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ResearchFormerly WizWand

Open-vocabulary semantic segmentation on Pascal VOC 2012 V20

97mIoUActiveSAM
47.18460.11773.0585.983Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ActiveSAMVenue=Ours, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0697
SegEarth-OV3Venue=arXiv’25, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0696.8
ReMEVenue=ICCV’25, Backbone (Size)=CLIP + §, Training Strategy=Training-free2026.0693.2
CorrCLIPVenue=ICCV’25, Backbone (Size)=CLIP + †, Training Strategy=Training-free2026.0691.5
SAM 3Venue=ICLR’26, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0688.9
Talk2DINOVenue=ICCV’25, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-based2026.0688.5
CASSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0687.8
RF-CLIPVenue=AAAI’26, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0687
DIH-CLIPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0684.9
SFPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0684.5
TridentVenue=ICCV’25, Backbone (Size)=CLIP + ‡, Training Strategy=Training-free2026.0684.5
FreeDAVenue=CVPR’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Training Strategy=Training-free2026.0684.3
ProxyCLIPVenue=ECCV’24, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-free2026.0683
LaVGVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0682.5
CLIPtraseVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0681
CLIP-DINOiserVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-based2026.0680.9
ClearCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0680.9
SCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0680.4
GroupViTVenue=CVPR’22, Backbone (Size)=GroupViT (ViT-S/16), Training Strategy=Training-based2026.0679.7
NACLIPVenue=WACV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0679.7
LPOSSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-free2026.0678.8
TCLVenue=CVPR’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0677.5
CaRVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0673.7
CLIPVenue=ICML’21, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0649.1