{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,8]],"date-time":"2026-03-08T02:35:50Z","timestamp":1772937350343,"version":"3.50.1"},"reference-count":35,"publisher":"Springer Science and Business Media LLC","issue":"14","license":[{"start":{"date-parts":[[2016,9,21]],"date-time":"2016-09-21T00:00:00Z","timestamp":1474416000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"published-print":{"date-parts":[[2017,7]]},"DOI":"10.1007\/s11042-016-3891-3","type":"journal-article","created":{"date-parts":[[2016,9,21]],"date-time":"2016-09-21T09:07:01Z","timestamp":1474448821000},"page":"15951-15986","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":24,"title":["A hybrid bio-inspired learning algorithm for image segmentation using multilevel thresholding"],"prefix":"10.1007","volume":"76","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-8112-5419","authenticated-orcid":false,"given":"Mohammad Mahdi","family":"Dehshibi","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mohamad","family":"Sourizaei","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mahmood","family":"Fazlali","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Omid","family":"Talaee","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Hossein","family":"Samadyar","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jamshid","family":"Shanbehzadeh","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2016,9,21]]},"reference":[{"key":"3891_CR1","doi-asserted-by":"crossref","first-page":"3066","DOI":"10.1016\/j.asoc.2012.03.072","volume":"13","author":"B Akay","year":"2013","unstructured":"Akay B (2013) A study on particle swarm optimization and artificial bee colony algorithms for multilevel thresholding. Appl Soft Comput 13:3066\u20133091","journal-title":"Appl Soft Comput"},{"key":"3891_CR2","doi-asserted-by":"crossref","first-page":"3538","DOI":"10.1016\/j.eswa.2013.10.059","volume":"41","author":"AK Bhandari","year":"2014","unstructured":"Bhandari AK, Singh VK, Kumar A, Singh GK (2014) Cuckoo search algorithm and wind driven optimization based study of satellite image segmentation for multilevel thresholding using Kapur\u2019s entropy. Expert SysT Appl 41:3538\u20133560","journal-title":"Expert SysT Appl"},{"key":"3891_CR3","unstructured":"Brownlee J (2011) Clever algorithms: nature-inspired programming recipes, Jason Brownlee"},{"key":"3891_CR4","doi-asserted-by":"crossref","first-page":"1524","DOI":"10.1109\/TIP.2005.852204","volume":"14","author":"J Chen","year":"2005","unstructured":"Chen J, Pappas TN, Mojsilovi\u0107 A, Rogowitz BE (2005) Adaptive perceptual color-texture image segmentation. Imag Process, IEEE Trans 14:1524\u20131536","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR5","doi-asserted-by":"crossref","first-page":"1213","DOI":"10.1016\/j.eswa.2012.08.017","volume":"40","author":"E Cuevas","year":"2013","unstructured":"Cuevas E, Sossa H (2013) A comparison of nature inspired algorithms for multi-threshold image segmentation. Expert Syst Appl 40:1213\u20131219","journal-title":"Expert Syst Appl"},{"key":"3891_CR6","doi-asserted-by":"crossref","first-page":"1454","DOI":"10.1109\/83.951532","volume":"10","author":"J Fan","year":"2001","unstructured":"Fan J, Yau DK, Elmagarmid AK, Aref WG (2001) Automatic image segmentation by integrating color-edge extraction and seeded region growing. Imag Process, IEEE Trans 10:1454\u20131466","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR7","doi-asserted-by":"crossref","first-page":"163","DOI":"10.1016\/j.cviu.2007.09.001","volume":"109","author":"K Hammouche","year":"2008","unstructured":"Hammouche K, Diaf M, Siarry P (2008) A multilevel automatic thresholding method based on a genetic algorithm for a fast image segmentation. Comput Vis Image Underst 109:163\u2013175","journal-title":"Comput Vis Image Underst"},{"key":"3891_CR8","doi-asserted-by":"crossref","first-page":"1618","DOI":"10.1109\/TIP.2003.819311","volume":"12","author":"PR Hill","year":"2003","unstructured":"Hill PR, Canagarajah CN, Bull DR (2003) Image segmentation using a texture gradient based watershed transform. Imag Process, IEEE Trans 12:1618\u20131633","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR9","doi-asserted-by":"crossref","first-page":"4580","DOI":"10.1016\/j.eswa.2009.12.050","volume":"37","author":"M-H Horng","year":"2010","unstructured":"Horng M-H (2010) Multilevel minimum cross entropy threshold