Classification on RS-Neg
66.63AccuracyNeFo
Evaluation Results
| Method | Links | |
|---|---|---|
| NeFoBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 66.63 | |
| TentBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 61.9 | |
| SARBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 61.51 | |
| TLMBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 60.78 | |
| Qwen2.5-VLEvaluation Mode=Zero-shot transfer2026.06 | 60.37 | |
| NeFoBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 54.75 | |
| NeFoBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 51.33 | |
| Qwen3-VLEvaluation Mode=Zero-shot transfer2026.06 | 51.31 | |
| TLMBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 50.2 | |
| GeoReasonEvaluation Mode=Zero-shot transfer2026.06 | 49.22 | |
| NeFoBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 48.47 | |
| SARBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 48 | |
| TLMBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 46.8 | |
| TentBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 46.75 | |
| TLMBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 45.27 | |
| TentBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 45.16 | |
| RS-LLaVAEvaluation Mode=Zero-shot transfer2026.06 | 44.18 | |
| TentBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 41.59 | |
| SARBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 39.98 | |
| SARBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 31.73 |