Implementation of Social distancing using FPGA

• Implementation of social distancing using xilinx human detection model by considering camera perspective view.

Model Description :

Sample social distancing DEMO OUTPUT - on XILINX U50:

Overall analysis:

• ‌processing FPS : 382
• average accuracy : 90%
• Manual accuracy check : good
• Green boxes indicates non-violation of social distancing, where as red boxes indicates violation of social distancing.

Download repository:

git clone https://github.com/durgabhavaniv/Vitis-AI.git

cd Vitis-AI

Start setup using link below for U50 Xilinx FPGA

https://github.com/durgabhavaniv/Vitis-AI/tree/master/setup/alveo/u50_u50lv_u280

Start running docker:

./docker_run.sh xilinx/vitis-ai:latest

Get library setup:

https://github.com/durgabhavaniv/Vitis-AI/tree/master/tools/Vitis-AI-Library#setting-up-the-host-for-u50u50lvu280

Building social distancing application:

cd /workspace/Vitis-AI-Library/overview/samples/refinedet

sh build.sh

Running application:

./test_jpeg_refinedet refinedet_pruned_0_8 sample_refinedet.jpg