Yolo-Based Improvements in Remote Sensing Image Applications

Table 5

Comparison experiment on the NWPU VHR-10 dataset.

	Fast RCNN	GACL; fast RCNN	Faster RCNN	GACL; faster RCNN	YOLOv3	YOLOv3-DE	YOLOv4	YOLOv5	YOLOv7
Ship	62.8	63.5	89.9	89.8	83.3	90.25	90.5	90.1	93.5
Bridge	79.2	72.7	80.9	86.1	78.14	89.61	80.1	86.2	92.3
Ground track field	99.3	99.4	100.0	99.8	99.85	99.67	99.7	99.1	99.8
Storage tank	44.5	53.9	67.3	68.5	79.27	87.35	80.67	85.2	86.4
Basketball court	80.7	82.2	87.5	88.4	82.77	90.46	90.1	85.3	88.6
Tennis court	76.9	80.9	78.6	79.7	89.16	90.41	90.8	92.1	95.4
Airplane	90.0	90.3	90.7	90.9	90.86	99.87	92.8	97.3	99
Baseball diamond	90.0	96.9	89.2	88.8	90.71	86.92	98.3	94.3	98.9
Harbor	90.4	90.9	89.8	90.0	82.55	90.69	89.1	88.5	92.1
Vehicle	49.7	57.9	88.0	88.5	79.35	81.32	88.8	91.1	96.7
Mean AP	76.4	78.9	86.2	86.6	85.596	90.646	90.087	90.92	94.27