FEV ADAS Annotation Tool enhances development of smart vehicle systems
With the target of assisting its customers in meeting SAE Level 5 Autonomous Driving standards, FEV continues to refine its technologies with the goal of providing a comprehensive suite of tested products that can be easily integrated into the next smart vehicle. The latest example to make development easier is its Advanced Driver Assistance Systems (ADAS) Annotation Tool, which will be demonstrated in the FEV Hospitality Suite at the Bellagio Hotel in Las Vegas during the upcoming Consumer Electronics Show (CES) 2018.
Using a proprietary tool chain, FEV’s ADAS Annotation Tool processes data that has been manually identified, or labeled, through use of a movie. The information would then be continually fed into a vehicle’s Deep Neural Network (DNN), which “learns” to assign a label to certain objects, vehicles, pedestrians, sign, et.al., via an auto-classifier. As the Annotation Tool database grows, so does the “knowledge” of the DNN, and its ability to identify, through the auto-classifier, an increasing number of labels. This provides autonomous vehicle software developers with a cost effective, and time saving tool, since fewer man-hours are required to build the label database.
Labeling is critical to smart vehicle development; therefore, FEV has created a proprietary labeling tool that contains a predefined label collection, including objects typically located on streets like traffic signs, pedestrians, other vehicles, etc. It provides auto-tracking of marked labels, and auto-labeling, looking toward Artificial Intelligence (AI) as a part of the future of automated driving.
The Annotation Tool supports deep learning of neural networks by integrating the movies’ database. Using high-powered PCs for deep learning, it also includes NVidia GPU acceleration. It benchmarks neural networks on demand on selected movies, and collects corresponding statistics.
Like many FEV-developed tools, the Annotation Tool is user-friendly, using a neural network tool chain that is compatible with NVidia GPU acceleration. It is Windows and Linux compatible, and its open architecture allows for further development.
FEV is a leading independent international service provider of vehicle and powertrain development for hardware and software. The range of competencies includes the development and testing of innovative solutions up to series production and all related consulting services.The range of services for vehicle development includes the design of body and chassis, including the fine tuning of overall vehicle attributes such as driving behaviour and NVH. FEV also develops innovative lighting systems and solutions for autonomous driving and connectivity. The electrification activities of powertrains cover powerful battery systems, e-machines and inverters. Additionally FEV develops highly efficient gasoline and diesel engines, transmissions, EDUs as well as fuel cell systems and facilitates their integration into vehicles suitable for homologation. Alternative fuels are a further area of development.
The service portfolio is completed by tailor-made test benches and measurement technology, as well as software solutions that allow efficient transfer of the essential development steps of the above-mentioned developments, from the road to the test bench or simulation.
The FEV Group is growing continuously and currently employs 6700 highly qualified specialists in customer-oriented development centers at more than 40 locations on five continents.
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