Since our hardware only supports deployment of Caffe models and Tensorflow models, it is necessary to convert Darknet model to Caffe model. An open source conversion tool is included in Xilinx Caffe. Convert Darknet model to Caffe and then follow Vitis AI User Guide in the Vitis AI User Documentation (UG1431) to deploy to FPGA.