{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,10,17]],"date-time":"2025-10-17T14:13:36Z","timestamp":1760710416321,"version":"3.37.3"},"reference-count":44,"publisher":"Springer Science and Business Media LLC","issue":"7","license":[{"start":{"date-parts":[[2020,11,16]],"date-time":"2020-11-16T00:00:00Z","timestamp":1605484800000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,11,16]],"date-time":"2020-11-16T00:00:00Z","timestamp":1605484800000},"content-version":"vor","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":[[2021,3]]},"DOI":"10.1007\/s11042-020-09851-0","type":"journal-article","created":{"date-parts":[[2020,11,16]],"date-time":"2020-11-16T03:04:36Z","timestamp":1605495876000},"page":"10037-10074","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":9,"title":["A Joint Entropy for Image Segmentation Based on Quasi Opposite Multiverse Optimization"],"prefix":"10.1007","volume":"80","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4922-2387","authenticated-orcid":false,"given":"Mausam","family":"Chouksey","sequence":"first","affiliation":[]},{"given":"Rajib Kumar","family":"Jha","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,11,16]]},"reference":[{"key":"9851_CR1","doi-asserted-by":"crossref","unstructured":"Aja-Fernandez S, Estepar RSJ, Alberola-Lopez C, Westin C-F (2006) Image quality assessment based on local variance. In: 2006 International Conference of the IEEE Engineering in Medicine and Biology Society, IEEE, pp 4815\u20134818","DOI":"10.1109\/IEMBS.2006.259516"},{"issue":"6","key":"9851_CR2","doi-asserted-by":"publisher","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(6):3066\u20133091","journal-title":"Appl Soft Comput"},{"issue":"4","key":"9851_CR3","doi-asserted-by":"publisher","first-page":"967","DOI":"10.1007\/s11760-015-0758-4","volume":"9","author":"B Akay","year":"2015","unstructured":"Akay B, Karaboga D (2015) A survey on the applications of artificial bee colony in signal, image, and video processing. SIViP 9(4):967\u2013990","journal-title":"SIViP"},{"issue":"3","key":"9851_CR4","doi-asserted-by":"publisher","first-page":"1573","DOI":"10.1016\/j.eswa.2014.09.049","volume":"42","author":"AK Bhandari","year":"2015","unstructured":"Bhandari AK, Kumar A, Singh GK (2015) Modified artificial bee colony based computationally efficient multilevel thresholding for satellite image segmentation using kapur\u2019s, otsu and tsallis functions. Expert Syst Appl 42(3):1573\u20131601","journal-title":"Expert Syst Appl"},{"issue":"7","key":"9851_CR5","doi-asserted-by":"publisher","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(7):3538\u20133560","journal-title":"Expert Syst Appl"},{"issue":"12","key":"9851_CR6","doi-asserted-by":"publisher","first-page":"5706","DOI":"10.1109\/TIP.2015.2487833","volume":"24","author":"A Borji","year":"2015","unstructured":"Borji A, Cheng M-M, Jiang H, Li J (2015) Salient object detection: A benchmark. IEEE transactions on image processing 24(12):5706\u20135722","journal-title":"IEEE transactions on image processing"},{"key":"9851_CR7","first-page":"1","volume":"17","author":"M Chouksey","year":"2020","unstructured":"Chouksey M, Jha RK, Sharma R (2020) A fast technique for image segmentation based on two meta-heuristic algorithms. Multimedia Tools and Applications 17:1\u201353. Springer","journal-title":"Multimedia Tools and Applications"},{"key":"9851_CR8","doi-asserted-by":"publisher","first-page":"141","DOI":"10.1016\/j.patcog.2017.03.009","volume":"68","author":"SK Choy","year":"2017","unstructured":"Choy SK, Lam SY, Yu KW, Lee WY, Leung KT (2017) Fuzzy model-based clustering and its application in image segmentation. Pattern Recogn 68:141\u2013157","journal-title":"Pattern Recogn"},{"issue":"9","key":"9851_CR9","doi-asserted-by":"publisher","first-page":"1059","DOI":"10.1016\/j.patrec.2004.03.003","volume":"25","author":"MP De Albuquerque","year":"2004","unstructured":"De Albuquerque MP, Esquef IA, Mello ARG (2004) Image thresholding using tsallis entropy. Pattern Recogn Lett 25(9):1059\u20131065. Elsevier","journal-title":"Pattern Recogn Lett"},{"issue":"3","key":"9851_CR10","doi-asserted-by":"publisher","first-page":"855","DOI":"10.1007\/s11831-019-09334-y","volume":"27","author":"KG