Noise removal using an adaptive Euler's elastica-based model

被引:5
|
作者
Yang, Junci [2 ]
Ma, Mingxi [1 ]
Zhang, Jun [1 ,2 ]
Wang, Chao [3 ]
机构
[1] Nanchang Inst Technol, Coll Sci, Nanchang 330099, Jiangxi, Peoples R China
[2] Nanchang Inst Technol, Jiangxi Prov Key Lab Water Informat Cooperat Sens, Nanchang 330099, Jiangxi, Peoples R China
[3] Southern Univ Sci & Technol, Dept Stat & Data Sci, Shenzhen 518055, Guangdong, Peoples R China
来源
VISUAL COMPUTER | 2023年 / 39卷 / 11期
关键词
Noise removal; Euler's elastica regularization; Adaptive weighted matrix; Alternating direction method of multipliers; AUGMENTED LAGRANGIAN METHOD; FAST ALGORITHM; IMAGE; CURVATURE; MINIMIZATION; REGULARIZATION; RESTORATION;
D O I
10.1007/s00371-022-02674-0
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
We consider the Euler's elastica-based model for an image noise removal problem. Several recent works have demonstrated that Euler's elastica-based model performs better than the celebrated total variation model on preserving image features in smooth regions during denoising. On the other hand, an adaptive weighting scheme on total variation is a technique for well-restoring local features of an image. Inspired by these two strategies, we propose an adaptive Euler's elastica-based model to handle both local features of image and image features in smooth regions simultaneously. Numerically, we apply the alternating direction method of multipliers to solve this non-smooth and non-convex model. Experimental results on both natural and synthetic images illustrate the efficiency of the proposed method.
引用
收藏
页码:5485 / 5496
页数:12
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