Search Results - "Rahiche, Abderrahmane"

Variational Bayesian Orthogonal Nonnegative Matrix Factorization Over the Stiefel Manifold by Rahiche, Abderrahmane, Cheriet, Mohamed

“…Nonnegative matrix factorization (NMF) is one of the best-known multivariate data analysis techniques. The NMF uniqueness and its rank selection are two major…”
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Blind Decomposition of Multispectral Document Images using Orthogonal Nonnegative Matrix Factorization by Rahiche, Abderrahmane, Cheriet, Mohamed

“…This paper addresses the challenge of Multispectral (MS) document image segmentation, which is an essential step for subsequent document image analysis. Most…”
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Nonlinear Orthogonal NMF on the Stiefel Manifold With Graph-Based Total Variation Regularization by Rahiche, Abderrahmane, Cheriet, Mohamed

“…This letter proposes a novel Nonlinear Orthogonal NMF model with Graph-based Total Variation regularization (GTV) for Multispectral document images…”
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Kernel Orthogonal Nonnegative Matrix Factorization: Application to Multispectral Document Image Decomposition by Rahiche, Abderrahmane, Cheriet, Mohamed

“…As a nonlinear extension of the standard nonnegative matrix factorization (NMF), kernel-based variants have demonstrated to be more effective for discovering…”
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Historical documents dating using multispectral imaging and ordinal classification by Rahiche, Abderrahmane, Hedjam, Rachid, Al-maadeed, Somaya, Cheriet, Mohamed

“…The estimation of the age of undated old manuscripts is one of the most challenging and controversial tasks in the field of historical document analysis…”
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MSdB-NMF: MultiSpectral Document Image Binarization Framework via Non-Negative Matrix Factorization Approach by Salehani, Yaser Esmaeili, Arabnejad, Ehsan, Rahiche, Abderrahmane, Bakhta, Athmane, Cheriet, Mohamed

“…In this paper, we propose a novel method for Multispectral document image binarization (MSdB) through the Non-negative Matrix Factorization (NMF) approach. We…”
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Forgery Detection in Hyperspectral Document Images using Graph Orthogonal Nonnegative Matrix Factorization by Rahiche, Abderrahmane, Cheriet, Mohamed

“…The analysis of inks plays a crucial role in the examination process of questioned documents. To address this issue, we propose a new approach for ink mismatch…”
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Non-Negative Matrix Factorization with Scale Data Structure Preservation by Hedjam, Rachid, Abdesselam, Abdelhamid, Rahiche, Abderrahmane, Cheriet, Mohamed

“…The model described in this paper belongs to the family of non-negative matrix factorization methods designed for data representation and dimension reduction…”
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Blind Source Separation Based Framework for Multispectral Document Images Binarization by Rahiche, Abderrahmane, Bakhta, Athmane, Cheriet, Mohamed

“…In this paper, we propose a novel Blind Source Separation (BSS) based framework for multispectral (MS) document images binarization. This framework takes…”
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