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Open-Vocabulary Segmentation on ADE20K (val)

43.3mIoUCONCEPTBANK
1.59612.42323.2534.077Feb 6, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CONCEPTBANKBackbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0243.3
SAM3Backbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0231.8
CorrCLIPBackbone (Size)=CLIP (ViT-L/14) + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization protocol=Parameter-free2026.0230.7
ReMEBackbone (Size)=CLIP + DINOv2 (ViT-L/14) + SAM (ViT-L/16), Optimization protocol=Parameter-free2026.0228.2
Talk2DINOBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Training-based2026.0222.5
TridentBackbone (Size)=CLIP + DINO (ViT-B/16) + SAM (ViT-B/16), Optimization protocol=Parameter-free2026.0221.9
LPOSSBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Parameter-free2026.0221.8
RF-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0221
FreeDABackbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization protocol=Parameter-free2026.0220.8
SFPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0220.8
CASSBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0220.4
CLIP-DINOiserBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Training-based2026.0220
ProxyCLIPBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Parameter-free2026.0219.7
DIH-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0219.6
CoDeBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0217.7
NACLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0217.4
SAM-CLIPBackbone (Size)=CLIP + SAM (ViT-B/16), Optimization protocol=Training-based2026.0217.1
ClearCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0216.7
CLIPtraseBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0216.4
SCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0216.1
LaVGBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0215.8
TCLBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0214.9
GroupViTBackbone (Size)=GroupViT (ViT-S/16), Optimization protocol=Training-based2026.029.2
CaRBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.025.4
CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.023.2