Construction Year Estimation on YearGuessr 1.0 (test)
33.08MAEGemini1.5-pro
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| Gemini1.5-pro2025.12 | 33.08 | 74.09 | 28.18 | 63.5 | 83.27 | 93.14 | |
| Gemini2.0-flash2025.12 | 33.91 | 73.5 | 29.71 | 62.61 | 82.46 | 92.75 | |
| Grok22025.12 | 35.28 | 73.74 | 27.57 | 61.31 | 81.9 | 93.02 | |
| Gemma3-27B2025.12 | 36.48 | 70.83 | 25.58 | 58.46 | — | 92.53 | |
| Gemma3-12B2025.12 | 36.97 | 70.67 | 24.82 | 58.1 | 80.71 | 92.28 | |
| GLM-4v-9B2025.12 | 38.27 | 70.85 | 20.03 | 55.6 | 79.79 | 91.73 | |
| YearCLIP2025.12 | 39.38 | 68.67 | 18.5 | 54.17 | 79.52 | 91.85 | |
| NumCLIP2025.12 | 40.01 | 69.12 | 19.35 | 54.4 | 79.53 | 91.76 | |
| Qwen25VL-7B2025.12 | 40.06 | 70.21 | 19.88 | 53.86 | 77.42 | 91.1 | |
| Gemma3-4B2025.12 | 40.97 | 68.05 | 22.78 | 55.14 | 78.76 | 91.67 | |
| CogVLM2-19B2025.12 | 41.5 | 66.74 | 18.39 | 52.34 | 77.65 | 90.74 | |
| Qwen25VL-32B2025.12 | 41.66 | 67.02 | 20.31 | 52.97 | 77.05 | 90.91 | |
| GPT4o-mini2025.12 | 42.69 | 68.95 | 22.75 | 54.51 | 76.43 | 89.62 | |
| GeoCLIP2025.12 | 44.32 | 70.16 | 24.48 | 56.25 | 77.8 | 89.57 | |
| Claude3-haiku2025.12 | 47.88 | 62.03 | 16.13 | 47.42 | 73.21 | 88.47 | |
| LLaVA15-7B2025.12 | 51.05 | 59.48 | 13.46 | 44.4 | 72.09 | 87.5 | |
| LLaVA-v16-7B2025.12 | 52.01 | 60.32 | 13.68 | 42.48 | 71.39 | 88.14 | |
| Phi-4-MM-instruct2025.12 | 52.78 | 55.32 | 12.74 | 42.1 | 70.86 | 87.72 | |
| InternVL3-8B2025.12 | 54.24 | 60.24 | 16.2 | 46.26 | 73.39 | 89.6 | |
| InternVL3-9B2025.12 | 58.95 | 60.71 | 15.6 | 45.6 | 72.5 | 88.36 | |
| LLaVA15-13B2025.12 | 60.08 | 61.52 | 10.72 | 36.26 | 66.76 | 84.24 | |
| InternVL3-38B2025.12 | 61.79 | 68.47 | 20.37 | 53.06 | 77.4 | 90.19 | |
| InternVL3-14B2025.12 | 63.35 | 59.61 | 16.61 | 46.32 | 72.1 | 88.22 | |
| InternVL2-4B2025.12 | 67.15 | 55.46 | 12 | 37.76 | 66.91 | 85.88 | |
| InternVL2-26B2025.12 | 77.22 | 63.49 | 16.84 | 47.79 | 73.38 | 87.71 | |
| CLIPzero-shot=true2025.12 | 78.23 | 55.43 | 12.78 | 36.81 | 58.05 | 78.55 | |
| Qwen25VL-3B2025.12 | 91.38 | 63.57 | 16.54 | 49.42 | 74.46 | 88.63 | |
| InternVL3-2B2025.12 | 101.1 | 52.98 | 10.98 | 35.39 | 64.72 | 83.7 | |
| MiniCPM-V2-6B2025.12 | 107.01 | 60.02 | 15.09 | 45.03 | 69.99 | 85.75 | |
| InternVL2-2B2025.12 | 145.68 | 48.75 | 9.73 | 31.92 | 58.97 | 79.28 | |
| LLaVA-v16-13B2025.12 | 169.21 | 58.06 | 12.34 | 39.83 | 65.82 | 81.69 | |
| InternVL2-8B2025.12 | 196.69 | 52.94 | 11.62 | 36.36 | 62.08 | 78.44 |