Object Detection on UATD Subset
58.8mAP50MambaDSF
Evaluation results
| Method | Links | ||
|---|---|---|---|
| MambaDSFType=SSM, Params=28.7 M, GFLOPs=141.5, FPS=47.52026.05 | 58.8 | 30.3 | |
| LS-DETRType=Trans., Params=13.7 M, GFLOPs=45.3, FPS=37.42026.05 | 56.6 | 26.1 | |
| YOLOv8-LType=CNN, Params=43.6 M, GFLOPs=165.4, FPS=137.92026.05 | 56.5 | 27.5 | |
| RT-DETR R50Type=Trans., Params=42.9 M, GFLOPs=135.8, FPS=67.62026.05 | 56.3 | 28.8 | |
| DINO-DETRType=Trans., Params=47.6 M, GFLOPs=119.0, FPS=41.12026.05 | 56.1 | 25.1 | |
| YOLOv10-LType=CNN, Params=25.8 M, GFLOPs=127.3, FPS=90.82026.05 | 53.7 | 24.7 | |
| YOLOv3Type=CNN, Params=61.6 M, GFLOPs=283.0, FPS=116.22026.05 | 52.9 | 26.8 | |
| YOLOv5-LType=CNN, Params=53.2 M, GFLOPs=135.3, FPS=123.32026.05 | 50.4 | 26.9 | |
| Faster R-CNNType=CNN, Params=41.4 M, GFLOPs=65.4, FPS=96.62026.05 | 49.5 | 20.7 | |
| Def. DETRType=Trans., Params=41.6 M, GFLOPs=160.7, FPS=31.12026.05 | 40.5 | 19.4 |