NDLI: L1-norm based discriminant manifold learning for multi-label image classification

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L1-norm based discriminant manifold learning for multi-label image classification

Content Provider	IET Digital Library
Author	Cheng, Jiafeng Deng, Siyang Xia, Wei Liu, Yang
Abstract	Recently, L1-norm based robust discriminant feature extraction technique has been attracted much attention in dimensionality reduction. However, most existing approaches solve the column vectors of the optimal projection matrix one by one with a greedy strategy. Moreover, they are not suitable for solving the multi-label image classification. To solve these problems, the authors give a model named L1-norm based discriminant manifold learning in this study. An iterative non-greedy algorithm is proposed to solve the objective and the obtained optimal projection matrix necessarily best optimise the corresponding trace ratio objective function, which is the essential criterion function for general supervised dimensionality reduction. They also analyse the convergence of the authors’ proposed algorithm in detail. Extensive experiments on some databases illustrate the effectiveness of their proposed method.
Starting Page	664
Ending Page	669
Page Count	6
Volume Number	2020
e-ISSN	20513305
Issue Number	Issue 13, Jul (2020)
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/joe/2020/13
Alternate Webpage(s)	https://digital-library.theiet.org/content/journals/10.1049/joe.2019.1150
Journal	The Journal of Engineering
Publisher	The Institution of Engineering and Technology
Publisher Date	2020-01-31
Access Restriction	Open
Rights License	Creative Commons Attribution -Non Commercial License (http://creativecommons.org/licenses/by-nc/3.0/)
Subject Keyword	Column Vector Computer Vision And Image Processing Technique Criterion Function Dimensionality Reduction Feature Extraction Greedy Algorithm Greedy Strategy Image Classification Image Recognition Interpolation And Function Approximation Iterative Method Iterative Nongreedy Algorithm Knowledge Engineering Technique L1-norm Based Discriminant Manifold Learning L1-norm Based Robust Discriminant Feature Extraction Technique Learning in AI Linear Algebra Matrix Algebra Multilabel Image Classification Numerical Analysis Optimal Projection Matrix Optimisation Technique Trace Ratio Objective Function
Content Type	Text
Resource Type	Article

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