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ResearchFormerly WizWand

Image Classification on OPTIMAL-31

98.66AccuracyGeoMELT
62.405671.817881.2390.6422Jun 19, 2023Dec 18, 2023Jun 17, 2024Dec 16, 2024Jun 16, 2025Dec 15, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1298.66
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0693
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0690.05
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0690.05
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0687.8
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0687.3
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0686.5
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0685.3
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0685.2
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0684.9
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0684.1
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0683.8
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0683.5
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0683.2
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0683.1
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0683.1
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0683.1
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0682.9
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0682.5
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0682.4
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0681.2
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0681
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0680.9
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0680.9
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0680.7
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1280.65
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0680.6
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0679.9
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0679.8
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0679.7
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0679.6
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0679.5
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0679.3
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1279.03
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0679
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0678.8
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0678.5
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0677.96
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0677.96
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0677.7
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0677.6
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0677.5
CLIPBackbone=ViT-L-14, zero-shot=true2023.0676.83
CLIPBackbone=ViT-L-14, zero-shot=true2023.0676.83
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0676.5
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0676
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0675.9
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0674.5
CLIPBackbone=ViT-L, zero-shot=true2025.1273.92
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0673
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0672.2
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0670.16
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0670.16
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0669.5
CLIPBackbone=ViT-B-32, zero-shot=true2023.0668.62
CLIPBackbone=ViT-B-32, zero-shot=true2023.0668.62
CLIPBackbone=ViT-B, zero-shot=true2025.1266.13
CLIPBackbone=ResNet-50, zero-shot=true2023.0664.52
CLIPBackbone=ResNet-50, zero-shot=true2023.0664.52
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0663.8