Generative Model Evaluation on AGIQA
333.3AttnGAN Performance ScoreDINO-FID
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| DINO-FIDReference=CVPR’232026.03 | 333.3 | 340 | 764.9 | 413.6 | 170.6 | 316.6 | 0.657 | 0.6 | 13.5 | |
| FIDReference=NeurIPS’172026.03 | 77.7 | 77.5 | 101.45 | 59.45 | 41.2 | 78.45 | 0.771 | 0.6 | 11.9 | |
| MUSIQReference=ICCV’212026.03 | 46.6 | 55.1 | 36.8 | 51.7 | 60.2 | 66.8 | 0.486 | 0.333 | 34.2 | |
| ISReference=NeurIPS’162026.03 | 13.8 | 15.8 | 16.8 | 20.8 | 26.6 | 15.2 | 0.543 | 0.467 | 22.4 | |
| DEQAReference=CVPR’252026.03 | 2.117 | 3.139 | 1.642 | 3.169 | 3.665 | 4.014 | 0.886 | 0.733 | 11.8 | |
| Human2026.03 | 0.986 | 2.624 | 1.092 | 3.007 | 2.752 | 3.298 | — | — | — | |
| CLIP-IQAReference=ACCV’232026.03 | 0.772 | 0.785 | 0.812 | 0.765 | 0.761 | 0.78 | -0.086 | -0.067 | 60.4 | |
| CLIP-FIDReference=NeurIPS’222026.03 | 0.607 | 0.547 | 0.676 | 0.572 | 0.451 | 0.656 | 0.714 | 0.467 | 17 | |
| CMMSReference=Ours2026.03 | 0.57 | 0.588 | 0.512 | 0.595 | 0.592 | 0.62 | 0.943 | 0.867 | 5 | |
| QUALIReference=Arxiv’252026.03 | 0.511 | 0.635 | 0.374 | 0.55 | 0.641 | 0.713 | 0.771 | 0.733 | 12.2 | |
| CMMDReference=CVPR’242026.03 | 0.18 | 0.097 | 0.156 | 0.111 | 0.098 | 0.105 | 0.657 | 0.6 | 14.2 | |
| CHDReference=Ours2026.03 | 0.135 | 0.128 | 0.162 | 0.099 | 0.131 | 0.134 | 0.829 | 0.733 | 11.2 | |
| KIDReference=ICLR’182026.03 | 0.031 | 0.024 | 0.076 | 0.033 | 0.025 | 0.036 | 0.486 | 0.333 | 23.6 |