Dhal","year":"2019","unstructured":"Dhal KG, Das A, Ray S, G\u00e1lvez J, Das S (2019) Nature-inspired optimization algorithms and their application in multi-thresholding image segmentation. Archives of Computational Methods in Engineering 27(3):855\u2013888. Springer","journal-title":"Archives of Computational Methods in Engineering"},{"issue":"10","key":"9851_CR11","doi-asserted-by":"publisher","first-page":"2279","DOI":"10.1016\/S0031-3203(01)00178-9","volume":"35","author":"M Egmont-Petersen","year":"2002","unstructured":"Egmont-Petersen M, de Ridder D, Handels H (2002) Image processing with neural networks -a review. Pattern recognition 35(10):2279\u20132301","journal-title":"Pattern recognition"},{"key":"9851_CR12","doi-asserted-by":"publisher","first-page":"305","DOI":"10.1016\/j.eswa.2019.01.075","volume":"125","author":"MA Elaziz","year":"2019","unstructured":"Elaziz MA, Lu S (2019) Many-objectives multilevel thresholding image segmentation using knee evolutionary algorithm. Expert Syst Appl 125:305\u2013316","journal-title":"Expert Syst Appl"},{"issue":"2","key":"9851_CR13","doi-asserted-by":"publisher","first-page":"167","DOI":"10.1023\/B:VISI.0000022288.19776.77","volume":"59","author":"PF Felzenszwalb","year":"2004","unstructured":"Felzenszwalb PF, Huttenlocher DP (2004) Efficient graph-based image segmentation. International journal of computer vision 59(2):167\u2013181","journal-title":"International journal of computer vision"},{"key":"9851_CR14","unstructured":"Friedman N, Russell S (1997) Image segmentation in video sequences: A probabilistic approach. In: Proceedings of the Thirteenth conference on Uncertainty in artificial intelligence, Morgan Kaufmann Publishers Inc., pp 175\u2013181"},{"key":"9851_CR15","unstructured":"Gonzalez RC, Woods RE, et al. (2002) Digital image processing, Prentice hall Upper Saddle River, NJ"},{"issue":"7","key":"9851_CR16","doi-asserted-by":"publisher","first-page":"3058","DOI":"10.1007\/s00034-018-0993-3","volume":"38","author":"P Kandhway","year":"2019","unstructured":"Kandhway P, Bhandari AK (2019) A water cycle algorithm-based multilevel thresholding system for color image segmentation using masi entropy. Circuits, Systems, and Signal Processing 38(7):3058\u20133106","journal-title":"Circuits, Systems, and Signal Processing"},{"issue":"3","key":"9851_CR17","doi-asserted-by":"publisher","first-page":"273","DOI":"10.1016\/0734-189X(85)90125-2","volume":"29","author":"JN Kapur","year":"1985","unstructured":"Kapur JN, Sahoo PK, Wong AKC (1985) A new method for gray-level picture thresholding using the entropy of the histogram. Computer vision, graphics, and image processing 29(3):273\u2013285","journal-title":"Computer vision, graphics, and image processing"},{"key":"9851_CR18","unstructured":"Karaboga D (2005) An idea based on honey bee swarm for numerical optimization, Technical report-tr06, Erciyes university, engineering faculty, computer"},{"issue":"10","key":"9851_CR19","doi-asserted-by":"publisher","first-page":"12917","DOI":"10.1007\/s11042-018-6421-7","volume":"78","author":"R Kaur","year":"2019","unstructured":"Kaur R, Juneja M, Mandal AK (2019) A hybrid edge-based technique for segmentation of renal lesions in ct images. Multimedia Tools and Applications 78(10):12917\u201312937. Springer","journal-title":"Multimedia Tools and Applications"},{"key":"9851_CR20","doi-asserted-by":"crossref","unstructured":"Levine MD, Nazif AM (1985) Dynamic measurement of computer generated image segmentations. IEEE Transactions on Pattern Analysis and Machine Intelligence (2), pp 155\u2013164. IEEE","DOI":"10.1109\/TPAMI.1985.4767640"},{"issue":"4","key":"9851_CR21","doi-asserted-by":"publisher","first-page":"617","DOI":"10.1016\/0031-3203(93)90115-D","volume":"26","author":"CH Li","year":"1993","unstructured":"Li CH, Lee CK (1993) Minimum cross entropy thresholding. Pattern recognition 26(4):617\u2013625","journal-title":"Pattern recognition"},{"key":"9851_CR22","doi-asserted-by":"publisher","first-page":"558","DOI":"10.1016\/j.measurement.2013.09.031","volume":"47","author":"S Manikandan","year":"2014","unstructured":"Manikandan S, Ramar K, Iruthayarajan MW, Srinivasagan KG (2014) Multilevel thresholding for segmentation of medical brain