Object Detection on DeepFish (test)
90.3F1-ScoreFinSight-Net
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| FinSight-NetParameters=6.7M, FLOPs=20.4G, Resolution=640x6402026.02 | 90.3 | 90.2 | 90.4 | 94.6 | 53.9 | |
| RT-DETR (R50)Parameters=42.0M, FLOPs=136.0G, Resolution=640x6402026.02 | 89.2 | 91.2 | 87.3 | 92.5 | 53.2 | |
| CBFW-YOLOv8Parameters=13.0M, FLOPs=40.5G, Resolution=640x6402026.02 | 86.8 | 87.2 | 86.4 | 91.4 | 52.4 | |
| YOLOv10sParameters=7.2M, FLOPs=21.6G, Resolution=640x6402026.02 | 85.8 | 90.1 | 81.9 | 91.2 | 52.3 | |
| YOLOv11sParameters=9.4M, FLOPs=21.5G, Resolution=640x6402026.02 | 84.3 | 87.7 | 81.1 | 88 | 52 | |
| YOLO-FishParameters=61.8M, FLOPs=65.9G, Resolution=640x6402026.02 | 84.1 | 86.8 | 82.2 | 88.6 | 52.2 | |
| YOLOv8sParameters=10.7M, FLOPs=28.8G, Resolution=640x6402026.02 | 84.1 | 86.4 | 82 | 90.1 | 52 | |
| CEH-YOLOParameters=4.4M, FLOPs=11.6G, Resolution=640x6402026.02 | 83.6 | 87.2 | 80.2 | 87.5 | 50.2 | |
| U-YOLOv7Parameters=10.9M, FLOPs=34.2G, Resolution=640x6402026.02 | 83 | 88.4 | 78.2 | 89.2 | 51.4 | |
| CAM-RCNNParameters=44.0M, FLOPs=189.0G, Resolution=640x6402026.02 | 81.5 | 86.2 | 77.4 | 84.8 | 51.4 | |
| Mask R-CNNParameters=43.9M, FLOPs=188.4G, Resolution=640x6402026.02 | 81.2 | 85.6 | 77.2 | 84.2 | 51.2 | |
| Faster R-CNNParameters=41.3M, FLOPs=138.5G, Resolution=640x6402026.02 | 79.5 | 83.4 | 75.8 | 83.4 | 50.4 |