Research Article

Custom Network Quantization Method for Lightweight CNN Acceleration on FPGAs

Table 7

Object detection network YOLOv3 model size, mAP@0.5, and FPS.

NetworkSize (M)mAP@0.5 (%)FPS

YOLOv3-F89.1279.64ā€”
YOLOv3-C24.4578.773.79
YOLOv3-O22.0178.698.58