Multiplicative noise removal via nonlocal similarity-based sparse representation

L Chen, X Liu, X Wang, P Zhu - Journal of Mathematical Imaging and …, 2016 - Springer
Based on the sparse representation and by connecting the local and nonlocal regularizer,
we proposed a new model to remove multiplicative noise in this paper. We first translated …

Discriminative structured dictionary learning for image classification

P Wang, J Lan, Y Zang, Z Song - Transactions of Tianjin University, 2016 - Springer
In this paper, a discriminative structured dictionary learning algorithm is presented. To
enhance the dictionary's discriminative power, the reconstruction error, classification error …

Improved feature extraction using structured Fisher discrimination sparse coding scheme for machinery fault diagnosis

S Wang, Y Huang, L Gong, L Li… - Advances in Mechanical …, 2016 - journals.sagepub.com
Vibration signals reflecting different kinds of machinery conditions are very useful for fault
diagnosis. However, vibration signal characteristics are not the same for different types of …

[引用][C] 基于带补偿字典的松弛稀疏表示的小样本人脸识别

马晓, 庄雯璟, 封举富 - 模式识别与人工智能, 2016

基于字典学习的正则化鲁棒稀疏表示肿瘤细胞图像识别

甘岚, 张永焕 - 计算机应用, 2016 - joca.cn
针对胃黏膜肿瘤细胞图像的高维性及复杂性的特点, 为了提高稀疏表示图像识别的鲁棒性,
提出了一种基于字典学习的正则化鲁棒稀疏表示(RRC) 肿瘤细胞图像识别方法 …

[引用][C] 基于Gabor 特征和支持向量引导字典学习的人脸识别

张建明, 周威, 吴宏林 - 计算机工程与应用, 2016

[引用][C] 一种改进的K-SVD 字典学习算法

刘雅莉, 马杰, 王晓云, 苑焕朝 - 河北工业大学学报, 2016

[引用][C] 基于Fisher 判别字典学习的可拒识模式分类模型

廖重阳, 张洋, 屈光中, 毕云云 - 计算机工程, 2016

[引用][C] 光谱与空间维双重稀疏表达的高光谱影像分类

朱勇, 吴波 - 地球信息科学学报, 2016

A novel double-layer sparse representation approach for unsupervised dictionary learning

M Xu, Z Wang - Computer Vision and Image Understanding, 2016 - Elsevier
This paper presents a novel double-layer sparse representation (DLSR) approach, for
improving both reconstructive and discriminative capabilities of unsupervised dictionary …