Object Detection on UW-BlurredFish (test)
92.4PrecisionFinSight-Net
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| FinSight-NetParameters=6.7M, FLOPs=20.4G, Resolution=640x6402026.02 | 92.4 | 91.5 | 92.8 | 55.4 | |
| RT-DETR (R50)Parameters=42.0M, FLOPs=136.0G, Resolution=640x6402026.02 | 90.2 | 84.6 | 89.2 | 53.4 | |
| CBFW-YOLOv8Parameters=13.0M, FLOPs=40.5G, Resolution=640x6402026.02 | 88.4 | 84.4 | 88.2 | 54 | |
| U-YOLOv7Parameters=10.9M, FLOPs=34.2G, Resolution=640x6402026.02 | 88.2 | 82.4 | 85.2 | 51.2 | |
| YOLOv10sParameters=7.2M, FLOPs=21.6G, Resolution=640x6402026.02 | 88.1 | 82.9 | 88.4 | 54.2 | |
| YOLOv11sParameters=9.4M, FLOPs=21.5G, Resolution=640x6402026.02 | 87.7 | 81.1 | 88 | 53 | |
| YOLOv8sParameters=10.7M, FLOPs=28.8G, Resolution=640x6402026.02 | 87.4 | 84 | 88.1 | 53 | |
| CEH-YOLOParameters=4.4M, FLOPs=11.6G, Resolution=640x6402026.02 | 87.2 | 85 | 88.9 | 53.2 | |
| Mask R-CNNParameters=43.9M, FLOPs=188.4G, Resolution=640x6402026.02 | 83.4 | 75.2 | 82.2 | 50.2 | |
| CAM-RCNNParameters=44.0M, FLOPs=189.0G, Resolution=640x6402026.02 | 83.2 | 77.2 | 83 | 50.5 | |
| YOLO-FishParameters=61.8M, FLOPs=65.9G, Resolution=640x6402026.02 | 82.7 | 78.4 | 82.9 | 50.6 | |
| Faster R-CNNParameters=41.3M, FLOPs=138.5G, Resolution=640x6402026.02 | 82.4 | 73.6 | 82.4 | 50.4 |