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ResearchFormerly WizWand

Open-vocabulary semantic segmentation on Pascal VOC 2012 V21

83.8mIoUActiveSAM
15.99233.59651.268.804Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ActiveSAMVenue=Ours, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0683.8
ReMEVenue=ICCV’25, Backbone (Size)=CLIP + §, Training Strategy=Training-free2026.0682.2
SAM 3Venue=ICLR’26, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0681.9
SegEarth-OV3Venue=arXiv’25, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0679.8
CorrCLIPVenue=ICCV’25, Backbone (Size)=CLIP + †, Training Strategy=Training-free2026.0676.7
RF-CLIPVenue=AAAI’26, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0667.2
TridentVenue=ICCV’25, Backbone (Size)=CLIP + ‡, Training Strategy=Training-free2026.0667.1
Talk2DINOVenue=ICCV’25, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-based2026.0665.8
CASSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0665.8
DIH-CLIPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0664.2
SFPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0663.9
CLIP-DINOiserVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-based2026.0662.1
LaVGVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0662.1
LPOSSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-free2026.0661.1
SAM-CLIPVenue=CVPR’24, Backbone (Size)=CLIP + SAM (ViT-B/16), Training Strategy=Training-based2026.0660.6
SCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0659.1
NACLIPVenue=WACV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0658.9
ProxyCLIPVenue=ECCV’24, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-free2026.0658.6
CoDeVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0657.7
SegCLIPVenue=ICML’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0652.6
FreeDAVenue=CVPR’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Training Strategy=Training-free2026.0651.8
ClearCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0651.8
TCLVenue=CVPR’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0651.2
CLIPtraseVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0650.9
GroupViTVenue=CVPR’22, Backbone (Size)=GroupViT (ViT-S/16), Training Strategy=Training-based2026.0650.4
CaRVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0648.6
GEMVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0646.2
CLIPVenue=ICML’21, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0618.6