Semantic Segmentation on COCO (mIoU, Acc)
83.41mIoUOracle + Chain
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Oracle + ChainModel Category=Control2025.07 | 83.41 | 94.68 | |
| OneFormerModel Category=Vision Specialists2025.07 | 65.52 | 83.26 | |
| ViT-UpBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 64.09 | 82.49 | |
| NAFBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 63.86 | 82.33 | |
| UpLiFTBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 63.79 | 82.28 | |
| UPLiFTBackbone=DINOv3-S+/16, Params (M)=0.82026.01 | 63.74 | 82.27 | |
| BilinearBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 63.1 | 81.85 | |
| AnyUpBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 63.03 | 81.83 | |
| AnyUpBackbone=DINOv3-S+/16, Params (M)=0.92026.01 | 62.99 | 81.84 | |
| UPLiFTBackbone=DINOv2-S/14, Params (M)=0.82026.01 | 62.55 | 81.57 | |
| JAFARBackbone=DINOv3-S+, Evaluation Protocol=Linear probing2026.06 | 62.5 | 81.5 | |
| JAFARBackbone=DINOv3-S+/16, Params (M)=0.72026.01 | 62.47 | 81.5 | |
| AnyUpBackbone=DINOv2-S/14, Params (M)=0.92026.01 | 62.16 | 81.37 | |
| JAFARBackbone=DINOv2-S/14, Params (M)=0.72026.01 | 61.71 | 81.01 | |
| OneFormer + ChainModel Category=Vision Specialists2025.07 | 60.64 | 81.69 | |
| 4M-21Model Category=Vision Specialists2025.07 | 54.31 | 79.66 | |
| 4M-21 + ChainModel Category=Vision Specialists2025.07 | 52.72 | 78.59 | |
| GPT-4oModel Category=MFMs2025.07 | 44.89 | 68.6 | |
| Gemini 2.0 FlashModel Category=MFMs2025.07 | 43.04 | 66.15 | |
| Gemini 1.5 ProModel Category=MFMs2025.07 | 40.46 | 64.88 | |
| o4-miniModel Category=MFMs2025.07 | 39.19 | 64.26 | |
| Llama 3.2Model Category=MFMs2025.07 | 36.63 | 59.95 | |
| Qwen2-VLModel Category=MFMs2025.07 | 33.59 | 56.36 | |
| Claude 3.5 SonnetModel Category=MFMs2025.07 | 32.05 | 58.41 | |
| Blind guessModel Category=Control2025.07 | 0.03 | 0.29 |