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The aiWare Neural Processing Unit (NPU) is an advanced hardware solution engineered for the automotive sector, highly regarded for its efficiency in neural network acceleration tailored for automated driving technologies. This NPU is designed to handle a broad scope of AI applications, including complex neural network models like CNNs and RNNs, offering scalability across diverse performance tiers from L2 to more demanding L4 systems. With its industry-leading efficiency, the aiWare hardware IP achieves up to 98% effectiveness over various automotive neural networks. It supports vast sensor configurations typical in automotive contexts, maintaining reliable performance under rigorous conditions validated by ISO 26262 ASIL B certification. aiWare is not only power-efficient but designed with a scalable architecture, providing up to 1024 TOPS, ensuring that it meets the demands of high-performance processing requirements. Furthermore, aiWare is meticulously crafted to facilitate integration into safety-critical environments, deploying high determinism in its operations. It minimizes external memory dependencies through an innovative dataflow approach, maximizing on-chip memory utilization and minimizing system power. Featuring extensive documentation for integration and customization, aiWare stands out as a crucial component for OEMs and Tier1s looking to optimize advanced driver-assist functionalities.
aiSim 5 is at the forefront of automotive simulation, providing a comprehensive environment for the validation and verification of ADAS and AD systems. This innovative simulator integrates AI and physics-based digital twin technology, creating an adaptable and realistic testing ground that accommodates diverse and challenging environmental scenarios. It leverages advanced sensor simulation capabilities to reproduce high fidelity data critical for testing and development. The simulator's architecture is designed for modularity, allowing seamless integration with existing systems through C++ and Python APIs. This facilitates a wide range of testing scenarios while ensuring compliance with ISO 26262 ASIL-D standards, which is a critical requirement for automotive industry trust. aiSim 5 offers developers significant improvements in testing efficiency, allowing for runtime performance adjustments with deterministic outcomes. Some key features of aiSim 5 include the ability to simulate varied weather conditions with real-time adaptable environments, a substantial library of 3D assets, and built-in domain randomization features through aiFab for synthetic data generation. Additionally, its innovative rendering engine, aiSim AIR, enhances simulation realism while optimizing computational resources. This tool serves as an ideal solution for companies looking to push the boundaries of ADAS and AD testing and deployment.
aiData is an automated data pipeline tailored for Advanced Driver-Assistance Systems (ADAS) and Autonomous Driving (AD). This system is crucial for processing and transforming extensive real-world driving data into meticulously annotated, training-ready datasets. Its primary focus is on efficiency and precision, significantly reducing the manual labor traditionally associated with data annotation. aiData dramatically speeds up the data preparation process, providing real-time feedback and minimizing data wastage. By employing the aiData Auto Annotator, the system offers superhuman precision in automatically identifying and labeling dynamic entities such as vehicles and pedestrians, achieving significant cost reductions. The implementation of AI-driven data curation and versioning ensures that only the most relevant data is used for model improvement, providing full traceability and customization throughout the data's lifecycle. The pipeline further includes robust metrics for automatically verifying new software outputs, ensuring that performance stays at an optimal level. With aiData, companies are empowered to streamline their ADAS and AD data workflows, ensuring rapid and reliable output from concept to application.
Discover how Socionext's partnership with aiMotive for aiWare NPU IP is set to transform next-gen automotive ADAS SoC solutions. Read more
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