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. 2024 Apr 29;10:e2007. doi: 10.7717/peerj-cs.2007

Table 2. Effectiveness of different algorithms on RSOD dataset.

Model Airplane Oil tank Playground Overpass mAP (%)
SSD 87.3 92.5 85.3 80.4 86.4
YOLOV4 90.1 93.6 88.4 84.3 89.1
FasterR-CNN 92.3 95.7 89 83.6 90.2
YOLOv5s 94.2 96.4 93.7 83.3 91.9
YOLOV7 96.9 99.6 99.4 89.2 96.1
Ours 96.2 99.7 99.1 85.7 95.4