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Open-Vocabulary Segmentation on Pascal VOC 21 2012 (val)

87.1mIoUCONCEPTBANK
15.8634.35552.8571.345Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CONCEPTBANKBackbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0287.1
ReMEBackbone (Size)=CLIP + DINOv2 (ViT-L/14) + SAM (ViT-L/16), Optimization protocol=Parameter-free2026.0282.2
SAM3Backbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0281.9
CorrCLIPBackbone (Size)=CLIP (ViT-L/14) + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization protocol=Parameter-free2026.0276.7
RF-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0267.2
TridentBackbone (Size)=CLIP + DINO (ViT-B/16) + SAM (ViT-B/16), Optimization protocol=Parameter-free2026.0267.1
Talk2DINOBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Training-based2026.0265.8
CASSBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0265.8
DIH-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0264.2
SFPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0263.9
CLIP-DINOiserBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Training-based2026.0262.1
LaVGBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0262.1
LPOSSBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Parameter-free2026.0261.1
SAM-CLIPBackbone (Size)=CLIP + SAM (ViT-B/16), Optimization protocol=Training-based2026.0260.6
SCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0259.1
NACLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0258.9
ProxyCLIPBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Parameter-free2026.0258.6
CoDeBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0257.7
SegCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0252.6
FreeDABackbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization protocol=Parameter-free2026.0251.8
ClearCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0251.8
TCLBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0251.2
CLIPtraseBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0250.9
GroupViTBackbone (Size)=GroupViT (ViT-S/16), Optimization protocol=Training-based2026.0250.4
CaRBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0248.6
GEMBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0246.2
CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0218.6