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Adaptive Frequency-Aware Diffusion Model for Image Denoising

delete2026-04-30
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PRE
AI
X
Xiangguo Liu
岳靖 cover
岳靖 (Jing Yue)
Y
Yi Gao
G
Guojun Liu *
C
Cheng Ma *
DOI：10.1016/j.patrec.2026.04.033delete
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Abstract

Abstract

En 中文
• Introduce frequency-aware diffusion framework for real-world image denoising. • Adaptive frequency-domain filter improves denoising and detail restoration. • An Attention mechanism enhancing content consistency in complex denoising scenarios.
Keywords:
Frequency-aware diffusion
Adaptive filtering
Image denoising
Attention mechanism
Detail restoration

Journal

Pattern Recognition Letters cover
Pattern Recognition Letters
IF:
3.3
Papers:
7.8K
Citations:
1.6W

Organization

N
ningxia university
Scholars:
1.5K
Papers: 481
Citations: 0
N
north minzu university
Scholars:
859
Papers: 302
Citations: 0
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