images using real coded genetic algorithm. Measurement 47:558\u2013 568","journal-title":"Measurement"},{"key":"9851_CR23","doi-asserted-by":"crossref","unstructured":"Mart\u00ed R, Reinelt G (2011) The linear ordering problem: exact and heuristic methods in combinatorial optimization, Springer Science & Business Media, 175","DOI":"10.1007\/978-3-642-16729-4_2"},{"key":"9851_CR24","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. In: Proc. 8th Int\u2019l Conf. Computer Vision, vol 2, pp 416\u2013423"},{"key":"9851_CR25","doi-asserted-by":"publisher","first-page":"120","DOI":"10.1016\/j.knosys.2015.12.022","volume":"96","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili S (2016) Sca: a sine cosine algorithm for solving optimization problems. Knowl-Based Syst 96:120\u2013133","journal-title":"Knowl-Based Syst"},{"issue":"2","key":"9851_CR26","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1007\/s00521-015-1870-7","volume":"27","author":"S Mirjalili","year":"2016","unstructured":"Mirjalili S, Mirjalili SM, Hatamlou A (2016) Multi-verse optimizer: a nature-inspired algorithm for global optimization. Neural Comput & Applic 27(2):495\u2013513","journal-title":"Neural Comput & Applic"},{"key":"9851_CR27","doi-asserted-by":"publisher","first-page":"46","DOI":"10.1016\/j.advengsoft.2013.12.007","volume":"69","author":"S Mirjalili","year":"2014","unstructured":"Mirjalili S, Mirjalili SM, Lewis A (2014) Grey wolf optimizer. Advances in engineering software 69:46\u201361","journal-title":"Advances in engineering software"},{"key":"9851_CR28","doi-asserted-by":"publisher","first-page":"226","DOI":"10.1016\/j.engappai.2018.03.001","volume":"71","author":"H Mittal","year":"2018","unstructured":"Mittal H, Saraswat M (2018) An optimum multi-level image thresholding segmentation using non-local means 2d histogram and exponential kbest gravitational search algorithm. Eng Appl Artif Intell 71:226\u2013235","journal-title":"Eng Appl Artif Intell"},{"issue":"1","key":"9851_CR29","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1109\/TSMC.1979.4310076","volume":"9","author":"N Otsu","year":"1979","unstructured":"Otsu N (1979) A threshold selection method from gray-level histograms. IEEE transactions on systems, man, and cybernetics 9(1):62\u201366","journal-title":"IEEE transactions on systems, man, and cybernetics"},{"issue":"3","key":"9851_CR30","doi-asserted-by":"publisher","first-page":"60","DOI":"10.1007\/s10916-019-1176-x","volume":"43","author":"DD Ruikar","year":"2019","unstructured":"Ruikar DD, Santosh KC, Hegadi RS (2019) Automated fractured bone segmentation and labeling from ct images. Journal of medical systems 43 (3):60","journal-title":"Journal of medical systems"},{"issue":"9","key":"9851_CR31","doi-asserted-by":"publisher","first-page":"2628","DOI":"10.1007\/s10489-017-1097-7","volume":"48","author":"S Saha","year":"2018","unstructured":"Saha S, Mukherjee V (2018) A novel quasi-oppositional chaotic antlion optimizer for global optimization. Appl Intell 48(9):2628\u20132660","journal-title":"Appl Intell"},{"issue":"1","key":"9851_CR32","doi-asserted-by":"publisher","first-page":"71","DOI":"10.1016\/S0031-3203(96)00065-9","volume":"30","author":"P Sahoo","year":"1997","unstructured":"Sahoo P, Wilkins C, Yeager J (1997) Threshold selection using renyi\u2019s entropy. Pattern recognition 30(1):71\u201384","journal-title":"Pattern recognition"},{"key":"9851_CR33","doi-asserted-by":"publisher","first-page":"30","DOI":"10.1016\/j.advengsoft.2017.01.004","volume":"105","author":"S Saremi","year":"2017","unstructured":"Saremi S, Mirjalili S, Lewis A (2017) Grasshopper optimisation algorithm: theory and application. Adv Eng Softw 105:30\u201347","journal-title":"Adv Eng Softw"},{"issue":"5","key":"9851_CR34","first-page":"336","volume":"7","author":"PD Sathya","year":"2010","unstructured":"Sathya PD, Kayalvizhi R (2010) Optimum multilevel image thresholding based on tsallis entropy method with bacterial foraging algorithm. International Journal of Computer Science Issues (IJCSI) 7(5):336","journal-title":"International Journal of Computer Science Issues (IJCSI)"},{"issue":"4","key":"9851_CR35","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1016\/j.engappai.2010.12.001","volume":"24","author":"PD