Aesthetic Assessment on PhotoBench (test)
68.32CompositionPhotoEye
Evaluation Results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| PhotoEyeLLM Backbone=Vicuna-v1.5-7B2025.09 | 68.32 | 61.39 | 72.97 | 65.69 | 76 | 77.78 | 69.66 | 80.95 | 70.7 | 75 | 61.9 | 73.92 | |
| GPT-4o (2024-08-06)LLM Backbone=Proprietary Model2025.09 | 68.11 | 60.24 | 59.09 | 62.75 | 63.97 | 63.74 | 54.48 | 58.57 | 59.87 | 69.44 | 61.9 | 64.12 | |
| AesExpertLLM Backbone=Vicuna-v1.5-7B2025.09 | 51.49 | 60.24 | 56.82 | 53.99 | 61.03 | 64.33 | 46.21 | 61.9 | 52.87 | 72.97 | 33.32 | 60.01 | |
| LLaVA-v1.6-34BLLM Backbone=Hermes-2-Yi-34B2025.09 | 47.69 | 52.56 | 56.82 | 49.33 | 65.44 | 53.8 | 56.55 | 53.33 | 52.87 | 66.67 | 28.57 | 55.68 | |
| Q-InstructLLM Backbone=Vicuna-v1.5-7B2025.09 | 31.02 | 34.77 | 40.91 | 31.37 | 54.38 | 44.44 | 46.21 | 46.19 | 38.85 | 55.56 | 19.05 | 43.86 | |
| UNIAALLM Backbone=Vicuna-v1.5-7B2025.09 | 29.89 | 38.61 | 45.45 | 39.56 | 40.19 | 29.24 | 25.52 | 38.57 | 40.13 | 30.56 | 23.81 | 36.87 |