Visual Grounding on RS-Neg
83.49IoU@0.25NeFo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NeFoBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 83.49 | 69.24 | 40.94 | |
| SARBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 83.25 | 69.2 | 41.38 | |
| Qwen3-VLEvaluation Mode=Zero-shot transfer2026.06 | 82.65 | 69 | 41.1 | |
| NeFoBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 81.16 | 63.37 | 34.46 | |
| TentBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 79.55 | 66.67 | 40.14 | |
| TLMBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 74.44 | 55.92 | 28.02 | |
| TLMBase Model=Qwen3-VL, Evaluation Mode=Zero-shot transfer2026.06 | 74.03 | 57.45 | 32.49 | |
| TentBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 73.83 | 55.35 | 28.38 | |
| Qwen2.5-VLEvaluation Mode=Zero-shot transfer2026.06 | 72.54 | 54.03 | 27.66 | |
| SARBase Model=Qwen2.5-VL, Evaluation Mode=Zero-shot transfer2026.06 | 70.97 | 53.74 | 27.54 | |
| GeoReasonEvaluation Mode=Zero-shot transfer2026.06 | 65.9 | 46.94 | 21.94 | |
| NeFoBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 64.69 | 45.85 | 21.94 | |
| TLMBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 27.9 | 16.63 | 5.43 | |
| NeFoBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 25.89 | 4.23 | 0.28 | |
| TLMBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 22.83 | 3.1 | 0.08 | |
| RS-LLaVAEvaluation Mode=Zero-shot transfer2026.06 | 22.75 | 3.06 | 0.04 | |
| TentBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 22.19 | 2.86 | 0.08 | |
| SARBase Model=RS-LLaVA, Evaluation Mode=Zero-shot transfer2026.06 | 20.69 | 2.78 | 0.08 | |
| SARBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 13.37 | 6.48 | 2.05 | |
| TentBase Model=GeoReason, Evaluation Mode=Zero-shot transfer2026.06 | 4.31 | 1.97 | 0.6 |