Object Detection on TACO
30.3ARDeformable DETR
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Deformable DETRBackbone=ResNet-101 [8], Neck=DETR Encoder, Head=DETR Decoder [3], Params=40M2025.12 | 30.3 | 16.8 | |
| AltiDet-mBackbone=ADA + HRFE [28], Neck=A-IFPN, Head=Yolov3 [22], Params=85.3M2025.12 | 22.4 | 18.4 | |
| YOLOv5mBackbone=CSPDarknet [27], Neck=SPPF [7] + PANet [14], Head=Yolov3 [22], Params=21.2M2025.12 | 22.3 | 15.9 | |
| SWDet-mBackbone=ADA [29], Neck=EAFPN, Head=Yolov3 [22], Params=33.85M2025.12 | 21 | 16.4 | |
| RTMDetBackbone=RTMDet-l, Neck=PANet [14], Head=RTMDet, Params=52.3M2025.12 | 19.4 | 16.9 | |
| TrashDet-mBackbone=OFA ResNet, Neck=OFA PANet, Head=OFA Yolov3, Params=21.0M2025.12 | 19.1 | 18.6 | |
| TrashDet-lBackbone=OFA ResNet, Neck=OFA PANet, Head=OFA Yolov3, Params=30.5M2025.12 | 18.6 | 19.5 | |
| YOLOv8mBackbone=CSPDarknet [27], Neck=SPPF [7] + PANet [14], Head=Yolov8 [10], Params=25.9M2025.12 | 16.6 | 16.6 |