Semantic Segmentation on VOC-20
97.7mIoUCAT-Seg+DeCLIP
Evaluation results
| Method | Links | ||
|---|---|---|---|
| CAT-Seg+DeCLIPBackbone=ViT-L/14, Training Set=COCO-Stuff2025.05 | 97.7 | — | |
| CAT-SegBackbone=ViT-L/14, Training Set=COCO-Stuff2025.05 | 97 | — | |
| CAT-Seg+DeCLIPBackbone=ViT-B/16, Training Set=COCO-Stuff2025.05 | 96.6 | — | |
| SANBackbone=ViT-L/14, Training Set=COCO-Stuff2025.05 | 95.5 | — | |
| FC-CLIPBackbone=ConvNeXt-L, Training Set=COCO-Panoptic2025.05 | 95.4 | — | |
| CAT-SegBackbone=ViT-B/16, Training Set=COCO-Stuff2025.05 | 94.6 | — | |
| OVSegBackbone=ViT-L/14, Training Set=COCO-Stuff2025.05 | 94.5 | — | |
| MAFTBackbone=ConvNeXt-L, Training Set=COCO-Stuff2025.05 | 93 | — | |
| CLIPer + ARMBackbone=ViT-L/14, Zero-shot=true2025.12 | 92.5 | — | |
| CorrCLIPBackbone=ViT-L/14, Zero-shot=true2025.12 | 91.5 | — | |
| CorrCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 91.2 | — | |
| OV-StitcherBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 90.2 | — | |
| DSLO (solve maximum velocity)Logits Model=CLIP ViT-L/142026.04 | 90.1 | — | |
| CLIPerBackbone=ViT-L/14, Zero-shot=true2025.12 | 90 | — | |
| SCLIP + ARMBackbone=ViT-L/14, Zero-shot=true2025.12 | 89.8 | — | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 89.8 | — | |
| DSLO (solve optimal path)Logits Model=CLIP ViT-L/142026.04 | 89.7 | — | |
| ZegFormer+Backbone=ViT-B/16, Training Set=COCO-Stuff2025.05 | 89.5 | — | |
| CLIPer + ARMBackbone=ViT-B/16, Zero-shot=true2025.12 | 89.3 | — | |
| DSLO (solve maximum velocity)Logits Model=CLIP ViT-B/162026.04 | 89 | — | |
| CorrCLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 88.8 | — | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 88.8 | — | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=true2026.04 | 88.7 | — | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 88.7 | — | |
| DSLO (solve optimal path)Logits Model=CLIP ViT-B/162026.04 | 88.6 | — | |
| SCLIP + ARMBackbone=ViT-B/16, Zero-shot=true2025.12 | 88.5 | — | |
| ZSsegBackbone=ViT-B/16, Training Set=COCO-Stuff2025.05 | 88.4 | — | |
| SC-CLIPLogits Model=CLIP ViT-L/14, Paradigm=M.M.2026.04 | 88.3 | — | |
| SC-CLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 88.3 | — | |
| CASSLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 87.8 | — | |
| CASSBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 87.8 | — | |
| OV-StitcherBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 87.6 | — | |
| GPUAmode=zero-shot2026.06 | 87.6 | — | |
| Talk2DINOmode=zero-shot2026.06 | 87.1 | — | |
| CorrCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP, post-processing=false2026.04 | 87 | — | |
| ResCLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 86 | — | |
| ResCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 86 | — | |
| FreeDaLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 85.6 | — | |
| ResCLIPBackbone=ViT-L/14, Zero-shot=true2025.12 | 85.5 | — | |
| ResCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 85.5 | — | |
| TridentBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 85.5 | — | |
| TridentBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 85.4 | — | |
| CLIPerBackbone=ViT-B/16, Zero-shot=true2025.12 | 85.2 | — | |
| ClearCLIPLogits Model=CLIP ViT-L/14, Paradigm=M.M.2026.04 | 84.8 | — | |
| SFPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 84.5 | — | |
| TridentBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 84.5 | — | |
| SC-CLIPLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 84.3 | — | |
| CLIPSurgeryLogits Model=CLIP ViT-L/14, Paradigm=I.T.2026.04 | 84.3 | — | |
| SC-CLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 84.3 | — | |
| SC-CLIPmode=zero-shot2026.06 | 84.3 | — | |
