Image restoration using overlapping group sparsity on hyper-Laplacian prior of image gradient

K Jon, Y Sun, Q Li, J Liu, X Wang, W Zhu - Neurocomputing, 2021 - Elsevier
Due to the ill-posed nature of image restoration, seeking a meaningful image prior is still a
great challenge in the field of image processing. The total variation with overlapping group …

Weighted hyper-Laplacian prior with overlapping group sparsity for image restoration under Cauchy noise

K Jon, J Liu, X Wang, W Zhu, Y Xing - Journal of Scientific Computing, 2021 - Springer
In this paper, we deal with the Cauchy image restoration problem under the maximum a
posteriori framework. We propose a novel image prior, weighted hyper-Laplacian prior with …

Magnetic Resonance Image Denoising Based on Laplacian Prior Sparsity Constraint and Nonconvex Second-Order TV Penalty

Y Ge, W Xue, Y Xu, J Huang, X Gu - Image Analysis and Stereology, 2023 - ias-iss.org
Magnetic resonance (MR) imaging is considered as a very powerful imaging modality in
clinical examination, but the process of image acquisition and transmission will be affected …

A non-convex hybrid overlapping group sparsity model with hyper-Laplacian prior for multiplicative noise

J Zhu, Y Wei, J Wei, B Hao - Fractal and Fractional, 2023 - mdpi.com
Multiplicative noise removal is a quite challenging problem in image denoising. In recent
years, hyper-Laplacian prior information has been successfully introduced in the image …

[PDF][PDF] Research on crop information extraction of agricultural UAV images based on blind image deblurring technology and SVM.

Z Xu, H Song, Z Wu, Z Xu, S Wang - INMATEH-Agricultural …, 2021 - researchgate.net
The blurring of crop images acquired by agricultural Unmanned Aerial Vehicle (UAV) due to
sudden inputs by operators, atmospheric disturbance, and many other factors will eventually …

A new method and implementation of blind restoration algorithm for moving fuzzy license plate image based on frequency-domain characteristics

X Hu, X Li, Y Li, Y Tang, D Zhang - International Journal of Pattern …, 2021 - World Scientific
In order to solve the problem of blurred license plate image in road monitoring, the PSF
estimation method based on spectrum is often used to restore the blurred license plate …

[PDF][PDF] 超拉普拉斯重叠组稀疏先验的稀疏角度CT 重建

齐子文, 孔慧华, 李佳欣, 潘晋孝 - 光电工程, 2023 - researching.cn
对于稀疏角度下的投影数据, 计算机断层扫描在图像重建中容易出现伪影和噪声较多的问题,
难以满足工业及医学诊断要求. 本文提出一种基于重叠组稀疏和超拉普拉斯先验的稀疏角度CT …

[PDF][PDF] 重加权总变分结合hyper-Laplacian 的图像盲复原方法

许泽海, 宋海燕 - Laser & Optoelectronics Progress, 2020 - researching.cn
摘要提出一种重加权总变分与hyperGLaplacian 相结合的图像盲复原算法. 首先,
通过重加权总变分先验重建模糊图像权重的双峰分布; 然后, 利用重建后的图像估计连续且稀疏 …

Overlapping group sparsity on hyper-Laplacian prior of sparse angle CT reconstruction

Q Ziwen, K Huihua, L Jiaxin, P Jinxiao - Opto-Electronic Engineering, 2023 - oejournal.org
For the sparse angle projection data, the problem of artifact and noise is easy to appear in
the image reconstruction of computed tomography, which is difficult to meet the …