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ResearchFormerly WizWand

Image Classification on RSI-CB256

61.8AccuracyT-GeoRSCLIP
28.10436.85245.654.348Jun 19, 2023Dec 18, 2023Jun 17, 2024Dec 16, 2024Jun 16, 2025Dec 15, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0661.8
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0661.1
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0659.1
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0655.7
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0653.5
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0653.1
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0652.82
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0652.82
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1251.55
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0651
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0650.8
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0650.4
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0649.3
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0649.2
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0648.9
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0648.9
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0648.7
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0648.6
CLIPBackbone=ViT-L-14, zero-shot=true2023.0647.94
CLIPBackbone=ViT-L-14, zero-shot=true2023.0647.94
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0647.9
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0647.1
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0646.5
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1246.45
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0646.4
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0646.4
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0644.8
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0644.8
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0644.4
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0644
CLIPBackbone=ViT-L, zero-shot=true2025.1243.65
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0643
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0642.7
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1242.56
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641.7
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0641.5
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641.5
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0641.4
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641.2
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0641.1
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0640.3
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0640
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0639.7
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0639.5
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0639.5
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0639.4
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0639
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0639
CLIPBackbone=ViT-B-32, zero-shot=true2023.0637.35
CLIPBackbone=ViT-B-32, zero-shot=true2023.0637.35
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0637.2
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0636.8
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0635
CLIPBackbone=ResNet-50, zero-shot=true2023.0634.24
CLIPBackbone=ResNet-50, zero-shot=true2023.0634.24
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0633.03
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0633.03
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0631.8
CLIPBackbone=ViT-B, zero-shot=true2025.1229.4