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This paper focuses on giving a summary of the most relevant TV numerical algorithms for solving the restoration problem for grayscale\/color images corrupted with several noise models, that is, Gaussian, Salt & Pepper, Poisson, and Speckle (Gamma) noise models as well as for the mixed noise scenarios, such the mixed Gaussian and impulse model. We also include the description of the maximum a posteriori (MAP) estimator for each model as well as a summary of general optimization procedures that are typically used to solve the TV problem.<\/jats:p>","DOI":"10.1155\/2013\/217021","type":"journal-article","created":{"date-parts":[[2013,7,24]],"date-time":"2013-07-24T23:33:11Z","timestamp":1374708791000},"page":"1-18","source":"Crossref","is-referenced-by-count":64,"title":["Total Variation Regularization Algorithms for Images Corrupted with Different Noise Models: A Review"],"prefix":"10.1155","volume":"2013","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8501-0907","authenticated-orcid":true,"given":"Paul","family":"Rodr\u00edguez","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, Pontifical Catholic University of Peru, San Miguel, Lima 32, 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