Table 2 Comparison results of M3SFormer on MuralVerse-S

Model	Type	PSNR↑			SSIM↑			LPIPS↓
		0.1–10%	10–20%	20–30%	0.1–10%	10–20%	20–30%	0.1–10%	10–20%	20–30%
CTSDG²⁸	CNN	26.449	26.113	26.016	0.782	0.774	0.771	0.271	0.275	0.278
AdaIR²⁹	CNN	23.585	22.562	21.268	0.917	0.875	0.853	0.082	0.119	0.141
EC⁵	CNN	25.907	20.183	18.455	0.933	0.741	0.699	0.047	0.201	0.231
RFR³⁰	CNN	23.496	18.571	18.617	0.891	0.654	0.648	0.122	0.311	0.302
PromptIR³¹	Transformer	21.164	20.675	20.393	0.555	0.554	0.551	0.393	0.391	0.394
Strdiffusion³²	Diffusion	25.826	25.622	25.021	0.898	0.881	0.873	0.042	0.042	0.045
RePaint¹⁸	Diffusion	27.474	26.981	26.433	0.931	0.901	0.893	0.026	0.029	0.030
Ours	Transformer	27.891	27.304	26.853	0.959	0.956	0.954	0.015	0.022	0.035

The output images of the generators are used for metrics computation. ↑ Higher values are better, ↓ Lower values are better. *Optimal results are displayed in bold, while suboptimal results are underlined.

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