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...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Pattern recognition Jg. 171; S. 112133
Hauptverfasser:	Li, Xiaopan, Wu, Shiqian, Zhu, Qile, Xie, Shoulie, Agaian, Sos
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Ltd 01.03.2026
Schlagworte:	Defocus deblurring Depth-aware fusion Diffusion model Multimodal representation Multimodal representation Depth-aware fusion Defocus deblurring Diffusion model
ISSN:	0031-3203
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!