ShipYOLO: An Enhanced Model for Ship Detection

Table 2

Experimental results of seaships.

Model	InputSize	mAP@5 : 5 : 95 (%)	mAP50 (%)	mAP90 (%)	FPS	^#Params (MB)
ShipYOLO	320	57.7	90.8	69.1	69.4	188
YOLO-V4	320	56.7	89.1	64.6	56.1	244
YOLO-V3	320	42.1	86.0	48.0	55.5	235
ShipYOLO	416	63.1	95.5	71.7	57.4	188
YOLO-V4	416	61.3	94.6	72.4	46.5	244
YOLO-V3	416	50.5	93.2	56.7	45.9	235
ShipYOLO	512	64.9	95.2	91.2	47.6	188
YOLO-V4	512	64.6	95.5	86.3	38.3	244
YOLO-V3	512	59.8	93.8	79.5	38.1	235