List your company
ResearchFormerly WizWand

Remote Sensing Classification on SIRI-WHU

78.88Top-1 AccRS-EoT
15.263231.779148.29564.8109Dec 30, 2025Jan 26, 2026Feb 23, 2026Mar 23, 2026Apr 20, 2026May 18, 2026Jun 15, 2026
Updated 4mo ago

Evaluation results

MethodLinks
RS-EoTModel Category=Open-source Reasoning Vision-Language Models2026.0378.88
GeoSolverModel Category=Ours2026.0376
ChatGPT-5Model Category=Closed-source Commercial Vision-Language Models2026.0375
EarthDialModel Category=Open-source Remote Sensing Vision-Language Models2026.0373.42
RemoteCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0672.6
Gemini-2.0-flashModel Category=Closed-source Commercial Vision-Language Models2026.0372
VHMLLM=Vicuna-1.5-7B2025.1270.88
Kimi-VL-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.0369
RemoteCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0668.3
Qwen2.5-VLModel Category=Open-source Vision-Language Models2026.0367.33
MF-RSVLMLLM=Vicuna-1.5-7B2025.1267.29
RemoteCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0667
MetaCLIP-2.5BArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0666.8
InternVL3.5LLM=InternVL3.52025.1266.67
CLIP LAION-RSArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0666.6
MetaCLIP-400MArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0666.5
SkyCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0666.5
MetaCLIP-2.5BArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0665.8
CLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0665.2
Claude-sonnet-4Model Category=Closed-source Commercial Vision-Language Models2026.0364.33
VHMModel Category=Open-source Remote Sensing Vision-Language Models2026.0364.33
RemoteCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0663.9
GeoRSCLIPArchitecture=ViT-L/14, Setting=Zero-shot, Template=DST2026.0663.7
SigLIPArchitecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0663.1
SigLIP2Architecture=ViT-L/16, Setting=Zero-shot, Template=DST2026.0662.9
LHRS-BotLLM=LLaMA-2-7B2025.1262.66
MetaCLIP-400MARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.6
SigLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0662.5
MetaCLIP-2.5BARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0662.3
Qwen2.5-VLLLM=Qwen2.5-7B2025.1261.54
MiniCPM-V-2.6LLM=Qwen2-7B2025.1261.5
GeoRSCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0661.1
SkyCLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0661.1
CLIP LAION-RSARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0660.8
GeoRSCLIPARCH=ViT-B/32, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0660.6
MetaCLIP-400MArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0660.5
SigLIP2Architecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0660.5
EarthDialLLM=Phi-3-mini2025.1260.42
SigLIP2ARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0660.4
GLM-4.1V-ThinkingModel Category=Open-source Reasoning Vision-Language Models2026.0360.33
GeoRSCLIPArchitecture=ViT-B/32, Setting=Zero-shot, Template=DST2026.0660.3
SigLIPARCH=ViT-L/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0658.3
MetaCLIP-400MARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0657.9
CLIPARCH=ViT-L/14, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0657.8
InternVL2.5LLM=InternLM-2.52025.1257.67
MetaCLIP-2.5BARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0657.3
SigLIP2ARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0657.2
SigLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0655.6
SkySenseGPTModel Category=Open-source Remote Sensing Vision-Language Models2026.0355.33
CLIPArchitecture=ViT-B/16, Setting=Zero-shot, Template=DST2026.0655.3
mPLUG-OWL2LLM=LLaMA-2-7B2025.1254.83
RemoteCLIPARCH=RN-50, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0654.7
Qwen-VLLLM=Qwen-7B2025.1254.58
RemoteCLIPArchitecture=RN-50, Setting=Zero-shot, Template=DST2026.0654
GeoChatLLM=Vicuna-1.5-7B2025.1253.17
CLIPARCH=ViT-B/16, Zero-shot=true, Approach=Meta-prompting (LLaMA-3.1)2026.0652.9
InternLM-XComposeLLM=InternLM-7B2025.1246.83
Phi-3.5-VisionLLM=Phi-3.52025.1240.42
MiniGPTv2LLM=LLaMA-2-7B2025.1235.46
MiniGPT-v2Model Category=Open-source Vision-Language Models2026.0326.67
InstructBLIPLLM=Vicuna-7B2025.1218.2
LLaVA-1.5LLM=Vicuna-1.5-7B2025.1217.71