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In this paper, based on the assumption that human visual system is sensitive to image structures (edges) and image local luminance (light stimulation), we propose a new perceptual image quality assessment (PIQA) measure based on total variation (TV) model (TVPIQA) in spatial domain. The proposed measure compares TVs between a distorted image and its reference image to represent the loss of image structural information. Because of the good performance of TV model in describing edges, the proposed TVPIQA measure can illustrate image structure information very well. In addition, the energy of enclosed regions in a difference image between the reference image and its distorted image is used to measure the missing luminance information which is sensitive to human visual system. Finally, we validate the performance of TVPIQA measure with Cornell-A57, IVC, TID2008, and CSIQ databases and show that TVPIQA measure outperforms recent state-of-the-art image quality assessment measures.<\/jats:p>","DOI":"10.1155\/2014\/294870","type":"journal-article","created":{"date-parts":[[2014,4,1]],"date-time":"2014-04-01T17:02:14Z","timestamp":1396371734000},"page":"1-10","source":"Crossref","is-referenced-by-count":2,"title":["Total Variation Based Perceptual Image Quality Assessment Modeling"],"prefix":"10.1155","volume":"2014","author":[{"given":"Yadong","family":"Wu","sequence":"first","affiliation":[{"name":"School of Computer Science and Technology, Southwest University of Science and Technology, Mianyang 621010, China"},{"name":"Fundamental Science on Nuclear Wastes and Environmental Safety Laboratory, Southwest University of Science and Technology, Mianyang 621010, China"}]},{"given":"Hongying","family":"Zhang","sequence":"additional","affiliation":[{"name":"Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, School of Information and Engineering, Southwest University of Science and Technology, Mianyang 621010, China"}]},{"given":"Ran","family":"Duan","sequence":"additional","affiliation":[{"name":"Robot Technology Used for Special Environment Key Laboratory of Sichuan Province, School of Information and Engineering, Southwest University of Science and Technology, Mianyang 621010, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2003.819861"},{"volume-title":"Perceptual criteria for image quality evaluation","year":"2005","key":"2"},{"year":"2006","key":"3"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2092435"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2005.859378"},{"key":"20","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2007.901820"},{"key":"26","doi-asserted-by":"publisher","DOI":"10.1117\/1.3267105"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jvcir.2011.01.005"},{"issue":"4","key":"8","doi-asserted-by":"crossref","first-page":"380","DOI":"10.1109\/TASSP.1979.1163262","volume":"27","year":"1979","journal-title":"IEEE Transactions on Acoustics, Speech, and Signal Processing"},{"issue":"7","key":"9","doi-asserted-by":"crossref","first-page":"1679","DOI":"10.1109\/TCOM.1982.1095616","volume":"30","year":"1982","journal-title":"IEEE Transactions on Communications"},{"key":"10","first-page":"946","volume":"24","year":"1993","journal-title":"Society for Information Display Digest of Technical Papers"},{"key":"12","doi-asserted-by":"publisher","DOI":"10.1109\/TCSVT.2005.848345"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1109\/26.718563"},{"key":"14","doi-asserted-by":"publisher","DOI":"10.1117\/1.1455011"},{"volume-title":"Recent developments in total variation image restoration","year":"2005","key":"15"},{"issue":"1","key":"16","first-page":"14","volume":"50","year":"2003","journal-title":"Notices of the American Mathematical Society"},{"issue":"1\u20134","key":"17","first-page":"259","volume":"60","year":"1992","journal-title":"Physica D: Nonlinear Phenomena"},{"year":"2002","key":"18"}],"container-title":["Journal of Applied Mathematics"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/294870.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/294870.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/jam\/2014\/294870.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2017,6,22]],"date-time":"2017-06-22T06:47:15Z","timestamp":1498114035000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/jam\/2014\/294870\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"references-count":18,"alternative-id":["294870","294870"],"URL":"https:\/\/doi.org\/10.1155\/2014\/294870","relation":{},"ISSN":["1110-757X","1687-0042"],"issn-type":[{"type":"print","value":"1110-757X"},{"type":"electronic","value":"1687-0042"}],"subject":[],"published":{"date-parts":[[2014]]}}}