Sathya","year":"2011","unstructured":"Sathya PD, Kayalvizhi R (2011) Modified bacterial foraging algorithm based multilevel thresholding for image segmentation. Eng Appl Artif Intell 24 (4):595\u2013615","journal-title":"Eng Appl Artif Intell"},{"issue":"12","key":"9851_CR36","doi-asserted-by":"publisher","first-page":"17197","DOI":"10.1007\/s11042-018-7034-x","volume":"78","author":"S Shubham","year":"2019","unstructured":"Shubham S, Bhandari AK (2019) A generalized masi entropy based efficient multilevel thresholding method for color image segmentation. Multimedia Tools and Applications 78(12):17197\u201317238. Springer","journal-title":"Multimedia Tools and Applications"},{"issue":"4","key":"9851_CR37","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1023\/A:1008202821328","volume":"11","author":"R Storn","year":"1997","unstructured":"Storn R, Price K (1997) Differential evolution\u2013a simple and efficient heuristic for global optimization over continuous spaces. Journal of global optimization 11(4):341\u2013359","journal-title":"Journal of global optimization"},{"issue":"3","key":"9851_CR38","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1016\/0734-189X(85)90133-1","volume":"29","author":"W-H Tsai","year":"1985","unstructured":"Tsai W-H (1985) Moment-preserving thresolding: A new approach. Computer Vision, Graphics, and Image Processing 29(3):377\u2013393","journal-title":"Computer Vision, Graphics, and Image Processing"},{"issue":"4","key":"9851_CR39","doi-asserted-by":"publisher","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, et al. (2004) Image quality assessment: from error visibility to structural similarity. IEEE transactions on image processing 13(4):600\u2013612","journal-title":"IEEE transactions on image processing"},{"key":"9851_CR40","first-page":"171","volume":"1","author":"F Wilcoxon","year":"1970","unstructured":"Wilcoxon F, Katti SK, Wilcox RA (1970) Critical values and probability levels for the wilcoxon rank sum test and the wilcoxon signed rank test. Selected tables in mathematical statistics 1:171\u2013259","journal-title":"Selected tables in mathematical statistics"},{"key":"9851_CR41","doi-asserted-by":"crossref","unstructured":"Wondie L, Kumar S (2017) A joint representation of renyi\u2019s and tsalli\u2019s entropy with application in coding theory, Int J Math Math Sci, 2017","DOI":"10.1155\/2017\/2683293"},{"key":"9851_CR42","doi-asserted-by":"crossref","unstructured":"Yang X-S (2010) Engineering optimization: an introduction with metaheuristic applications, John Wiley & Sons","DOI":"10.1002\/9780470640425"},{"key":"9851_CR43","doi-asserted-by":"publisher","first-page":"797","DOI":"10.1016\/j.procs.2015.09.027","volume":"65","author":"NM Zaitoun","year":"2015","unstructured":"Zaitoun NM, Aqel MJ (2015) Survey on image segmentation techniques. Procedia Computer Science 65:797\u2013806","journal-title":"Procedia Computer Science"},{"issue":"8","key":"9851_CR44","doi-asserted-by":"publisher","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. IEEE transactions on Image Processing 20 (8):2378\u20132386","journal-title":"IEEE transactions on Image Processing"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-09851-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s11042-020-09851-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-020-09851-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,3,25]],"date-time":"2021-03-25T23:56:40Z","timestamp":1616716600000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s11042-020-09851-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,11,16]]},"references-count":44,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2021,3]]}},"alternative-id":["9851"],"URL":"https:\/\/doi.org\/10.1007\/s11042-020-09851-0","relation":{},"ISSN":["1380-7501","1573-7721"],"issn-type":[{"type":"print","value":"1380-7501"},{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2020,11,16]]},"assertion":[{"value":"4 October 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"30 July 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"9 September 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"16 November 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}}]}}