Open-vocabulary Semantic Segmentation on UAVid
60mIoUProC-SAM3
Evaluation results
| Method | Links | |
|---|---|---|
| ProC-SAM3Backbone=SAM 32026.06 | 60 | |
| OracleEvaluation Protocol=Fully supervised2026.02 | 59.7 | |
| SegEarth-OV3*Backbone=SAM 32026.06 | 54.7 | |
| ActiveSAM*Backbone=SAM32026.06 | 53.3 | |
| ConInferBackbone=CLIP+DINOv32026.06 | 46.4 | |
| OursEvaluation Protocol=Zero-shot2026.02 | 44.3 | |
| ReAttnCLIPBackbone=CLIP2026.06 | 44 | |
| SegEarth-OVEvaluation Protocol=Trained on remote sensing data2026.02 | 42.5 | |
| SegEarth-OVBackbone=CLIP2026.06 | 42.5 | |
| RSCLIP*Backbone=CLIP2026.06 | 42.5 | |
| CorrCLIPBackbone=CLIP+DINO+SAM22026.06 | 38.3 | |
| ClearCLIPEvaluation Protocol=Zero-shot2026.02 | 36.2 | |
| ClearCLIPBackbone=CLIP2026.06 | 36.2 | |
| ProxyCLIPBackbone=CLIP+DINOv22026.06 | 35.8 | |
| GEMEvaluation Protocol=Zero-shot2026.02 | 33.4 | |
| SCLIPEvaluation Protocol=Zero-shot2026.02 | 31.4 | |
| SCLIPBackbone=CLIP2026.06 | 31.4 | |
| MaskCLIPEvaluation Protocol=Zero-shot2026.02 | 28.6 | |
| VIP*Backbone=DINOv3 + dino.txt2026.06 | 19.9 | |
| CLIPEvaluation Protocol=Zero-shot2026.02 | 10.9 |