Challenge link: https://lpcv.ai/2021LPCVC/fpga-track
Leaderboard: https://lpcv.ai/scoreboard/FPGA21
Xilinx Board: Ultra-96 V2
System: https://github.com/Avnet/Ultra96-PYNQ/releases v2.6
git clone --recursive --shallow-submodules https://github.com/Xilinx/DPU-PYNQ
cd DPU-PYNQ/upgrade
make
pip3 install pynq-dpu
Note: replace the image.ub with the LPCV provided one.
cd nms
python3 build.py install
Evaluate in the jupyternote book: evaluation.ipynb.
Jiahao Hu, Pu Li, Yongqiang Yao, Ruihao Gong
The detection model is trained by EOD. The Quantization can be fulfilled with MQBench.