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Published at November 21

RestorerID: Towards Tuning-Free Face Restoration with ID Preservation

cs.CV

Released Date: November 21, 2024

Authors: Jiacheng Ying¹, Mushui Liu¹, Zhe Wu¹, Runming Zhang¹, Zhu Yu¹, Siming Fu¹, Si-Yuan Cao¹, Chao Wu¹, Yunlong Yu¹, Hui-Liang Shen¹

Aff.: ¹Zhejiang University

Arxiv: http://arxiv.org/abs/2411.14125v1

Methods	Ref	Light Degradation						Heavy Degradation
Methods	Ref	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	MUSIQ $\uparrow$	LMSE $\downarrow$	ID $\uparrow$	PSNR $\uparrow$	SSIM $\uparrow$	LPIPS $\downarrow$	MUSIQ $\uparrow$	LMSE $\downarrow$	ID $\uparrow$
DR2 + SPAR [35]	✗	25.21	0.750	0.193	44.85	2.831	0.711	21.52	0.703	0.289	20.53	6.479	0.385
CodeFormer [45]	✗	25.03	0.714	0.136	75.38	2.498	0.774	21.16	0.641	0.196	73.55	4.793	0.379
ASFFNet [15]	✓	25.07	0.742	0.127	72.09	2.483	0.843	21.25	0.641	0.199	71.55	11.661	0.399
DMDNet [17]	✓	23.97	0.715	0.158	70.31	2.637	0.867	21.39	0.652	0.211	67.85	6.966	0.450
PFStorer [28]	✓	25.16	0.685	0.136	76.12	2.230	0.853	22.31	0.638	0.182	75.44	3.918	0.473
Ours	✓	26.03	0.744	0.132	71.62	2.210	0.867	21.87	0.621	0.204	74.79	4.348	0.548