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Open-Vocabulary Segmentation on COCO-Object (COCO-O) (val)

67.9mIoUCONCEPTBANK
4.04420.62237.253.778Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CONCEPTBANKBackbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0267.9
SAM3Backbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0265.4
CorrCLIPBackbone (Size)=CLIP (ViT-L/14) + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization protocol=Parameter-free2026.0249.4
ReMEBackbone (Size)=CLIP + DINOv2 (ViT-L/14) + SAM (ViT-L/16), Optimization protocol=Parameter-free2026.0248.2
Talk2DINOBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Training-based2026.0245.1
CLIPtraseBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0243.6
TridentBackbone (Size)=CLIP + DINO (ViT-B/16) + SAM (ViT-B/16), Optimization protocol=Parameter-free2026.0241.1
RF-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0239.1
SFPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0237.9
CASSBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0237.8
ProxyCLIPBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Parameter-free2026.0237.4
DIH-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0237.4
FreeDABackbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization protocol=Parameter-free2026.0236.3
CLIP-DINOiserBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Training-based2026.0234.8
LaVGBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0234.2
LPOSSBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Parameter-free2026.0233.4
NACLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0233.2
ClearCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0233
CoDeBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0232.3
SCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0230.5
TCLBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0230.4
GroupViTBackbone (Size)=GroupViT (ViT-S/16), Optimization protocol=Training-based2026.0227.5
SegCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0227.5
CaRBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0215.4
CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.026.5