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YOLOv6 PyTorch=>ONNX=>TensorRT

1.Reference

2.Export ONNX Model

Use the following command to export onnx model:

git clone https://github.com/meituan/YOLOv6.git
cd YOLOv6
python deploy/ONNX/export_onnx.py --weights yolov6s.pt --img 640 --batch 1

or download the onnx model directly on the page: https://github.com/meituan/YOLOv6/releases/tag/0.1.0

3.Build YOLOv6_trt Project

cd ../  # in project directory
mkdir build && cd build
cmake ..
make -j

For more information, please refer this blog: https://blog.csdn.net/linghu8812/article/details/125513929

4.Run YOLOv6_trt

  • inference with yolov6s
cd ../../bin/
./tensorrt_inference YOLOv6 ../configs/YOLOv6/config.yaml ../samples/detection_segmentation

5.Results: