Visual Question Answering on RS-Neg VQA (test)
86.26Object AccuracyNeFo
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| NeFoBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 86.26 | 72.09 | 61.69 | 79.52 | |
| NeFoBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 81.04 | 66.08 | 66.99 | 75.42 | |
| Qwen2.5-VLBase Model=Qwen2.5-VL, Adaptation=None2026.06 | 80.19 | 69.48 | 60.47 | 74.96 | |
| SARBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 79.79 | 65.57 | 67.42 | 74.57 | |
| NeFoBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 79.05 | 65.62 | 72.46 | 74.75 | |
| TentBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 77.52 | 68.89 | 59.95 | 73.09 | |
| TentBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 77.48 | 67.17 | 68.38 | 73.68 | |
| RS-LLaVABase Model=RS-LLaVA, Adaptation=None2026.06 | 77.32 | 65.07 | 69.24 | 73.15 | |
| TentBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 76.72 | 64.69 | 67.07 | 72.41 | |
| TLMBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 76.25 | 66.58 | 67.51 | 72.66 | |
| Qwen3-VLBase Model=Qwen3-VL, Adaptation=None2026.06 | 76 | 63.64 | 65.33 | 71.47 | |
| NeFoBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 75.26 | 59.77 | 63.25 | 69.76 | |
| TLMBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 72.67 | 66.2 | 59.08 | 69.3 | |
| GeoReasonBase Model=GeoReason, Adaptation=None2026.06 | 72.26 | 57.38 | 63.34 | 67.3 | |
| SARBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 72.09 | 60.99 | 67.33 | 68.63 | |
| TentBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 69.96 | 56.07 | 60.34 | 64.88 | |
| SARBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 68.35 | 61.75 | 56.91 | 65.21 | |
| TLMBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 67.24 | 62.51 | 70.03 | 66.37 | |
| TLMBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 65.18 | 62.76 | 59.25 | 63.81 | |
| SARBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 55.81 | 44.22 | 50.65 | 52.17 |