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ResearchFormerly WizWand

Open-Vocabulary Semantic Segmentation on PASCAL Context 59 (val)

65.7mIoUDEDOS
2.05218.57635.151.624Oct 2, 2024Jan 17, 2025May 4, 2025Aug 19, 2025Dec 4, 2025Mar 21, 2026Jul 6, 2026
Updated 3mo ago

Evaluation results

MethodLinks
DEDOSVenue=ICCV’25, Variant=Large2026.0365.7
ESCNetVenue=CVPR’25, Variant=Large2026.0365.6
dinov3.segVariant=Large, Backbone=dinov3.txt2026.0364.27
HyperCLIPVenue=CVPR’25, Variant=Large2026.0364.2
H-CLIPVenue=CVPR’25, Variant=Large2026.0364.1
CAT-SegVenue=CVPR’24, Variant=Large2026.0363.3
CONCEPTBANKBackbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0263
DPSegVenue=CVPR’25, Variant=Large2026.0362.3
OVSNetVenue=ICCV’25, Variant=Large2026.0362
SAM3Venue=ICLR’26, Variant=Large2026.0360.8
SEDVenue=CVPR’24, Variant=Large2026.0360.6
MAFT+Venue=ECCV’24, Variant=Large2026.0359.4
SCANVenue=CVPR’24, Variant=Large2026.0359.3
FC-CLIPVenue=NeurIPS’23, Variant=Large2026.0358.4
SANVenue=CVPR’23, Variant=Large2026.0357.7
ODISEVenue=CVPR’23, Variant=Large2026.0357.3
EOV-SegVenue=AAAI’25, Variant=Large2026.0356.9
OVSegVenue=CVPR’23, Variant=Large2026.0355.7
ReMEBackbone (Size)=CLIP + DINOv2 (ViT-L/14) + SAM (ViT-L/16), Optimization protocol=Parameter-free2026.0253.1
CorrCLIPBackbone (Size)=CLIP (ViT-L/14) + DINO (ViT-B/8) + SAM2 (Hiera-L), Optimization protocol=Parameter-free2026.0250.8
SAM3Backbone (Size)=SAM3 (PE-L+/14), Optimization protocol=Parameter-free2026.0250
Talk2DINOBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Training-based2026.0242.4
TridentBackbone (Size)=CLIP + DINO (ViT-B/16) + SAM (ViT-B/16), Optimization protocol=Parameter-free2026.0242.2
RF-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0241.4
CASSBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0240.2
SFPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0239.9
FreeDABackbone (Size)=CLIP + DINOv2 (ViT-B/14), Optimization protocol=Parameter-free2026.0239.7
DIH-CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0239.7
LPOSSBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Parameter-free2026.0237.8
ClearCLIPUpsampling=SimFeatUp2024.1037.5
CLIPixtraining=false2026.0737.4
ProxyCLIPBackbone (Size)=CLIP + DINOv2 with registers (ViT-B/14), Optimization protocol=Parameter-free2026.0237.2
ResCLIPtraining=false2026.0736.8
ClearCLIPUpsampling=Original2024.1035.9
CLIP-DINOiserBackbone (Size)=CLIP + DINO (ViT-B/16), Optimization protocol=Training-based2026.0235.9
ClearCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0235.9
CLIP-DINOisertraining=true2026.0735.9
ClearCLIPtraining=false2026.0735.9
NACLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0235.2
LaVGBackbone (Size)=CLIP + DINO (ViT-B/8), Optimization protocol=Parameter-free2026.0234.7
SCLIPtraining=false2026.0734.2
SCLIPUpsampling=SimFeatUp2024.1034.1
SCLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0234.1
CLIPtraseBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0233.8
SCLIPUpsampling=Original2024.1033
GEMBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0232.6
TCLUpsampling=Original2024.1030.3
TCLBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Training-based2026.0230.3
TCLtraining=true2026.0730.3
MaskCLIPUpsampling=SimFeatUp2024.1028.7
MaskCLIPUpsampling=Original2024.1026.4
GroupViTBackbone (Size)=GroupViT (ViT-S/16), Optimization protocol=Training-based2026.0223.4
GroupViTtraining=true2026.0723.4
RecoUpsampling=Original2024.1022.3
CaRBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0218.4
CLIPBackbone (Size)=CLIP (ViT-B/16), Optimization protocol=Parameter-free2026.0211.2
CLIPtraining=false2026.074.5