Semantic Segmentation on ADE20k (mIoU, mAcc)
51.9mIoUEVA-CLIP + UniRefiner
Evaluation results
| Method | Links | ||
|---|---|---|---|
| EVA-CLIP + UniRefinerViT=8B/14, Evaluation Protocol=Linear probing2026.05 | 51.9 | 64.9 | |
| DINOv2 + UniRefinerViT=G/14, Evaluation Protocol=Linear probing2026.05 | 50.6 | 63 | |
| SigLIPv2 + UniRefinerViT=So/16, Evaluation Protocol=Linear probing2026.05 | 49.8 | 62.9 | |
| InternViT + UniRefinerViT=6B/14, Evaluation Protocol=Linear probing2026.05 | 49.3 | 61.3 | |
| DINOv2ViT=G/14, Evaluation Protocol=Linear probing2026.05 | 49.1 | 61.3 | |
| InternViTViT=6B/14, Evaluation Protocol=Linear probing2026.05 | 47.5 | 59.5 | |
| SigLIPv2ViT=So/16, Evaluation Protocol=Linear probing2026.05 | 45.6 | 58.6 | |
| EVA-CLIPViT=8B/14, Evaluation Protocol=Linear probing2026.05 | 42.5 | 55.2 | |
| CLIP + UniRefinerViT=G/14, Evaluation Protocol=Linear probing2026.05 | 42.1 | 54.9 | |
| CLIPViT=G/14, Evaluation Protocol=Linear probing2026.05 | 39.8 | 52.4 |