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ResearchFormerly WizWand

Classification on RS-Neg

66.63AccuracyNeFo
30.33439.75749.1858.603Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
NeFoBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.0666.63
TentBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.0661.9
SARBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.0661.51
TLMBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.0660.78
Qwen2.5-VLEvaluation Mode=Zero-shot transfer2026.0660.37
NeFoBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.0654.75
NeFoBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.0651.33
Qwen3-VLEvaluation Mode=Zero-shot transfer2026.0651.31
TLMBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.0650.2
GeoReasonEvaluation Mode=Zero-shot transfer2026.0649.22
NeFoBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.0648.47
SARBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.0648
TLMBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.0646.8
TentBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.0646.75
TLMBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.0645.27
TentBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.0645.16
RS-LLaVAEvaluation Mode=Zero-shot transfer2026.0644.18
TentBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.0641.59
SARBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.0639.98
SARBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.0631.73