributions) Experience in deep learning frameworks (Pytorch/Tensorflow) Experience in computer vision Experience in software development (git, code reviews, unit tests) Ability to work independently and systematically Considered as a plus Programming in C++, working in Linux Experience in machine learning and data analysis Experience in Docker, Jenkins, Kubernetes Experience in robotics Experience in developing safety critical, embedded, or real-time systems Experience in computer graphics, physics simulation or other mathematics-intensive applications What We Offer Competitive salary and long-term bonus system Fitness opportunities Free lunch every workday, nearby at one of the best all-you-can-eat restaurants in Budapest or delivered by Wolt for Work Work on the hottest applied research problem in an agile working culture, backed by a strong, stable and future-proof industrial partnership Develop solutions for one of the largest car manufacturer with a global reach Test your solution in realistic simulated scenarios and a fleet of cars across multiple continents every day Be proud of seeing your solution on the road Visit relevant international conferences, submit patents of new solutions We believe: people over process, we are keen to maintain a work-life balance (551 words) - [Office Assistant Intern  - aiMotive](/content/w/office-assistant-intern-c2-a0/index.html): Job Summary Assist the Receptionist Occasionally provide general support to visitors Handle the post and incoming packages Handle phone calls in English Prepare meeting rooms for meetings and presentations Organize kitchens and shared spaces Scan documents Assist in coordinating team buildings Ad-hoc tasks in the office supporting the work of the Front Office team Key Qualifications Ongoing full-time university studies for at least one more year At least 20 working hours/week Intermediate English skills Good communication skills Good organizational and time management skills Knowledge of Office software such as: Word, Excel, etc. Flexibility and ability to work in a team Goal-oriented and proactive mentality Attention to detail What We Offer Competitive student salary  Inspiring and supportive working environment  Teambuilding events and other benefits for students   Flexible working hours Long-term job opportunity  Possibility of an immediate start  In-service training opportunity  Fitness opportunities  Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work  (225 words) - [aiDrive - aiMotive](/content/aidrive/index.html) (525 words) - [Software Project Intern (aiSim) - aiMotive](/content/w/software-project-intern-aisim/index.html): As a Software Project Intern, you will support the aiSim Project Management team while working closely with software engineers and project managers. This role is ideal for students with a technical mindset who are interested in how complex software projects are delivered. You will gain hands-on experience in project coordination, agile software development, and collaboration with engineering teams. Job Summary Support aiSim project managers in the day-to-day coordination of software development projects Work closely with software developers and cross-functional teams Record and track meeting minutes in Confluence Create and manage Jira tickets Communicate with internal and external stakeholders Track project progress, deadlines, and action items Learn modern software development and project management practices Opportunity to coordinate internal projects and gradually take on more responsibility Key Qualifications Ongoing (active or passive) full-time university studies for at least one more year Availability of at least 20 working hours per week Strong interest in software development, engineering, or technology Technical background gained through university studies, personal projects, programming, robotics, or similar hands-on experience Strong organizational skills and attention to detail Reliable, proactive, and quality-focused mindset Good communication and teamwork skills Intermediate English Considered as a plus Degree or ongoing studies in Computer Science, Software Engineering, Electrical Engineering, Mechatronics, or a related technical field Professional experience in software development or engineering Experience with programming, scripting, robotics, embedded systems, or other technical projects Experience with Jira and Confluence What We Offer Competitive student salary Inspiring and supportive working environment Teambuilding events and other benefits for students  Flexible working hours and Home Office possibility Long-term job opportunity Possibility of an immediate start In-service training opportunity Fitness opportunities Free lunch every office day, nearby at one of the best all-you-can-eat restaurants in Budapest, or delivered by Wolt for Work (347 words) - [Recording Devices - aiMotive](/content/recording-devices/index.html) (248 words) - [documents/d/guest/2891_2025_eves_eszr_20260512154757_hu/index.html](/content/documents/d/guest/2891_2025_eves_eszr_20260512154757_hu/index.html) (145 words) - [Data policies - aiMotive](/content/gdpr/index.html) (127 words) - [Join aiMotive | Build the Future of Autonomous Driving & AI - aiMotive](/content/career/index.html): Join aiMotive to shape the future of mobility with AI, ADAS & AD tech. 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