Metric: KLCC (higher is better)
| # | Model↕ | KLCC▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | UNIQUE | 0.7648 | No | UNIQUE: Unsupervised Image Quality Estimation | 2018-10-15 | Code |
| 2 | LINEARITY | 0.7589 | No | Norm-in-Norm Loss with Faster Convergence and Be... | 2020-08-10 | Code |
| 3 | MUSIQ | 0.7433 | No | MUSIQ: Multi-scale Image Quality Transformer | 2021-08-12 | Code |
| 4 | SPAQ MT-S | 0.7186 | No | - | - | Code |
| 5 | SPAQ MT-A | 0.7148 | No | - | - | Code |
| 6 | SPAQ BL | 0.7106 | No | - | - | Code |
| 7 | PaQ-2-PiQ | 0.7079 | No | From Patches to Pictures (PaQ-2-PiQ): Mapping th... | 2019-12-20 | Code |
| 8 | NIMA | 0.6745 | No | NIMA: Neural Image Assessment | 2017-09-15 | Code |
| 9 | KonCept512 | 0.6608 | No | KonIQ-10k: An ecologically valid database for de... | 2019-10-14 | Code |
| 10 | MEON | 0.3755 | No | - | - | - |