Semantic Segmentation on PASCAL VOC (Resolution-Scaled mIoU)
86.3mIoU (1/16)UniMatchV2
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UniMatchV2Unlabelled data=Yes, Image-level prompts=No, Encoder=DINOv2-B, Number of Parameters=97.5M2026.05 | 86.3 | 87.9 | 88.9 | 90 | 90.8 | |
| SemiVLUnlabelled data=Yes, Image-level prompts=No, Encoder=CLIP-Base, Number of Parameters=88M2026.05 | 84 | 85.6 | 86 | 86.7 | 87.3 | |
| CLIP-Guided SAM (labelled-only)Unlabelled data=No, Image-level prompts=Yes, Encoder=CLIP-B+SAM-B, Number of Parameters=197M2026.05 | 78.3 | 81.7 | 82.9 | 83.9 | 85 | |
| UniMatchV2 (labelled-only)Unlabelled data=No, Image-level prompts=No, Encoder=DINOv2-B, Number of Parameters=97.5M2026.05 | 76.9 | 82.1 | 85.3 | 87.2 | 88.3 |