Table 5.

Comparison of Average Precision (AP) on GC10-DET dataset. The proposed method performs the highest AP values for three defect categories. The proposed method also provides the highest mAP value. The bold helps to emphasize the highest data.

Types	AP
	SSD	Faster-RCNN	YOLO-V2	YOLO-V3	Proposed Method
Pu	0.860	0.899	0.725	0.836	0.900
Wl	0.974	0.554	0.328	0.241	0.885
Cg	0.861	0.872	0.819	0.752	0.848
Ws	0.552	0.599	0.476	0.495	0.558
Os	0.612	0.653	0.403	0.329	0.622
Ss	0.689	0.579	0.473	0.325	0.650
In	0.168	0.194	0.096	0.036	0.256
Rp	0.105	0.364	0.018	0.036	0.364
Cr	0.527	0.736	0.212	0.429	0.521
Wf	1.000	0.818	0.614	0.400	0.919
mAP	0.635	0.627	0.433	0.388	0.651