{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,11]],"date-time":"2025-10-11T08:22:03Z","timestamp":1760170923377,"version":"3.37.3"},"reference-count":19,"publisher":"Wiley","license":[{"start":{"date-parts":[[2014,1,1]],"date-time":"2014-01-01T00:00:00Z","timestamp":1388534400000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/3.0\/"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61170202","61202287"],"award-info":[{"award-number":["61170202","61202287"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61170202","61202287"],"award-info":[{"award-number":["61170202","61202287"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Computational Intelligence and Neuroscience"],"published-print":{"date-parts":[[2014]]},"abstract":"<jats:p>The problem of generating a superresolution (SR) image from a single low-resolution (LR) input image is addressed via granular computing clustering in the paper. Firstly, and the training images are regarded as SR image and partitioned into some SR patches, which are resized into LS patches, the training set is composed of the SR patches and the corresponding LR patches. Secondly, the granular computing (GrC) clustering is proposed by the hypersphere representation of granule and the fuzzy inclusion measure compounded by the operation between two granules. Thirdly, the granule set (GS) including hypersphere granules with different granularities is induced by GrC and used to form the relation between the LR image and the SR image by lasso. Experimental results showed that GrC achieved the least root mean square errors between the reconstructed SR image and the original image compared with bicubic interpolation, sparse representation, and NNLasso.<\/jats:p>","DOI":"10.1155\/2014\/219636","type":"journal-article","created":{"date-parts":[[2014,12,28]],"date-time":"2014-12-28T21:00:49Z","timestamp":1419800449000},"page":"1-10","source":"Crossref","is-referenced-by-count":6,"title":["Image Superresolution Reconstruction via Granular Computing Clustering"],"prefix":"10.1155","volume":"2014","author":[{"given":"Hongbing","family":"Liu","sequence":"first","affiliation":[{"name":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"}]},{"given":"Fan","family":"Zhang","sequence":"additional","affiliation":[{"name":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"}]},{"given":"Chang-an","family":"Wu","sequence":"additional","affiliation":[{"name":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"}]},{"given":"Jun","family":"Huang","sequence":"additional","affiliation":[{"name":"School of Computer and Information Technology, Xinyang Normal University, Xinyang 464000, China"}]}],"member":"311","reference":[{"key":"1","doi-asserted-by":"publisher","DOI":"10.1109\/msp.2003.1203207"},{"key":"3","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2013.07.005"},{"key":"4","doi-asserted-by":"publisher","DOI":"10.1016\/j.mri.2008.06.009"},{"key":"5","doi-asserted-by":"publisher","DOI":"10.1016\/j.jag.2008.02.007"},{"key":"6","doi-asserted-by":"publisher","DOI":"10.1016\/j.dsp.2014.05.017"},{"key":"7","doi-asserted-by":"publisher","DOI":"10.1016\/j.sigpro.2014.01.008"},{"year":"1979","key":"8"},{"key":"9","doi-asserted-by":"publisher","DOI":"10.1016\/S0165-0114(97)00077-8"},{"key":"10","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2008.06.024"},{"key":"11","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2008.10.021"},{"volume":"27","year":"2006","series-title":"Studies in Computational Intelligence","key":"12"},{"key":"13","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2012.2237038"},{"issue":"1","key":"14","doi-asserted-by":"crossref","first-page":"1","DOI":"10.25103\/ijbesar.071.01","volume":"7","year":"2014","journal-title":"Journal of Engineering Science and Technology Review"},{"issue":"3","key":"15","doi-asserted-by":"crossref","first-page":"531","DOI":"10.1109\/TFUZZ.2013.2263807","volume":"22","year":"2014","journal-title":"IEEE Transactions on Fuzzy Systems"},{"key":"16","doi-asserted-by":"publisher","DOI":"10.1007\/s10851-011-0283-1"},{"year":"1967","key":"17"},{"key":"18","doi-asserted-by":"publisher","DOI":"10.1109\/TIP.2010.2050625"},{"key":"19","doi-asserted-by":"publisher","DOI":"10.1109\/tassp.1981.1163711"},{"issue":"1","key":"20","doi-asserted-by":"crossref","first-page":"267","DOI":"10.1111\/j.2517-6161.1996.tb02080.x","volume":"58","year":"1996","journal-title":"Journal of the Royal Statistical Society Series B"}],"container-title":["Computational Intelligence and Neuroscience"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2014\/219636.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2014\/219636.xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/downloads.hindawi.com\/journals\/cin\/2014\/219636.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,6,6]],"date-time":"2024-06-06T05:10:53Z","timestamp":1717650653000},"score":1,"resource":{"primary":{"URL":"http:\/\/www.hindawi.com\/journals\/cin\/2014\/219636\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014]]},"references-count":19,"alternative-id":["219636","219636"],"URL":"https:\/\/doi.org\/10.1155\/2014\/219636","relation":{},"ISSN":["1687-5265","1687-5273"],"issn-type":[{"type":"print","value":"1687-5265"},{"type":"electronic","value":"1687-5273"}],"subject":[],"published":{"date-parts":[[2014]]}}}