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ResearchFormerly WizWand

Image Classification on MLRSNet

81.1AccuracySOTA
39.063249.976660.8971.8034Jun 19, 2023Dec 18, 2023Jun 17, 2024Dec 16, 2024Jun 16, 2025Dec 15, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0681.1
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1273.21
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0673.2
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0671.9
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0670.7
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0670.2
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0670.2
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0668.9
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0668.3
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0668.1
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0667.8
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0666.7
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0666.32
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0666.32
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0666.1
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0665.8
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0665.7
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0665.6
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0665
CLIPBackbone=ViT-L-14, zero-shot=true2023.0664.89
CLIPBackbone=ViT-L-14, zero-shot=true2023.0664.89
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0664.7
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0664.4
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0664.2
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0664.1
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0663.5
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0663.2
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.7
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0662.7
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.6
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.5
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0662.5
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.3
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1261.67
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0661.6
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0660.8
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0660.7
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0659.8
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0659.3
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0659.28
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0659.28
CLIPBackbone=ViT-L, zero-shot=true2025.1259.09
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0658.3
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0658.2
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1257.91
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0657.2
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0656.9
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0656.7
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0656.5
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0656.3
CLIPBackbone=ViT-B-32, zero-shot=true2023.0655.29
CLIPBackbone=ViT-B-32, zero-shot=true2023.0655.29
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0651.2
CLIPBackbone=ResNet-50, zero-shot=true2023.0645.54
CLIPBackbone=ResNet-50, zero-shot=true2023.0645.54
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0645.2
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0642.3
CLIPBackbone=ViT-B, zero-shot=true2025.1241.12
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0640.68
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0640.68