Semantic Segmentation on SUN-RGBD 70 (test)
56.1mIoUDINOv2 + DA(SDP)
Evaluation Results
| Method | Links | |
|---|---|---|
| DINOv2 + DA(SDP)Adapter=SDP2025.03 | 56.1 | |
| DINOv2 + DA(Norm)Adapter=Norm2025.03 | 55.8 | |
| DepthAnythingV2 + DinoV22025.03 | 55.3 | |
| DINOv2 + DA(No Perlin)Adapter=No Perlin2025.03 | 55.3 | |
| DINOv3 + DA(SDP)Adapter=SDP2025.03 | 55.2 | |
| DepthAnythingV22025.03 | 54.8 | |
| Abs. SOTAReference=SOTA from [42]2025.03 | 54.6 | |
| DINOv32025.03 | 54.6 | |
| DINOv22025.03 | 53.8 | |
| Dune2025.03 | 51.8 | |
| FiT3D2025.03 | 49.5 | |
| Omnivore2025.03 | 46.5 | |
| MASt3R (ViT-L)2025.03 | 44.2 | |
| EVA-02 + DA(SDP)Adapter=SDP2025.03 | 44.1 | |
| DFormerV1-pre2025.03 | 43.9 | |
| MultiMAE + Depth2025.03 | 41 | |
| Omnivore + Depth2025.03 | 40.9 | |
| DFormerV2-pre2025.03 | 40.3 | |
| EVA-022025.03 | 39.1 | |
| OmniDC-pre2025.03 | 38.4 | |
| DMD3C-pre2025.03 | 38.3 | |
| DA(No pre-training) + DA(SDP)Adapter=SDP2025.03 | 38 | |
| MultiMAE2025.03 | 36.8 | |
| CroCo V22025.03 | 36.4 | |
| DA(No pre-training)2025.03 | 32.1 |