Object Detection on UATD (test)
12.8mAP (small)RSOD
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| RSODLabeled data setting=10%2026.01 | 12.8 | — | — | |
| Unbiased Teacher V2Labeled data setting=10%2026.01 | 12.6 | — | — | |
| RSODLabeled data setting=5%2026.01 | 12.6 | — | — | |
| VCLabeled data setting=10%2026.01 | 12.4 | — | — | |
| PsecoLabeled data setting=10%2026.01 | 12.3 | — | — | |
| Soft TeacherLabeled data setting=10%2026.01 | 12.2 | — | — | |
| VCLabeled data setting=5%2026.01 | 12.2 | — | — | |
| PsecoLabeled data setting=5%2026.01 | 12 | — | — | |
| MixPLLabeled data setting=10%2026.01 | 11.4 | — | — | |
| Soft TeacherLabeled data setting=5%2026.01 | 11.2 | — | — | |
| Unbiased Teacher V2Labeled data setting=5%2026.01 | 10.4 | — | — | |
| MixPLLabeled data setting=5%2026.01 | 10.1 | — | — | |
| RSODLabeled data setting=1%2026.01 | 10.1 | — | — | |
| Soft TeacherLabeled data setting=1%2026.01 | 9.9 | — | — | |
| Unbiased Teacher V2Labeled data setting=1%2026.01 | 9.1 | — | — | |
| MixPLLabeled data setting=1%2026.01 | 9.1 | — | — | |
| PsecoLabeled data setting=1%2026.01 | 8.9 | — | — | |
| Faster R-CNNLabeled data setting=10%2026.01 | 7.3 | — | — | |
| Faster R-CNNLabeled data setting=5%2026.01 | 7.1 | — | — | |
| VCLabeled data setting=1%2026.01 | 5.7 | — | — | |
| Faster R-CNNLabeled data setting=1%2026.01 | 2.9 | — | — | |
| Def. DETRType=Trans., Params=41.6 M, GFLOPs=160.7, FPS=31.12026.05 | — | 88.7 | 42.7 | |
| DINO-DETRType=Trans., Params=47.6 M, GFLOPs=119.0, FPS=41.12026.05 | — | 82.8 | 40.1 | |
| Faster R-CNNType=CNN, Params=41.4 M, GFLOPs=65.4, FPS=96.62026.05 | — | 86.8 | 39.7 | |
| LS-DETRType=Trans., Params=13.7 M, GFLOPs=45.3, FPS=37.42026.05 | — | 86.1 | 42.5 | |
| MambaDSFType=SSM, Params=28.7 M, GFLOPs=141.5, FPS=47.52026.05 | — | 91.5 | 46.8 | |
| RT-DETR R50Type=Trans., Params=42.9 M, GFLOPs=135.8, FPS=67.62026.05 | — | 89.2 | 43.5 | |
| YOLOv10-LType=CNN, Params=25.8 M, GFLOPs=127.3, FPS=90.82026.05 | — | 86.8 | 41.4 | |
| YOLOv3Type=CNN, Params=61.6 M, GFLOPs=283.0, FPS=116.22026.05 | — | 85.6 | 39.6 | |
| YOLOv5-LType=CNN, Params=53.2 M, GFLOPs=135.3, FPS=123.32026.05 | — | 87.1 | 41.9 | |
| YOLOv8-LType=CNN, Params=43.6 M, GFLOPs=165.4, FPS=137.92026.05 | — | 87.2 | 44.6 |