Semantic Segmentation on COCO-Stuff 9 (val)
53.4mIoUAbs. SOTA
Evaluation results
| Method | Links | |
|---|---|---|
| Abs. SOTAReference=SOTA from [26]2025.03 | 53.4 | |
| DINOv2 + DA(SDP)Adapter=SDP2025.03 | 49.9 | |
| DINOv2 + DA(No Perlin)Adapter=No Perlin2025.03 | 49.9 | |
| DINOv3 + DA(SDP)Adapter=SDP2025.03 | 49.7 | |
| DINOv2 + DA(Norm)Adapter=Norm2025.03 | 49.5 | |
| DepthAnythingV2 + DinoV22025.03 | 45.7 | |
| DINOv22025.03 | 44.6 | |
| DepthAnythingV22025.03 | 43.9 | |
| DINOv32025.03 | 43 | |
| Omnivore2025.03 | 42.7 | |
| Omnivore + Depth2025.03 | 41.9 | |
| DFormerV1-pre2025.03 | 40.8 | |
| EVA-02 + DA(SDP)Adapter=SDP2025.03 | 39.6 | |
| DFormerV2-pre2025.03 | 38.7 | |
| MultiMAE + Depth2025.03 | 36.7 | |
| Dune2025.03 | 35.9 | |
| FiT3D2025.03 | 34.7 | |
| DMD3C-pre2025.03 | 29.9 | |
| DA(No pre-training) + DA(SDP)Adapter=SDP2025.03 | 29.7 | |
| EVA-022025.03 | 28.7 | |
| MultiMAE2025.03 | 26 | |
| MASt3R (ViT-L)2025.03 | 24.7 | |
| DA(No pre-training)2025.03 | 23.8 | |
| CroCo V22025.03 | 23.2 | |
| OmniDC-pre2025.03 | 11.2 |