Detection of Surface Defects of Magnetic Tiles Based on Improved YOLOv5

Table 5

Comparison between other algorithms.

Algorithm	mAP@0.5 (%)	FPS (frame·^s-1)
YOLOv3	79.78	35.9
YOLOv4	86.46	35.2
Original YOLOv5	95.35	60.7
SSD	89.69	43.5
Faster R-CNN	91.34	10.5
Proposed algorithm	99.49	55.3