Open-vocabulary Semantic Segmentation on Pascal VOC 21
83.2mIoUFG-CLIP 2
Evaluation Results
| Method | Links | |
|---|---|---|
| FG-CLIP 2Backbone=ViT-So/162025.10 | 83.2 | |
| SigLIP 2Backbone=ViT-L/162025.10 | 82.3 | |
| CLIPBackbone=ViT-L/142025.10 | 81.8 | |
| FG-CLIPBackbone=ViT-L/142025.10 | 81.8 | |
| FG-CLIP 2Backbone=ViT-L/162025.10 | 81.8 | |
| FG-CLIP 2Backbone=ViT-B/162025.10 | 81.1 | |
| CLIPBackbone=ViT-B/162025.10 | 78.3 | |
| FG-CLIPBackbone=ViT-B/162025.10 | 77.9 | |
| SigLIP 2Backbone=ViT-B/162025.10 | 75.8 | |
| CLIP-DINOiserPub. & Year=ECCV’24, Extra data=ImageNet-1K, Extra backbone=DINOv1 (ViT-B/16), Training free=✗, Mask Refinement=true2026.03 | 64.6 | |
| NACLIP*Pub. & Year=WACV’25, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.03 | 64.1 | |
| PEARLExtra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=false2026.03 | 64.1 | |
| CASS*Pub. & Year=CVPR’25, Extra data=✗, Extra backbone=DINOv3 (ViT-B/16), Training free=✓, Mask Refinement=true2026.03 | 62.5 | |
| LaVGPub. & Year=ECCV’24, Extra data=✗, Extra backbone=DINOv1 (ViT-B/8), Training free=✓, Mask Refinement=true2026.03 | 62.1 | |
| ProxyCLIP*Pub. & Year=ECCV’24, Extra data=✗, Extra backbone=DINOv2† (ViT-B/14), Training free=✓, Mask Refinement=true2026.03 | 62 | |
| SCLIP*Pub. & Year=ECCV’24, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.03 | 61.7 | |
| SFP*Pub. & Year=ICCV’25, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.03 | 58.8 | |
| CASS*Pub. & Year=CVPR’25, Extra data=✗, Extra backbone=DINOv2† (ViT-B/14), Training free=✓, Mask Refinement=true2026.03 | 58.7 | |
| TCLPub. & Year=CVPR’23, Extra data=CC3M+CC12M, Extra backbone=✗, Training free=✗, Mask Refinement=true2026.03 | 55 | |
| FreeDAPub. & Year=CVPR’24, Extra data=COCO Captions, Extra backbone=DINOv2 (ViT-B/14), Training free=✓, Mask Refinement=true2026.03 | 52 | |
| LPOSS + SPARBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 51.2 | |
| GroupViTPub. & Year=CVPR’22, Extra data=CC12M+RedCaps, Extra backbone=✗, Training free=✗, Mask Refinement=true2026.03 | 51.1 | |
| SPARBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 51 | |
| SPARBackbone=OpenCLIP - ViT-B-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 50.3 | |
| Pre-trainedBackbone=OpenCLIP - ViT-B-16, Inference=sliding-window, Upsampler=bilinear2026.04 | 48.5 | |
| SPARBackbone=OpenCLIP - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 48.5 | |
| Pre-trainedBackbone=OpenCLIP - ViT-B-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 48.5 | |
| SPARBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 47.3 | |
| Pre-trainedBackbone=DINOv3 - ViT-L-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 46.2 | |
| LPOSS + Pre-tr.Backbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 46.1 | |
| Pre-trainedBackbone=DINOv3 - ViT-L-16, Inference=single-pass, Upsampler=bilinear2026.04 | 46 | |
| Pre-trainedBackbone=SigLIP2 - ViT-B-16, Inference=sliding-window, Upsampler=bilinear2026.04 | 45 | |
| Pre-trainedBackbone=OpenCLIP - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 43.1 | |
| SPARBackbone=DINOv3 - ViT-L-16, Inference=single-pass, Upsampler=bilinear2026.04 | 43.1 | |
| SPARBackbone=DINOv3 - ViT-L-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 42.8 | |
| Pre-trainedBackbone=DINOv3 - ViT-L-16, Inference=sliding-window, Upsampler=bilinear2026.04 | 42.6 | |
| Pre-trainedBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=AnyUp [45]2026.04 | 42.4 | |
| MaskCLIPPub. & Year=ECCV’22, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.03 | 37.2 | |
| Pre-trainedBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 36.1 | |
| NaFlexBackbone=SigLIP2 - ViT-B-16, Inference=single-pass, Upsampler=bilinear2026.04 | 35.8 | |
| ReCoPub. & Year=NeurIPS’22, Extra data=ImageNet-1K, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.03 | 27.2 |