Fine-Grained Aesthetic Assessment (Series-level) on FGAesthetics AIGC
56.1Series-level AccuracyFGAesQ (w DiffToken)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| FGAesQ (w DiffToken)Params=86.3M, DiffToken=Enabled2026.03 | 56.1 | 48.2 | |
| FGAesQ (w/o DiffToken)Params=86.3M, DiffToken=Disabled2026.03 | 51.7 | 44.2 | |
| VILA (Fine-tuned)Params=303M, Evaluation Protocol=Fine-tuned2026.03 | 50.4 | 29.1 | |
| UNIAA (arXiv 2024)Params=7.06B2026.03 | 48.6 | 25.6 | |
| Charm (Fine-tuned)Params=85.7M, Evaluation Protocol=Fine-tuned2026.03 | 47.8 | 25.4 | |
| RealQA (arXiv 2025)Params=8.29B2026.03 | 46.4 | 30.8 | |
| Q-Align (ICML 2024)Params=8.20B2026.03 | 46.2 | 31 | |
| Charm (CVPR 2025)Params=85.7M2026.03 | 44.8 | 24.7 | |
| TANet (IJCAI 2022)Params=13.9M2026.03 | 44.7 | 19.5 | |
| VILA (CVPR 2023)Params=303M2026.03 | 43.8 | 24.5 | |
| NIMA (Fine-tuned)Params=54.3M, Evaluation Protocol=Fine-tuned2026.03 | 42.9 | 19.6 | |
| MLSP (CVPR 2019)Params=114 M2026.03 | 41.4 | 18.2 | |
| MUSIQ (Fine-tuned)Params=78.6M, Evaluation Protocol=Fine-tuned2026.03 | 38.6 | 14.5 | |
| NIMA (TIP 2018)Params=54.3M2026.03 | 37.9 | 13.7 | |
| MUSIQ (ICCV 2021)Params=78.6M2026.03 | 34.4 | 5.4 |