selection based on the honey bee mating optimization. Expert Syst Appl 37:4580\u20134592","journal-title":"Expert Syst Appl"},{"key":"3891_CR10","unstructured":"Kaddour N, Alexander PS (1994) Learning automata: theory and applications. Pergamon Press, Inc"},{"key":"3891_CR11","doi-asserted-by":"crossref","first-page":"273","DOI":"10.1016\/0734-189X(85)90125-2","volume":"29","author":"JN Kapur","year":"1985","unstructured":"Kapur JN, Sahoo PK, Wong AK (1985) A new method for gray-level picture thresholding using the entropy of the histogram. Comput Vision, Graphics, Imag Process 29:273\u2013285","journal-title":"Comput Vision, Graphics, Imag Process"},{"key":"3891_CR12","unstructured":"Levine MD, Nazif AM (1985) Dynamic measurement of computer generated image segmentations. Pattern Anal Mach Intell, IEEE Trans 155\u2013164"},{"key":"3891_CR13","first-page":"713","volume":"17","author":"P-S Liao","year":"2001","unstructured":"Liao P-S, Chen T-S, Chung P-C (2001) A fast algorithm for multilevel thresholding. J Inf Sci Eng 17:713\u2013727","journal-title":"J Inf Sci Eng"},{"key":"3891_CR14","doi-asserted-by":"crossref","unstructured":"Martin D, Fowlkes C, Tal D, Malik J (2001) A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics. Computer Vision, 2001. ICCV 2001. Proc Eighth IEEE Int Conf, IEEE. 416\u2013423","DOI":"10.1109\/ICCV.2001.937655"},{"key":"3891_CR15","doi-asserted-by":"crossref","first-page":"450","DOI":"10.1016\/j.image.2010.04.004","volume":"25","author":"C Morand","year":"2010","unstructured":"Morand C, Benois-Pineau J, Domenger J-P, Zepeda J, Kijak E, Guillemot C (2010) Scalable object-based video retrieval in HD video databases. Signal Process Image Commun 25:450\u2013465","journal-title":"Signal Process Image Commun"},{"key":"3891_CR16","unstructured":"Narendra KS, Thathachar M (1974) Learning automata-a survey. Syst, Man Cybernet, IEEE Trans 323\u2013334"},{"key":"3891_CR17","first-page":"23","volume":"11","author":"N Otsu","year":"1975","unstructured":"Otsu N (1975) A threshold selection method from gray-level histograms. Automatica 11:23\u201327","journal-title":"Automatica"},{"key":"3891_CR18","doi-asserted-by":"crossref","unstructured":"Rother C, Kolmogorov V, Blake A (2004) Grabcut: interactive foreground extraction using iterated graph cuts. ACM Trans Graphics (TOG), ACM. 309\u2013314","DOI":"10.1145\/1186562.1015720"},{"key":"3891_CR19","doi-asserted-by":"crossref","first-page":"15549","DOI":"10.1016\/j.eswa.2011.06.004","volume":"38","author":"P Sathya","year":"2011","unstructured":"Sathya P, Kayalvizhi R (2011) Optimal multilevel thresholding using bacterial foraging algorithm. Expert Syst Appl 38:15549\u201315564","journal-title":"Expert Syst Appl"},{"key":"3891_CR20","doi-asserted-by":"crossref","first-page":"146","DOI":"10.1117\/1.1631315","volume":"13","author":"M Sezgin","year":"2004","unstructured":"Sezgin M (2004) Survey over image thresholding techniques and quantitative performance evaluation. J Electron Imag 13:146\u2013168","journal-title":"J Electron Imag"},{"key":"3891_CR21","doi-asserted-by":"crossref","first-page":"788","DOI":"10.1016\/j.patrec.2006.11.007","volume":"28","author":"W Tao","year":"2007","unstructured":"Tao W, Jin H, Liu L (2007) Object segmentation using ant colony optimization algorithm and fuzzy entropy. Pattern Recogn Lett 28:788\u2013796","journal-title":"Pattern Recogn Lett"},{"key":"3891_CR22","doi-asserted-by":"crossref","unstructured":"Van der Merwe D, Engelbrecht AP (2003) Data clustering using particle swarm optimization. Evolution Comput, 2003. CEC\u201903. 2003 Congress, IEEE 215\u2013220","DOI":"10.1109\/CEC.2003.1299577"},{"key":"3891_CR23","doi-asserted-by":"crossref","first-page":"040901","DOI":"10.1117\/1.JEI.21.4.040901","volume":"21","author":"SR Vantaram","year":"2012","unstructured":"Vantaram SR, Saber E (2012) Survey of contemporary trends in color image segmentation. J Electron Imag 21:040901\u2013040928","journal-title":"J Electron Imag"},{"key":"3891_CR24","doi-asserted-by":"crossref","first-page":"600","DOI":"10.1109\/TIP.2003.819861","volume":"13","author":"Z Wang","year":"2004","unstructured":"Wang Z, Bovik AC, Sheikh HR, Simoncelli EP (2004) Image quality assessment: from error visibility to structural similarity. Imag Process, IEEE Trans 13:600\u2013612","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR25","doi-asserted-by":"crossref","first-page":"1844","DOI":"10.1109\/TIP.2009.2021087","volume":"18","author":"J