notesum.ai
Published at November 26Dual-Representation Interaction Driven Image Quality Assessment with Restoration Assistance
eess.IV
cs.CV
Released Date: November 26, 2024
Authors: Jingtong Yue1, Xin Lin1, Zijiu Yang1, Chao Ren1
Aff.: 1Sichuan University

| Methods | Conference/Journal | LIVE | KADID-10K | KonIQ-10k | CLIVE | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| SROCC | PLCC | SROCC | PLCC | SROCC | PLCC | SROCC | PLCC | |||
| BRISQUE [32] | TIP2002 | 0.939 | 0.935 | 0.528 | 0.567 | 0.665 | 0.681 | 0.608 | 0.629 | |
| CORNIA [51] | CVPR2012 | 0.947 | 0.950 | 0.516 | 0.558 | 0.780 | 0.795 | 0.629 | 0.671 | |
| DB-CNN [48] | TCSVT2018 | 0.968 | 0.971 | 0.851 | 0.856 | 0.875 | 0.884 | 0.851 | 0.869 | |
| PQR [53] | CVPR2017 | 0.965 | 0.971 | - | - | 0.880 | 0.884 | 0.857 | 0.882 | |
| PaQ-2-PiQ [52] | CVPR2019 | - | - | - | - | 0.870 | 0.880 | 0.840 | 0.850 | |
| HyperIQA [44] | CVPR2020 | 0.962 | 0.966 | 0.852 | 0.845 | 0.906 | 0.917 | 0.859 | 0.882 | |
| CONTRIQUE [29] | TIP2021 | 0.960 | 0.961 | 0.934 | 0.937 | 0.894 | 0.906 | 0.845 | 0.857 | |
| QPT [57] | CVPR2023 | - | - | - | - | 0.927 | 0.941 | 0.895 | 0.914 | |
| MUSIQ [17] | ICCV2021 | - | - | - | - | 0.916 | 0.928 | - | - | |
| TRes [9] | WACV2022 | 0.969 | 0.968 | 0.859 | 0.858 | 0.915 | 0.928 | 0.846 | 0.877 | |
| Re-IQA [38] | CVPR2023 | 0.970 | 0.971 | 0.872 | 0.885 | 0.914 | 0.923 | 0.840 | 0.854 | |
| DRI-IQA (Ours) | WACV2025 | 0.982 | 0.984 | 0.941 | 0.943 | 0.936 | 0.948 | 0.861 | 0.886 | |