Multiple Choice Questioning on RS-Neg MCQ (test)
65.73Object AccuracyNeFo
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| NeFoBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 65.73 | 65.49 | 62.3 | 65.46 | |
| NeFoBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 64.9 | 63.84 | 61.78 | 64.55 | |
| SARBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 61.62 | 62.58 | 59.95 | 61.64 | |
| TentBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 61.11 | 61.82 | 58.38 | 61.02 | |
| TLMBase Model=Qwen3-VL, Adaptation=Test-Time Learning2026.06 | 58.09 | 58.66 | 53.66 | 57.87 | |
| Qwen3-VLBase Model=Qwen3-VL, Adaptation=None2026.06 | 57.29 | 58.15 | 55.76 | 57.3 | |
| TentBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 56.11 | 55.63 | 52 | 55.77 | |
| SARBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 55.84 | 55.37 | 52.09 | 55.52 | |
| Qwen2.5-VLBase Model=Qwen2.5-VL, Adaptation=None2026.06 | 54.22 | 55.25 | 53.14 | 54.29 | |
| NeFoBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 52.78 | 57.9 | 51.31 | 53.39 | |
| TLMBase Model=Qwen2.5-VL, Adaptation=Test-Time Learning2026.06 | 49.42 | 48.42 | 46.86 | 49.43 | |
| SARBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 45.91 | 53.6 | 51.05 | 47.33 | |
| TLMBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 44.85 | 49.56 | 44.76 | 45.5 | |
| GeoReasonBase Model=GeoReason, Adaptation=None2026.06 | 44.36 | 50.57 | 49.74 | 45.59 | |
| TentBase Model=GeoReason, Adaptation=Test-Time Learning2026.06 | 34.12 | 37.42 | 32.72 | 34.48 | |
| NeFoBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 22.41 | 32.49 | 31.94 | 24.46 | |
| RS-LLaVABase Model=RS-LLaVA, Adaptation=None2026.06 | 21.57 | 32.24 | 31.41 | 23.72 | |
| TLMBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 20.64 | 31.73 | 30.63 | 22.85 | |
| SARBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 20.19 | 31.23 | 31.41 | 22.48 | |
| TentBase Model=RS-LLaVA, Adaptation=Test-Time Learning2026.06 | 19.39 | 30.72 | 30.37 | 21.71 |