Survey on Deep Learning-Based Marine Object Detection

Table 3

Comparison of representative marine object detection datasets.

Datasets	Resolution (Pixels)	Usage Scenarios	References	Data sources
SMD	1080 × 1920	Autonomous ship navigation	[13, 16, 18, 70, 109, 110, 133, 134]	Onboard and onshore
		Marine horizon detection
		Maritime surveillance
		Object detection
		Object tracking and so on
DOTA	4000 × 4000	Object detection	[135–138]	Aerial images
		Remote sensing
		Maritime safety
		Maritime surveillance
SeaShips	1920 × 1080	Marine object detection	[78, 139, 140]	Onshore
		Target tracking
		Maritime surveillance
AIR-SARShip	3000 × 3000	Object detection	[141–143]	GF-3 satellite
		Remote sensing
		Maritime surveillance