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ResearchFormerly WizWand

Image Classification on RSC11

79.7AccuracyT-RemoteCLIP
45.06854.05963.0572.041Jun 19, 2023Dec 18, 2023Jun 17, 2024Dec 16, 2024Jun 16, 2025Dec 15, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0679.7
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0678.8
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0678.6
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1278.58
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0678.1
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0677.1
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0674.9
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0674.9
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0674.9
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0674.4
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0672.9
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0672.8
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0672.7
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0672.5
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0670.5
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0670.1
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0668.9
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1268.43
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0668.4
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0668.3
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0667.9
CLIPBackbone=ViT-L-14, zero-shot=true2023.0667.11
CLIPBackbone=ViT-L-14, zero-shot=true2023.0667.11
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0667.1
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0667
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0666.93
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0666.93
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0666.7
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0666.4
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0666.4
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0666.2
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0665.5
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0665.3
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0665.1
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0665
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0664.94
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0664.94
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0664.7
CLIPBackbone=ResNet-50, zero-shot=true2023.0664.54
CLIPBackbone=ResNet-50, zero-shot=true2023.0664.54
CLIPBackbone=ViT-L, zero-shot=true2025.1264.26
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0664.2
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0663.6
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0663.4
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0663.1
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.9
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0662.6
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0662.4
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.3
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0662.3
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0662.1
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0661.8
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0661.8
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0661.2
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0661.1
CLIPBackbone=ViT-B-32, zero-shot=true2023.0658.35
CLIPBackbone=ViT-B-32, zero-shot=true2023.0658.35
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1257.16
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0655.5
CLIPBackbone=ViT-B, zero-shot=true2025.1246.4