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Table 3 Comparison of quantitative results on LPIPS and FID under varied mask ratios

From: Low-rank structure guided diffusion for Shaanxi temple mural restoration

Method	LPIPS↓				FID↓
	0–10%	10–20%	20–30%	Total	0–10%	10–20%	20–30%	Total
pix2pix³⁵	0.096	0.121	0.145	0.116	17.17	18.13	18.56	18.10
CycleGAN³⁶	0.083	0.091	0.118	0.094	16.06	16.43	17.05	16.24
DeblurGAN³⁷	0.081	0.095	0.126	0.102	15.91	16.32	16.88	16.09
ILO³⁸	0.065	0.086	0.106	0.093	15.88	16.23	16.94	16.04
SD-LoRA³⁹	0.173	0.211	0.251	0.197	23.85	24.09	23.66	24.37
RePaint⁴⁰	0.066	0.073	0.097	0.081	14.71	14.31	13.92	14.12
IR-SDE²⁶	0.021	0.040	0.053	0.036	14.58	14.16	13.77	14.01
StrDiffusion⁴¹	0.015	0.026	0.034	0.027	14.22	14.00	13.71	13.98
LRDiff	0.008	0.010	0.021	0.012	10.81	11.45	11.88	11.52

The bold and underlined values in Table 3 indicate the best and second-best results, respectively.

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