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Published at November 26

Dual-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

Arxiv: http://arxiv.org/abs/2411.17390v1

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Methods	Conference/Journal	LIVE		KADID-10K		KonIQ-10k		CLIVE
Methods	Conference/Journal	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