MLPerf® Automotive Benchmark Suite

MLPerf Automotive is a benchmark suite for measuring how fast automotive systems can run models in a variety of deployment scenarios.

MLPerf Automotive v0.5

Use the r0.5 branch (git checkout v0.5abtf) if you want to reproduce v0.5 results.

See the individual Readme files in the reference app for details.

model	reference app	framework	dataset
ssd-resnet50	v0.5/2D object detection	pytorch, onnx	Cognata
bevformer-tiny	v0.5/camera-based 3D object detection	onnx	NuScenes
DeepLabV3+	v0.5/semantic segmentation	pytorch, onnx	Cognata