NDLI: Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning

Content Provider	IEEE Xplore Digital Library
Author	Jing Dong Wenwu Wang Wei Dai Plumbley, M.D. Zi-Fa Han Chambers, J.
Copyright Year	1991
Abstract	In this paper, we consider the dictionary learning problem for the sparse analysis model. A novel algorithm is proposed by adapting the simultaneous codeword optimization (SimCO) algorithm, based on the sparse synthesis model, to the sparse analysis model. This algorithm assumes that the analysis dictionary contains unit l2-norm atoms and learns the dictionary by optimization on manifolds. This framework allows multiple dictionary atoms to be updated simultaneously in each iteration. However, similar to several existing analysis dictionary learning algorithms, dictionaries learned by the proposed algorithm may contain similar atoms, leading to a degenerate (coherent) dictionary. To address this problem, we also consider restricting the coherence of the learned dictionary and propose Incoherent Analysis SimCO by introducing an atom decorrelation step following the update of the dictionary. We demonstrate the competitive performance of the proposed algorithms using experiments with synthetic data and image denoising as compared with existing algorithms.
Sponsorship	IEEE Signal Processing Society
Starting Page	417
Ending Page	431
Page Count	15
File Size	6717471
File Format	PDF
ISSN	1053587X
Volume Number	64
Issue Number	2
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2016-01-01
Publisher Place	U.S.A.
Access Restriction	One Nation One Subscription (ONOS)
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Dictionaries Algorithm design and analysis Signal processing algorithms Analytical models Transforms Training Manifolds sparse representation Analysis dictionary learning analysis model SimCO
Content Type	Text
Resource Type	Article
Subject	Signal Processing Electrical and Electronic Engineering

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in

Dictionary Learning for Analysis-Synthesis Thresholding

Learning Sparsifying Transforms

K-SVD Meets Transform Learning: Transform K-SVD

Simultaneous Codeword Optimization (SimCO) for Dictionary Update and Learning

Correlation Based Online Dictionary Learning Algorithm

Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling

Learning Sparse Representation Using Iterative Subspace Identification

Explicit Shift-Invariant Dictionary Learning

A Strategy for Residual Component-Based Multiple Structured Dictionary Learning

Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning

Similar Documents

Dictionary Learning for Analysis-Synthesis Thresholding

Learning Sparsifying Transforms

K-SVD Meets Transform Learning: Transform K-SVD

Simultaneous Codeword Optimization (SimCO) for Dictionary Update and Learning

Correlation Based Online Dictionary Learning Algorithm

Constrained Overcomplete Analysis Operator Learning for Cosparse Signal Modelling

Learning Sparse Representation Using Iterative Subspace Identification

Explicit Shift-Invariant Dictionary Learning

A Strategy for Residual Component-Based Multiple Structured Dictionary Learning

Analysis SimCO Algorithms for Sparse Analysis Model Based Dictionary Learning