Swin-Diff: a single defocus image deblurring network based on diffusion model

Single Image Defocus Deblurring (SIDD) remains challenging due to spatially varying blur kernels, particularly in processing high-resolution images where traditional methods often struggle with artifact generation, detail preservation, and computational efficiency. This paper presents Swin-Diff, a n...

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Vydáno v:	Complex & intelligent systems Ročník 11; číslo 3; s. 170 - 13
Hlavní autoři:	Liang, Hanyan, Chai, Shuyao, Zhao, Xixuan, Kan, Jiangming
Médium:	Journal Article
Jazyk:	angličtina
Vydáno:	Cham Springer International Publishing 01.03.2025 Springer Nature B.V Springer
Témata:	Blurring Complexity Computational Intelligence Data Structures and Information Theory Diffusion model Diffusion models Engineering Image resolution Image restoration Original Article Regression models Single image defocus deblurring Single image defocus deblurring Diffusion model Image restoration
ISSN:	2199-4536, 2198-6053
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