| GEMLogits Model=CLIP ViT-L/14, Paradigm=I.T.2026.04 | 83.7 | — | |
| ClearCLIP + ResCLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 83.3 | 38.4 | |
| TCLLogits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 83.2 | — | |
| ProxyCLIPBackbone=ViT-L/14, VLM Source=OpenAI CLIP2026.04 | 83.2 | — | |
| NACLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 83 | — | |
| NACLIP + ResCLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 82.5 | 37.9 | |
| LaVGLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 82.5 | — | |
| ProxyCLIP‡Logits Model=CLIP ViT-L/14, Paradigm=M.M.2026.04 | 82 | — | |
| GEMLogits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 81.7 | — | |
| ClearCLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 81.4 | 37.9 | |
| CLIPtraseLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 81 | — | |
| CLIPtraseBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 81 | — | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=MetaCLIP2026.04 | 81 | — | |
| ClearCLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 80.9 | — | |
| ClearCLIPLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 80.9 | — | |
| CLIP-DINOiser†Logits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 80.9 | — | |
| ClearCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 80.9 | — | |
| SCLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 80.4 | — | |
| SCLIPLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 80.4 | — | |
| SCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 80.4 | — | |
| ProxyCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 80.3 | — | |
| ClearCLIPBackbone=ViT-L/14, Zero-shot=true2025.12 | 80 | — | |
| GroupVITZero-shot=true, Backbone=ViT-B/162023.10 | 79.7 | — | |
| GroupViTLogits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 79.7 | — | |
| NACLIPLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 79.7 | — | |
| NACLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 79.7 | — | |
| NACLIPLogits Model=CLIP ViT-L/14, Paradigm=M.M.2026.04 | 78.6 | — | |
| ProxyCLIP‡Logits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 78.2 | — | |
| TCLZero-shot=true, Backbone=ViT-B/162023.10 | 77.5 | — | |
| SILC-CZero-shot=true, Backbone=ViT-B/162023.10 | 77.5 | — | |
| CLIPSurgeryLogits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 77.5 | — | |
| SILC-SZero-shot=true, Backbone=ViT-B/162023.10 | 76.3 | — | |
| NACLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 76.2 | 35.3 | |
| MaskCLIPZero-shot=true, Backbone=ViT-B/162023.10 | 74.9 | — | |
| MaskCLIPBackbone=ViT-B/16, Zero-shot=true2025.12 | 74.9 | — | |
| MaskCLIPLogits Model=CLIP ViT-B/16, Paradigm=I.T.2026.04 | 74.9 | — | |
| MaskCLIPBackbone=ViT-B/16, VLM Source=OpenAI CLIP2026.04 | 74.9 | — | |
| PEcoreData size=5B, Zero-shot=true2026.03 | 74.3 | — | |
| CaRLogits Model=CLIP ViT-B/16, Paradigm=M.M.2026.04 | 73.7 | — | |
| SILC-C*Zero-shot=true, Backbone=ViT-B/162023.10 | 73.5 | — | |
| FLAIRData size=30M, Zero-shot=true, Attention sink=true2026.03 | 73 | — | |
| SigLIP 2Data size=10B, Zero-shot=true2026.03 | 73 | — | |
| SILC-S*Zero-shot=true, Backbone=ViT-B/162023.10 | 72.1 | — | |
| SCLIP + ResCLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 71.8 | 35.5 | |
| SCLIPLogits Model=CLIP ViT-L/14, Paradigm=M.M.2026.04 | 70.6 | — | |
| FLAIR*Data size=30M, Zero-shot=true, Attention sink=false2026.03 | 70.3 | — | |
| GoldiCLIPData size=30M, Zero-shot=true, Attention sink=false2026.03 | 70 | — | |
| CLIP (WebLI)Zero-shot=true, Backbone=ViT-B/162023.10 | 69.5 | — | |
| SCLIPBackbone=ViT-L/14, Zero-shot=true2025.12 | 69.1 | — | |
| SCLIPBackbone=ViT-B/16, Evaluation Protocol=Zero-shot (no background class)2024.11 | 66.6 | 33.9 |