Object Detection on AquaFishSet (test)
92.4PrecisionRT-DETR (R50)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| RT-DETR (R50)Parameters=42.0M, FLOPs=136.0G, Resolution=640x6402026.02 | 92.4 | 89.5 | 92.2 | 55.4 | |
| FinSight-NetParameters=6.7M, FLOPs=20.4G, Resolution=640x6402026.02 | 92.2 | 90.8 | 93.6 | 56.4 | |
| YOLOv10sParameters=7.2M, FLOPs=21.6G, Resolution=640x6402026.02 | 91.2 | 90.4 | 92.2 | 56.2 | |
| CBFW-YOLOv8Parameters=13.0M, FLOPs=40.5G, Resolution=640x6402026.02 | 90.8 | 89 | 90.5 | 55.2 | |
| YOLOv11sParameters=9.4M, FLOPs=21.5G, Resolution=640x6402026.02 | 90.8 | 89.1 | 90 | 54 | |
| YOLOv8sParameters=10.7M, FLOPs=28.8G, Resolution=640x6402026.02 | 90.4 | 88 | 90.1 | 55 | |
| U-YOLOv7Parameters=10.9M, FLOPs=34.2G, Resolution=640x6402026.02 | 90.2 | 88.4 | 89.9 | 54.2 | |
| CEH-YOLOParameters=4.4M, FLOPs=11.6G, Resolution=640x6402026.02 | 89 | 82.8 | 87.2 | 55.2 | |
| CAM-RCNNParameters=44.0M, FLOPs=189.0G, Resolution=640x6402026.02 | 86 | 80.8 | 87 | 53.4 | |
| Mask R-CNNParameters=43.9M, FLOPs=188.4G, Resolution=640x6402026.02 | 85.8 | 80.6 | 86.9 | 53.2 | |
| YOLO-FishParameters=61.8M, FLOPs=65.9G, Resolution=640x6402026.02 | 85.5 | 80.4 | 84.9 | 52.2 | |
| Faster R-CNNParameters=41.3M, FLOPs=138.5G, Resolution=640x6402026.02 | 85.3 | 80.2 | 86.4 | 53.6 |