Semantic Segmentation on City (mIoU)
61.6mIoUClean
Evaluation results
| Method | Links | |
|---|---|---|
| CleanPrompt=Box, SAM Model=SAM-Large2026.05 | 61.6 | |
| CleanPrompt=Box, SAM Model=SAM-Huge2026.05 | 61.5 | |
| CleanPrompt=Box, SAM Model=SAM-Base2026.05 | 61.2 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 52.3 | |
| OV-StitcherBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 50.6 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 49.4 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 48.1 | |
| CorrCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 47.9 | |
| UADPrompt=Box, SAM Model=SAM-Huge2026.05 | 47.9 | |
| UADPrompt=Box, SAM Model=SAM-Large2026.05 | 45.5 | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 45.4 | |
| DarkLLMPrompt=Box, SAM Model=SAM-Large2026.05 | 44.9 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 44.6 | |
| TridentBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 43.6 | |
| DarkLLMPrompt=Box, SAM Model=SAM-Huge2026.05 | 43.4 | |
| TridentBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 43 | |
| TridentBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 42.9 | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 41.6 | |
| SC-CLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 41.3 | |
| SFPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 41.1 | |
| SC-CLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 41 | |
| ProxyCLIP + RAG-OVSVenue=This Paper2025.12 | 40.1 | |
| ProxyCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 40.1 | |
| CleanPrompt=Point, SAM Model=SAM-Large2026.05 | 40 | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 39.9 | |
| CleanPrompt=Point, SAM Model=SAM-Huge2026.05 | 39.7 | |
| UADPrompt=Box, SAM Model=SAM-Base2026.05 | 39.7 | |
| CASSBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 39.4 | |
| ProxyCLIPVenue=ECCV'242025.12 | 38.1 | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 38.1 | |
| CleanPrompt=Point, SAM Model=SAM-Base2026.05 | 38 | |
| NACLIP + RAG-OVSVenue=This Paper2025.12 | 36.8 | |
| CLIPtrace + RAG-OVSVenue=This Paper2025.12 | 36.6 | |
| ResCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 35.9 | |
| NACLIPVenue=WACV'252025.12 | 35.5 | |
| NACLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 35.5 | |
| CLIPtraceVenue=ECCV'242025.12 | 35 | |
| SCLIP + RAG-OVSVenue=This Paper2025.12 | 33.9 | |
| ResCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 33.7 | |
| CLIP-Surgery + RAG-OVSVenue=This Paper2025.12 | 33.5 | |
| SCLIPVenue=ECCV'242025.12 | 32.2 | |
| SCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 32.2 | |
| CLIP-SurgeryVenue=Pattern Recognition2025.12 | 31.8 | |
| DarkLLMPrompt=Box, SAM Model=SAM-Base2026.05 | 30.2 | |
| ClearCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 30 | |
| MaskCLIPVenue=ECCV'222025.12 | 24.9 | |
| MaskCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 24.9 | |
| OVDiffVenue=ECCV'242025.12 | 23.4 | |
| CLIPtraseBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 21.3 | |
| DarkLLMPrompt=Point, SAM Model=SAM-Huge2026.05 | 19.2 | |
| DarkLLMPrompt=Point, SAM Model=SAM-Large2026.05 | 18.6 | |
| UADPrompt=Point, SAM Model=SAM-Huge2026.05 | 16 | |
| UADPrompt=Point, SAM Model=SAM-Large2026.05 | 13.1 | |
| MaskCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 12.4 | |
| RecoVenue=NeurIPS'222025.12 | 11.2 | |
| GroupViTVenue=CVPR'222025.12 | 10.4 | |
| UADPrompt=Point, SAM Model=SAM-Base2026.05 | 8.6 | |
| CLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 6.7 | |
| CLIPVenue=ICML'212025.12 | 5 | |
| CLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 4.4 | |
| DarkLLMPrompt=Point, SAM Model=SAM-Base2026.05 | 0.4 |