Wang","year":"2009","unstructured":"Wang J, Ju L, Wang X (2009) An edge-weighted centroidal Voronoi tessellation model for image segmentation. Imag Process, IEEE Trans 18:1844\u20131858","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR26","first-page":"330","volume":"1","author":"X-S Yang","year":"2010","unstructured":"Yang X-S, Deb S (2010) Engineering optimisation by cuckoo search. Int J Math Model Numer Optim 1:330\u2013343","journal-title":"Int J Math Model Numer Optim"},{"key":"3891_CR27","doi-asserted-by":"crossref","unstructured":"Yazdani D, Arabshahi A, Sepas-Moghaddam A, Dehshibi MM (2012) A multilevel thresholding method for image segmentation using a novel hybrid intelligent approach. Hybrid Intell Syst (HIS), 2012 12th Int Conf IEEE. 137\u2013142","DOI":"10.1109\/HIS.2012.6421323"},{"key":"3891_CR28","doi-asserted-by":"crossref","first-page":"85","DOI":"10.1016\/S0165-1684(98)00167-4","volume":"72","author":"P-Y Yin","year":"1999","unstructured":"Yin P-Y (1999) A fast scheme for optimal thresholding using genetic algorithms. Signal Process 72:85\u201395","journal-title":"Signal Process"},{"key":"3891_CR29","doi-asserted-by":"crossref","first-page":"503","DOI":"10.1016\/j.amc.2006.06.057","volume":"184","author":"P-Y Yin","year":"2007","unstructured":"Yin P-Y (2007) Multilevel minimum cross entropy threshold selection based on particle swarm optimization. Appl Math Comput 184:503\u2013513","journal-title":"Appl Math Comput"},{"key":"3891_CR30","doi-asserted-by":"crossref","first-page":"530","DOI":"10.1109\/34.291443","volume":"16","author":"X Yu","year":"1994","unstructured":"Yu X, Bui T, Krzy\u017cak A (1994) Robust estimation for range image segmentation and reconstruction. Pattern Anal Mach Intell, IEEE Trans 16:530\u2013538","journal-title":"Pattern Anal Mach Intell, IEEE Trans"},{"key":"3891_CR31","doi-asserted-by":"crossref","first-page":"1082","DOI":"10.1016\/j.patrec.2004.10.003","volume":"26","author":"E Zahara","year":"2005","unstructured":"Zahara E, Fan S-KS, Tsai D-M (2005) Optimal multi-thresholding using a hybrid optimization approach. Pattern Recogn Lett 26:1082\u20131095","journal-title":"Pattern Recogn Lett"},{"key":"3891_CR32","doi-asserted-by":"crossref","first-page":"45","DOI":"10.1109\/42.906424","volume":"20","author":"Y Zhang","year":"2001","unstructured":"Zhang Y, Brady M, Smith S (2001) Segmentation of brain MR images through a hidden Markov random field model and the expectation-maximization algorithm. Med Imag, IEEE Trans 20:45\u201357","journal-title":"Med Imag, IEEE Trans"},{"key":"3891_CR33","doi-asserted-by":"crossref","first-page":"841","DOI":"10.3390\/e13040841","volume":"13","author":"Y Zhang","year":"2011","unstructured":"Zhang Y, Wu L (2011) Optimal multi-level thresholding based on maximum Tsallis entropy via an artificial bee colony approach. Entropy 13:841\u2013859","journal-title":"Entropy"},{"key":"3891_CR34","doi-asserted-by":"crossref","first-page":"2378","DOI":"10.1109\/TIP.2011.2109730","volume":"20","author":"L Zhang","year":"2011","unstructured":"Zhang L, Zhang L, Mou X, Zhang D (2011) FSIM: a feature similarity index for image quality assessment. Imag Process, IEEE Trans 20:2378\u20132386","journal-title":"Imag Process, IEEE Trans"},{"key":"3891_CR35","first-page":"20","volume":"2","author":"T Zuva","year":"2011","unstructured":"Zuva T, Olugbara OO, Ojo SO, Ngwira SM (2011) Image segmentation, available techniques, developments and open issues. Canadian J Imag Process Comput Vision 2:20\u201329","journal-title":"Canadian J Imag Process Comput Vision"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-016-3891-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3891-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-016-3891-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,9,26]],"date-time":"2020-09-26T05:05:24Z","timestamp":1601096724000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-016-3891-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2016,9,21]]},"references-count":35,"journal-issue":{"issue":"14","published-print":{"date-parts":[[2017,7]]}},"alternative-id":["3891"],"URL":"https:\/\/doi.org\/10.1007\/s11042-016-3891-3","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"value":"1380-7501","type":"print"},{"value":"1573-7721","type":"electronic"}],"subject":[],"published":{"date-parts":[[2016,9,21]]}}}