Table 5.
Detection recall of different models for various underwater targets with IoU thresholds of 0.5 and 0.7.
IoU = 0.5 | IoU = 0.7 | |||||||
---|---|---|---|---|---|---|---|---|
Holothurian | Echinus | Scallop | Starfish | Holothurian | Echinus | Scallop | Starfish | |
SSD | 0.740 | 0.889 | 0.702 | 0.808 | 0.490 | 0.614 | 0.401 | 0.568 |
Yolo_v3 | 0.577 | 0.691 | 0.442 | 0.599 | 0.368 | 0.442 | 0.297 | 0.392 |
Faster RCNN | 0.716 | 0. 859 | 0.621 | 0.774 | 0.564 | 0.681 | 0.483 | 0.619 |
Cascade RCNN | 0.728 | 0.847 | 0.633 | 0.785 | 0.567 | 0.681 | 0.499 | 0.637 |
Proposed framework | 0.759 | 0.900 | 0.735 | 0.827 | 0.604 | 0.722 | 0.588 | 0.690 |