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ResearchFormerly WizWand

Open-vocabulary semantic segmentation on Pascal Context 59 (P59)

60.1mIoUActiveSAM
9.24422.44735.6548.853Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
ActiveSAMVenue=Ours, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0660.1
SegEarth-OV3Venue=arXiv’25, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0659.2
ReMEVenue=ICCV’25, Backbone (Size)=CLIP + §, Training Strategy=Training-free2026.0653.1
CorrCLIPVenue=ICCV’25, Backbone (Size)=CLIP + †, Training Strategy=Training-free2026.0650.8
SAM 3Venue=ICLR’26, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0650
Talk2DINOVenue=ICCV’25, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-based2026.0642.4
TridentVenue=ICCV’25, Backbone (Size)=CLIP + ‡, Training Strategy=Training-free2026.0642.2
RF-CLIPVenue=AAAI’26, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0641.4
CASSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0640.2
SFPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0639.9
FreeDAVenue=CVPR’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Training Strategy=Training-free2026.0639.7
DIH-CLIPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0639.7
LPOSSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-free2026.0637.8
ProxyCLIPVenue=ECCV’24, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-free2026.0637.2
CLIP-DINOiserVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-based2026.0635.9
ClearCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0635.9
NACLIPVenue=WACV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0635.2
LaVGVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0634.7
SCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0634.1
CLIPtraseVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0633.8
GEMVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0632.6
TCLVenue=CVPR’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0630.3
GroupViTVenue=CVPR’22, Backbone (Size)=GroupViT (ViT-S/16), Training Strategy=Training-based2026.0623.4
CaRVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0618.4
CLIPVenue=ICML’21, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0611.2