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ResearchFormerly WizWand

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

96.8mIoUSegEarth-OV3
39.70454.52769.3584.173Dec 9, 2025
Updated 8mo ago

Evaluation results

MethodLinks
SegEarth-OV3Size=PE-L+/142025.1296.8
CAT-SegSize=ViT-B/16, Training Protocol=Training-based2025.1294.6
CorrCLIPSize=ViT-H/14, Training Protocol=Training-free2025.1291.8
CorrCLIPSize=ViT-L/14, Training Protocol=Training-free2025.1291.5
CaRSize=ViT-L/14, Training Protocol=Training-free2025.1291.4
CLIPerSize=ViT-L/14, Training Protocol=Training-free2025.1290
CorrCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1288.8
TridentSize=ViT-H/14, Training Protocol=Training-free2025.1288.7
SC-CLIPSize=ViT-L/14, Training Protocol=Training-free2025.1288.3
FreeDASize=ViT-L/14, Training Protocol=Training-free2025.1287.9
CASSSize=ViT-B/16, Training Protocol=Training-free2025.1287.8
ResCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1286
ResCLIPSize=ViT-L/14, Training Protocol=Training-free2025.1285.5
CLIPerSize=ViT-B/16, Training Protocol=Training-free2025.1285.2
TridentSize=ViT-B/16, Training Protocol=Training-free2025.1284.5
SC-CLIPSize=ViT-B/16, Training Protocol=Training-free2025.1284.3
ProxyCLIPSize=ViT-H/14, Training Protocol=Training-free2025.1283.3
TCLSize=ViT-B/16, Training Protocol=Training-based2025.1283.2
ProxyCLIPSize=ViT-L/14, Training Protocol=Training-free2025.1283.2
NACLIPSize=ViT-B/16, Training Protocol=Training-free2025.1283
LaVGSize=ViT-B/16, Training Protocol=Training-free2025.1282.5
CLIPtraseSize=ViT-B/16, Training Protocol=Training-free2025.1281.2
CLIP-DINOiserSize=ViT-B/16, Training Protocol=Training-based2025.1280.9
ClearCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1280.9
SCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1280.4
ProxyCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1280.3
MaskCLIPSize=ViT-B/16, Training Protocol=Training-free2025.1274.9
CLIPSize=ViT-B/16, Training Protocol=Training-free2025.1241.9