Semantic Segmentation on ADE20K without background class (val)
17.3mIoUTagAlign
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TagAlignPost-processing=false, Training Datasets=CC12M, Zero-shot evaluation=true2023.12 | 17.3 | — | |
| TCLPost-processing=false, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.12 | 17.1 | — | |
| TagAlignPost-processing=true, Training Datasets=CC12M, Zero-shot evaluation=true2023.12 | 16.9 | — | |
| TCLPost-processing=true, Training Datasets=CC3&12M, Zero-shot evaluation=true2023.12 | 14.9 | — | |
| ReCoPost-processing=false, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.12 | 12.4 | — | |
| CoCuPost-processing=false, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.12 | 12.3 | — | |
| CoCuPost-processing=true, Training Datasets=CC3&12M+YFCC, Zero-shot evaluation=true2023.12 | 12 | — | |
| ReCoPost-processing=true, Training Datasets=ImageNet1K, Zero-shot evaluation=true2023.12 | 11.2 | — | |
| Dong et al.Post-processing=true, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.12 | 9.8 | — | |
| GroupViTPost-processing=false, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.12 | 9.4 | — | |
| Dong et al.Post-processing=false, Training Datasets=LAION-20M, Zero-shot evaluation=true2023.12 | 9 | — | |
| SegCLIPPost-processing=true, Training Datasets=CC12M+COCO, Zero-shot evaluation=true2023.12 | 8.8 | — | |
| GroupViTPost-processing=true, Training Datasets=CC12M+YFCC, Zero-shot evaluation=true2023.12 | 8.7 | — | |
| OVSegmentorPost-processing=true, Training Datasets=CC12M*, Zero-shot evaluation=true2023.12 | 5.3 | — | |
| CASSPub. & Year=CVPR’25, Extra backbone=DINOv2† (ViT-B/14), Protocol=Training-free2026.03 | — | 41 | |
| CASSPub. & Year=CVPR’25, Extra backbone=DINOv3 (ViT-B/16), Protocol=Training-free2026.03 | — | 45.6 | |
| CLIPtrasePub. & Year=ECCV’24, Extra backbone=✗, Protocol=Training-free2026.03 | — | 38.6 | |
| LaVGPub. & Year=ECCV’24, Extra backbone=DINOv1 (ViT-B/8), Protocol=Training-free2026.03 | — | 37 | |
| NACLIPPub. & Year=WACV’25, Extra backbone=✗, Protocol=Training-free2026.03 | — | 45.2 | |
| PEARLPub. & Year=–, Extra backbone=✗, Protocol=Training-free2026.03 | — | 46.9 | |
| ProxyCLIPPub. & Year=ECCV’24, Extra backbone=DINOv2† (ViT-B/14), Protocol=Training-free2026.03 | — | 49.1 | |
| SCLIPPub. & Year=ECCV’24, Extra backbone=✗, Protocol=Training-free2026.03 | — | 38.7 | |
| SFPPub. & Year=ICCV’25, Extra backbone=✗, Protocol=Training-free2026.03 | — | 43.8 |