Accelerating 3D scene analysis for autonomous driving on embedded AI computing platforms

2021 IFIP/IEEE 29th International Conference on Very Large Scale Integration (VLSI-SoC)(2021)

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摘要
The design of 3D object detection schemes that use point clouds as input in automotive applications has gained a lot of interest recently. Those schemes capitalize on Deep Neural Networks (DNNs) that have demonstrated impressive results in analyzing complex scenes. The proposed schemes are generally designed to improve the achieved performance, leading however to high performing approaches with hi...
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关键词
3D object detection,PointPillars,PV-RCNN,model compression and acceleration,weight sharing,NVIDIA Jetson TX2
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