Object Detection on M-SCOPE ID (test)
80.7mAPSFN-YOLOs
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SFN-YOLOsFPS=112.4, Params=7.22025.09 | 80.7 | 96.8 | 90 | 75.8 | |
| YOLOv8sFPS=243.9, Params=11.12025.09 | 80.3 | 96.3 | 88.6 | 74.9 | |
| YOLOv5sFPS=238.1, Params=9.12025.09 | 80.1 | 96.4 | 88.7 | 75.4 | |
| YOLO11sFPS=185.2, Params=9.42025.09 | 80.1 | 96.3 | 88.5 | 75.4 | |
| SFN-YOLOnFPS=116.3, Params=2.02025.09 | 78.8 | 96.7 | 88.9 | 74.9 | |
| YOLOv8nFPS=270.3, Params=3.02025.09 | 78.1 | 96.1 | 87.4 | 72.4 | |
| YOLOv5nFPS=232.6, Params=2.52025.09 | 77.8 | 96.1 | 87.1 | 71.7 | |
| YOLO11nFPS=208.3, Params=2.62025.09 | 77.7 | 96 | 87 | 71.9 | |
| RT-DETR-R101FPS=43.7, Params=60.92025.09 | 71.4 | 94.3 | 81.9 | 60.5 | |
| RT-DETR-R50FPS=49.8, Params=41.92025.09 | 71.2 | 94.4 | 82.4 | 61 | |
| YOLOxFPS=44.2, Params=8.92025.09 | 68.2 | 94 | 79.3 | 60.3 | |
| MambaYOLO-BFPS=81.3, Params=21.82025.09 | 65 | 92.3 | 75.3 | 53.7 | |
| Faster-RCNNFPS=34.4, Params=41.32025.09 | 63.2 | 90.2 | 74.4 | 57.1 | |
| MambaYOLO-TFPS=84.7, Params=6.02025.09 | 61.3 | 90.7 | 71.2 | 49.3 | |
| RetinanetFPS=41.6, Params=19.82025.09 | 59.4 | 88.7 | 66.2 | 46.1 |