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Open-vocabulary semantic segmentation on COCO Object

72mIoUSegEarth-OV3
3.8821.56539.2556.935Jun 15, 2026

Evaluation results

MethodLinks
SegEarth-OV3Venue=arXiv’25, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0672—
ActiveSAMVenue=Ours, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0672—
SegEarth-OV32026.06720.63
ActiveSAM2026.06723.19
SAM 3Venue=ICLR’26, Backbone (Size)=SAM 3 (PE-L+/14), Training Strategy=Training-free2026.0665.4—
SAM^32026.0665.40.24
CorrCLIPVenue=ICCV’25, Backbone (Size)=CLIP + †, Training Strategy=Training-free2026.0649.4—
ReMEVenue=ICCV’25, Backbone (Size)=CLIP + §, Training Strategy=Training-free2026.0648.2—
Talk2DINOVenue=ICCV’25, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-based2026.0645.1—
CLIPtraseVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0643.6—
TridentVenue=ICCV’25, Backbone (Size)=CLIP + ‡, Training Strategy=Training-free2026.0641.1—
RF-CLIPVenue=AAAI’26, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0639.1—
SFPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0637.9—
CASSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0637.8—
CASS2026.0637.80.68
ProxyCLIPVenue=ECCV’24, Backbone (Size)=CLIP + DINOv2†(ViT-B/14), Training Strategy=Training-free2026.0637.4—
DIH-CLIPVenue=ICCV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0637.4—
FreeDAVenue=CVPR’24, Backbone (Size)=CLIP + DINOv2 (ViT-B/14), Training Strategy=Training-free2026.0636.3—
CLIP-DINOiserVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-based2026.0634.8—
LaVGVenue=ECCV’24, Backbone (Size)=CLIP + DINO (ViT-B/8), Training Strategy=Training-free2026.0634.2—
LPOSSVenue=CVPR’25, Backbone (Size)=CLIP + DINO (ViT-B/16), Training Strategy=Training-free2026.0633.4—
NACLIPVenue=WACV’25, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0633.2—
ClearCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0633—
CoDeVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0632.3—
SCLIPVenue=ECCV’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0630.5—
TCLVenue=CVPR’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0630.4—
GroupViTVenue=CVPR’22, Backbone (Size)=GroupViT (ViT-S/16), Training Strategy=Training-based2026.0627.5—
SegCLIPVenue=ICML’23, Backbone (Size)=CLIP, Training Strategy=Training-based2026.0627.5—
CaRVenue=CVPR’24, Backbone (Size)=CLIP, Training Strategy=Training-free2026.0615.4—
CLIPVenue=ICML’21, Backbone (Size)=CLIP, Training Strategy=Training-free2026.066.5—