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ResearchFormerly WizWand

Image Classification on WHU-RS19

99.8AccuracyCLAdapter
26.4845.51564.5583.585May 23, 2023Nov 25, 2023May 30, 2024Dec 2, 2024Jun 7, 2025Dec 10, 2025Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
CLAdapterbackbone=ConvNeXt-B2025.1299.8
SOTASetting=Transductive, Transductive Inference (TransCLIP)=false2025.0699.3
CLAdapterbackbone=ViT-B2025.1299.2
MS2AP2025.1298.88
T-GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0698.7
GeoMELTBackbone=BEiT-3, zero-shot=true2025.1298.54
GeoVLM-R1Backbone=Qwen2.5VL-3B, zero-shot=true2025.1297.91
T-RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0697.9
SF-MSFormer2025.1297.8
T-SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=true2025.0697.8
EMTCAL*2025.1297.6
RSFJR2025.1297.48
S-CLIPModel=ViT-B/162023.0597.3
S-CLIPModel=ViT-B/322023.0597.2
Swin2025.1297.12
CLIPModel=ViT-B/16, Training Mode=fine-tune2023.0596.7
ViT2025.1296.42
EarthDialBackbone=Phi-3, zero-shot=true2025.1296.21
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0696.12
RemoteCLIPBackbone=ViT-B-32, zero-shot=true2023.0696.12
Earth-Agent2025.0996.12
S-CLIPModel=ResNet-502023.0595.8
CLIPModel=ViT-B/32, Training Mode=fine-tune2023.0595.8
VHM2025.0995.8
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0695.3
RemoteCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0695.2
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0695.15
RemoteCLIPBackbone=ResNet-50, zero-shot=true2023.0695.15
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0695.1
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0694.66
RemoteCLIPBackbone=ViT-L-14, zero-shot=true2023.0694.66
RemoteCLIPBackbone=ViT-B, zero-shot=true2025.1294.17
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0694.1
CLIPModel=ResNet-50, Training Mode=fine-tune2023.0593.9
DCA-Fusion2025.1293.56
LHRS-Bot2025.0993.17
SkySenseGPTParams.=7B2026.0593.16
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0693
GLM162025.1292.99
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0692.9
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0692.8
RemoteCLIPBackbone=ViT-L, zero-shot=true2025.1292.72
VHMParams.=7B2026.0591.84
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0691.7
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0691.3
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0691.2
SkyCLIP50Setting=Transductive, Transductive Inference (TransCLIP)=false2025.0691
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0690.9
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0690.9
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0690.8
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0690.7
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0690.7
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0690.6
T-CLIPSetting=Transductive, Transductive Inference (TransCLIP)=true2025.0690.3
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0690.2
Gemini-2.02026.0590
SkyNativeParams.=8B2026.0590
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0690
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0690
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0689.9
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0689.8
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0689.5
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0689.5
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0689.4
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0689.2
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0689.2
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0689
GeoRSCLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0688.8
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0688.2
GM2025.1288.16
CLIPBackbone=ViT-L, zero-shot=true2025.1287.86
CLIPBackbone=ViT-L-14, zero-shot=true2023.0687.5
CLIPBackbone=ViT-L-14, zero-shot=true2023.0687.5
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0687.4
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0687.2
Geochat2025.0986.47
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0686.3
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0685.5
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0685.5
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0685
Qwen2.5-VLParams.=7B2026.0584.74
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0683.3
CLIPSetting=Transductive, Transductive Inference (TransCLIP)=false2025.0681.1
CLIPBackbone=ViT-B-32, zero-shot=true2023.0680.61
CLIPBackbone=ViT-B-32, zero-shot=true2023.0680.61
GeoChatBackbone=LLaVA-1.5-7B, zero-shot=true2025.1280.09
Cross-Scale MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.0179.8
Scale-MAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.0179.5
VoCoTParams.=7B2026.0576.84
Claude-42026.0576.32
LLaVA-1.52025.0974.52
CLIPBackbone=ViT-B, zero-shot=true2025.1273.79
EVEv2Params.=7B2026.0573.42
EarthDialParams.=4B2026.0573.42
SatMAEEvaluation protocol=Average KNN, Scale ratios=12.5%, 25%, 50%, 100%2024.0169.9
CLIPBackbone=ResNet-50, zero-shot=true2023.0669.42
CLIPBackbone=ResNet-50, zero-shot=true2023.0669.42
MiniGPT-v22025.0964.8
Domain-Aware Reinforcement Fine-TuningBase Model=QwenVL, Fine-tuning Strategy=Reinforcement Fine-Tuning2026.0144.4
QwenVLBase Model=QwenVL2026.0129.3