Open Vocabulary Semantic Segmentation on PASCAL VOC
81.3mIoU+CS & AMF (GCLIP)
Evaluation results
| Method | Links | |
|---|---|---|
| +CS & AMF (GCLIP)Pub. & Year=Ours, Setting=TF-OVSS2025.02 | 81.3 | |
| CLIPtrasePub. & Year=ECCV’24, Setting=TF-OVSS2025.02 | 81.2 | |
| ClearCLIPPub. & Year=ECCV’24, Setting=TF-OVSS2025.02 | 80.9 | |
| +CSPub. & Year=Ours, Setting=TF-OVSS2025.02 | 80.6 | |
| SCLIPPub. & Year=ECCV’24, Setting=TF-OVSS2025.02 | 80.4 | |
| GEM‡Pub. & Year=CVPR’24, Setting=TF-OVSS2025.02 | 79.9 | |
| GroupViT‡Pub. & Year=CVPR’22, Setting=T-OVSS2025.02 | 79.7 | |
| TCLPub. & Year=CVPR’23, Setting=T-OVSS2025.02 | 77.5 | |
| ReCLIPPub. & Year=CVPR’24, Setting=USS2025.02 | 75.8 | |
| CLIP-S4Pub. & Year=CVPR’23, Setting=USS2025.02 | 72 | |
| MaskCLIP+†Pub. & Year=ECCV’22, Setting=USS2025.02 | 70 | |
| OVDiffParadigm=Build prototypes per class, Extra Backbones=DINO & SD, Background Prompt=Yes2026.01 | 67.1 | |
| CLIP-DINOiserParadigm=Use Frozen CLIP, Background Prompt=Yes, Protocol=Rerun (*)2026.01 | 62.2 | |
| INSIGHT_thresParadigm=Use Frozen CLIP with Interpretability, Background Prompt=Yes2026.01 | 61.6 | |
| CLIP-DIYParadigm=Use Frozen CLIP, Extra Backbones=DINO, Background Prompt=Yes2026.01 | 59.9 | |
| INSIGHTParadigm=Use Frozen CLIP with Interpretability, Background Prompt=Yes2026.01 | 59 | |
| OVSegmentorParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 53.8 | |
| SegCLIPParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 52.6 | |
| CLIPpyParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 52.2 | |
| TCLParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 51.2 | |
| GroupViTParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 50.4 | |
| MaskCLIP†Pub. & Year=ECCV’22, Setting=TF-OVSS2025.02 | 49.5 | |
| ZeroSegParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.01 | 42.9 | |
| CLIP‡Pub. & Year=ICML’21, Setting=TF-OVSS2025.02 | 41.8 | |
| MaskCLIPParadigm=Use Frozen CLIP, Extra Backbones=ref[9], Background Prompt=Yes2026.01 | 41.3 | |
| MaskCLIPParadigm=Use Frozen CLIP, Background Prompt=Yes2026.01 | 32.9 | |
| ReCoParadigm=Build prototypes per class, Background Prompt=Yes2026.01 | 25.1 |