Single image defocus deblurring via multimodal-guided diffusion and depth-aware fusion

Defocus blur is inherently related to depth of field, yet its complex spatial variations pose significant challenges for existing methods. Two primary limitations persist: (1) insufficient semantic perception, introducing artifacts in degraded regions, and (2) the inability to explicitly infer depth...

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Vydané v:	Pattern recognition Ročník 171; s. 112133
Hlavní autori:	Li, Xiaopan, Wu, Shiqian, Zhu, Qile, Xie, Shoulie, Agaian, Sos
Médium:	Journal Article
Jazyk:	English
Vydavateľské údaje:	Elsevier Ltd 01.03.2026
Predmet:	Defocus deblurring Depth-aware fusion Diffusion model Multimodal representation Multimodal representation Depth-aware fusion Defocus deblurring Diffusion model
ISSN:	0031-3203
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