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ResearchFormerly WizWand

Open-vocabulary Segmentation on COCO Object

38.7mIoUProxyCLIP*
12.49219.29626.132.904Aug 27, 2024Dec 10, 2024Mar 25, 2025Jul 8, 2025Oct 21, 2025Feb 3, 2026May 19, 2026
Updated 5mo ago

Evaluation results

MethodLinks
ProxyCLIP*Pub. & Year=ECCV’24, Extra data=✗, Extra backbone=DINOv2† (ViT-B/14), Training free=✓, Mask Refinement=true2026.0338.7
PEARLExtra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=false2026.0337.3
CASS*Pub. & Year=CVPR’25, Extra data=✗, Extra backbone=DINOv3 (ViT-B/16), Training free=✓, Mask Refinement=true2026.0336.2
NACLIP*Pub. & Year=WACV’25, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.0336.2
CLIP-DINOiserPub. & Year=ECCV’24, Extra data=ImageNet-1K, Extra backbone=DINOv1 (ViT-B/16), Training free=✗, Mask Refinement=true2026.0336.1
SFP*Pub. & Year=ICCV’25, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.0334.9
OVDiffParadigm=Build prototypes per class, Extra Backbones=DINO & SD, Background Prompt=Yes2026.0134.8
CLIP-DINOiserParadigm=Use Frozen CLIP, Background Prompt=Yes, Protocol=Rerun (*)2026.0134.7
LaVGPub. & Year=ECCV’24, Extra data=✗, Extra backbone=DINOv1 (ViT-B/8), Training free=✓, Mask Refinement=true2026.0334.2
INSIGHT_thresParadigm=Use Frozen CLIP with Interpretability, Background Prompt=Yes2026.0133.3
CASS*Pub. & Year=CVPR’25, Extra data=✗, Extra backbone=DINOv2† (ViT-B/14), Training free=✓, Mask Refinement=true2026.0333.3
SCLIP*Pub. & Year=ECCV’24, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.0332.1
CLIPpyParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0132
INSIGHTParadigm=Use Frozen CLIP with Interpretability, Background Prompt=Yes2026.0131.8
TCLPub. & Year=CVPR’23, Extra data=CC3M+CC12M, Extra backbone=✗, Training free=✗, Mask Refinement=true2026.0331.6
CLIP-DIYParadigm=Use Frozen CLIP, Extra Backbones=DINO, Background Prompt=Yes2026.0131
TCLVenue=CVPR23, Segmentation Annotation=-, Extra Text pairs=CC3M [48], CC12M [7]2024.0830.4
TCLParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0130.4
GroupViTPub. & Year=CVPR’22, Extra data=CC12M+RedCaps, Extra backbone=✗, Training free=✗, Mask Refinement=true2026.0327.9
GroupViTParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0127.5
SigLIPv2 + UniRefinerViT=So/16, Background category=With background category, Protocol=Zero-shot2026.0526.9
SegCLIPVenue=ICML23, Segmentation Annotation=COCO [35], Extra Text pairs=CC [48]2024.0826.5
SegCLIPParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0126.5
FreeDAPub. & Year=CVPR’24, Extra data=COCO Captions, Extra backbone=DINOv2 (ViT-B/14), Training free=✓, Mask Refinement=true2026.0325.8
ProMaCVenue=Ours, Segmentation Annotation=-, Extra Text pairs=-2024.0825.2
OVSegmentorVenue=CVPR23, Segmentation Annotation=-, Extra Text pairs=CC12M [7]2024.0825.1
OVSegmentorParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0125.1
EVA-CLIP + UniRefinerViT=8B/14, Background category=With background category, Protocol=Zero-shot2026.0523.8
ViewCoVenue=ICLR23, Segmentation Annotation=-, Extra Text pairs=CC12M [7], YFCC14M [53]2024.0823.5
ZeroSegParadigm=Text/image alignment training with captions, Background Prompt=Yes2026.0122.1
CLIP + UniRefinerViT=G/14, Background category=With background category, Protocol=Zero-shot2026.0521.7
MaskCLIPParadigm=Use Frozen CLIP, Extra Backbones=ref[9], Background Prompt=Yes2026.0121.6
SigLIPv2ViT=So/16, Background category=With background category, Protocol=Zero-shot2026.0521.1
CLIPViT=G/14, Background category=With background category, Protocol=Zero-shot2026.0520.9
MaskCLIPVenue=ECCV22, Segmentation Annotation=-, Extra Text pairs=-2024.0820.6
MaskCLIPPub. & Year=ECCV’22, Extra data=✗, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.0318.9
ReCoPub. & Year=NeurIPS’22, Extra data=ImageNet-1K, Extra backbone=✗, Training free=✓, Mask Refinement=true2026.0317.3
MaskCLIPParadigm=Use Frozen CLIP, Background Prompt=Yes2026.0116.4
ReCoParadigm=Build prototypes per class, Background Prompt=Yes2026.0115.7
EVA-CLIPViT=8B/14, Background category=With background category, Protocol=Zero-shot2026.0513.5