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ResearchFormerly WizWand

Image Classification on RSI-CB128

49.4AccuracyT-SkyCLIP50
12.53222.103531.67541.2465Jun 19, 2023Dec 18, 2023Jun 17, 2024Dec 16, 2024Jun 16, 2025Dec 15, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0649.4
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0648.5
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0647.6
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0643.9
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0642.8
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0642.3
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0641.4
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0641.3
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0640.7
CLIPBackbone=ViT-L-14, zero-shot=true2023.0640.23
CLIPBackbone=ViT-L-14, zero-shot=true2023.0640.23
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0640.2
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0639.8
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0639.8
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0639.5
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0639
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0637.8
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1237.23
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0637.22
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0637.22
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1236.13
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0635.5
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0635.4
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0634.8
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0634.5
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0634.1
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0633.9
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0633.6
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0633.2
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0633.2
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0633.2
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0633.2
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0632.7
CLIPBackbone=ViT-L, zero-shot=true2025.1232.69
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0631.4
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0631.1
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0630.9
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0630.8
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0630.3
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0630.3
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0629.9
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0629
CLIPBackbone=ViT-B-32, zero-shot=true2023.0628.88
CLIPBackbone=ViT-B-32, zero-shot=true2023.0628.88
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0628.6
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0627.7
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0627.7
CLIPBackbone=ResNet-50, zero-shot=true2023.0626.56
CLIPBackbone=ResNet-50, zero-shot=true2023.0626.56
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0626.2
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0626.2
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0626
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1225.88
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0624.18
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0624.18
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0622
CLIPBackbone=ViT-B, zero-shot=true2025.1220.09
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0616.3
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0613.95
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0613.95