Aviation Rivet Classification and Anomaly Detection Based on Deep Learning

Table 3

Performance comparison of six algorithms.

Algorithms	/%	/%	mAP/%	GPU processing speed/(f.s^-1)	Video detection speed/(f.s^-1)
Algorithm in this paper	98.12	93.28	95.77	84.56	35
Yolox-m	93.31	85.22	89.28	56.01	26
Yolox-s	95.41	87.83	90.15	72.65	28
Yolov5-m	97.2	57.68	73.31	65.25	32
Yolov5-s	80.14	60.12	84.25	74.94	34
Yolov4	90.09	75.13	81.50	48.06	30