An Intelligent Ship Image/Video Detection and Classification Method with Improved Regressive Deep Convolutional Neural Network

Table 6

The comparison with other intelligent detection and classification methods.

Methods	Ship category	Dataset image	Hardware Configuration	IOU threshold	mAP	FPS
Fast R-CNN (VGG)	6	11126	Four titan xp	>0.5	0.710	0.5
Faster R-CNN (ZF)	6	11126	Four titan xp	>0.5	0.892	15
Faster R-CNN (VGG)	6	11126	Four titan xp	>0.5	0.901	6
SSD	6	11126	Four titan xp	>0.5	0.794	7
YOLOv2	6	11126	Four titan xp	>0.5	0.830	83
Shao's method	6	11126	Four titan xp	>0.5	0.874	49
Proposed method	7	4200	Two GTX1080 Ti	>0.5	0.9209	78–80