Open-vocabulary semantic segmentation on UDD5
73.4mIoUProC-SAM3
Evaluation results
| Method | Links | |
|---|---|---|
| ProC-SAM3Backbone=SAM 32026.06 | 73.4 | |
| ActiveSAM*Backbone=SAM32026.06 | 72.1 | |
| SegEarth-OV3*Backbone=SAM 32026.06 | 71.6 | |
| OracleEvaluation Protocol=Fully supervised2026.02 | 56.5 | |
| OursEvaluation Protocol=Zero-shot2026.02 | 53.8 | |
| ReAttnCLIPBackbone=CLIP2026.06 | 53.7 | |
| SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.02 | 50.6 | |
| SegEarth-OVBackbone=CLIP2026.06 | 50.6 | |
| RSCLIP*Backbone=CLIP2026.06 | 50.4 | |
| ConInferBackbone=CLIP+DINOv32026.06 | 46.9 | |
| CorrCLIPBackbone=CLIP+DINO+SAM22026.06 | 46.1 | |
| ClearCLIPEvaluation Protocol=Zero-shot2026.02 | 41.8 | |
| ClearCLIPBackbone=CLIP2026.06 | 41.8 | |
| GEMEvaluation Protocol=Zero-shot2026.02 | 41.2 | |
| ProxyCLIPBackbone=CLIP+DINOv22026.06 | 40.8 | |
| SCLIPEvaluation Protocol=Zero-shot2026.02 | 38.7 | |
| SCLIPBackbone=CLIP2026.06 | 38.7 | |
| VIP*Backbone=DINOv3 + dino.txt2026.06 | 35.2 | |
| MaskCLIPEvaluation Protocol=Zero-shot2026.02 | 32.4 | |
| CLIPEvaluation Protocol=Zero-shot2026.02 | 9.5 |