{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,16]],"date-time":"2026-07-16T15:31:13Z","timestamp":1784215873248,"version":"3.55.0"},"reference-count":47,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2019,4,17]],"date-time":"2019-04-17T00:00:00Z","timestamp":1555459200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Soft Comput"],"published-print":{"date-parts":[[2020,2]]},"DOI":"10.1007\/s00500-019-03992-7","type":"journal-article","created":{"date-parts":[[2019,4,17]],"date-time":"2019-04-17T18:06:10Z","timestamp":1555524370000},"page":"1619-1645","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":31,"title":["Cuckoo search algorithm-based brightness preserving histogram scheme for low-contrast image enhancement"],"prefix":"10.1007","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9842-8125","authenticated-orcid":false,"given":"Ashish Kumar","family":"Bhandari","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shubham","family":"Maurya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2019,4,17]]},"reference":[{"issue":"9","key":"3992_CR1","doi-asserted-by":"publisher","first-page":"1921","DOI":"10.1109\/TIP.2009.2021548","volume":"18","author":"T Arici","year":"2009","unstructured":"Arici T, Dikbas S, Altunbasak Y (2009) A histogram modification framework and its application for image contrast enhancement. IEEE Trans Image Process 18(9):1921\u20131935","journal-title":"IEEE Trans Image Process"},{"key":"3992_CR2","first-page":"35","volume":"79","author":"AK Bhandari","year":"2011","unstructured":"Bhandari AK, Kumar A, Padhy PK (2011) Enhancement of low contrast satellite images using discrete cosine transform and singular value decomposition. World Acad Sci Eng Technol 79:35\u201341","journal-title":"World Acad Sci Eng Technol"},{"issue":"7","key":"3992_CR3","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 (2014a) 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":"5","key":"3992_CR4","doi-asserted-by":"publisher","first-page":"1601","DOI":"10.1080\/01431161.2013.876518","volume":"35","author":"AK Bhandari","year":"2014","unstructured":"Bhandari AK, Soni V, Kumar A, Singh GK (2014b) Artificial bee colony-based satellite image contrast and brightness enhancement technique using DWT-SVD. Int J Remote Sens 35(5):1601\u20131624","journal-title":"Int J Remote Sens"},{"issue":"4","key":"3992_CR5","doi-asserted-by":"publisher","first-page":"1286","DOI":"10.1016\/j.isatra.2014.04.007","volume":"53","author":"AK Bhandari","year":"2014","unstructured":"Bhandari AK, Soni V, Kumar A, Singh GK (2014c) Cuckoo search algorithm based satellite image contrast and brightness enhancement using DWT\u2013SVD. ISA Trans 53(4):1286\u20131296","journal-title":"ISA Trans"},{"issue":"2","key":"3992_CR6","doi-asserted-by":"publisher","first-page":"579","DOI":"10.1016\/j.aeue.2014.11.012","volume":"69","author":"AK Bhandari","year":"2015","unstructured":"Bhandari AK, Kumar A, Singh GK (2015a) Improved knee transfer function and gamma correction based method for contrast and brightness enhancement of satellite image. AEU Int J Electron Commun 69(2):579\u2013589","journal-title":"AEU Int J Electron Commun"},{"issue":"22","key":"3992_CR7","doi-asserted-by":"publisher","first-page":"8707","DOI":"10.1016\/j.eswa.2015.07.025","volume":"42","author":"AK Bhandari","year":"2015","unstructured":"Bhandari AK, Kumar A, Singh GK (2015b) Tsallis entropy based multilevel thresholding for colored satellite image segmentation using evolutionary algorithms. Expert Syst Appl 42(22):8707\u20138730","journal-title":"Expert Syst Appl"},{"issue":"3","key":"3992_CR8","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 (2015c) 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"},{"key":"3992_CR9","doi-asserted-by":"publisher","first-page":"112","DOI":"10.1016\/j.eswa.2016.06.044","volume":"63","author":"AK Bhandari","year":"2016","unstructured":"Bhandari AK, Kumar A, Chaudhary S, Singh GK (2016a) A novel color image multilevel thresholding based segmentation using nature inspired optimization algorithms. Expert Syst Appl 63:112\u2013133","journal-title":"Expert Syst Appl"},{"issue":"2","key":"3992_CR10","doi-asserted-by":"publisher","first-page":"453","DOI":"10.1007\/s11045-014-0310-7","volume":"27","author":"AK Bhandari","year":"2016","unstructured":"Bhandari AK, Kumar A, Singh GK, Soni V (2016b) Dark satellite image enhancement using knee transfer function and gamma correction based on DWT\u2013SVD. Multidimens Syst Signal Process 27(2):453\u2013476","journal-title":"Multidimens Syst Signal Process"},{"issue":"2","key":"3992_CR11","doi-asserted-by":"publisher","first-page":"495","DOI":"10.1007\/s11045-015-0353-4","volume":"28","author":"AK Bhandari","year":"2017","unstructured":"Bhandari AK, Kumar A, Chaudhary S, Singh GK (2017) A new beta differential evolution algorithm for edge preserved colored satellite image enhancement. Multidimens Syst Signal Process 28(2):495\u2013527","journal-title":"Multidimens Syst Signal Process"},{"key":"3992_CR12","doi-asserted-by":"crossref","unstructured":"Canny J (1987). A computational approach to edge detection. In: readings in computer vision (pp. 184\u2013203)","DOI":"10.1016\/B978-0-08-051581-6.50024-6"},{"issue":"1","key":"3992_CR13","doi-asserted-by":"publisher","first-page":"145","DOI":"10.1109\/TIP.2011.2162419","volume":"21","author":"T Celik","year":"2012","unstructured":"Celik T, Tjahjadi T (2012) Automatic image equalization and contrast enhancement using Gaussian mixture modeling. IEEE Trans Image Process 21(1):145\u2013156","journal-title":"IEEE Trans Image Process"},{"issue":"2","key":"3992_CR14","doi-asserted-by":"publisher","first-page":"737","DOI":"10.1109\/TCE.2010.5505995","volume":"56","author":"YC Chang","year":"2010","unstructured":"Chang YC, Chang CM (2010) A simple histogram modification scheme for contrast enhancement. IEEE Trans Consum Electron 56(2):737\u2013742","journal-title":"IEEE Trans Consum Electron"},{"key":"3992_CR15","doi-asserted-by":"publisher","first-page":"287","DOI":"10.1016\/j.swevo.2017.09.002","volume":"38","author":"J Chen","year":"2018","unstructured":"Chen J, Yu W, Tian J, Chen L, Zhou Z (2018) Image contrast enhancement using an artificial bee colony algorithm. Swarm Evolut Comput 38:287\u2013294","journal-title":"Swarm Evolut Comput"},{"key":"3992_CR16","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1016\/j.jpdc.2016.10.011","volume":"103","author":"Z Cui","year":"2017","unstructured":"Cui Z, Sun B, Wang G, Xue Y, Chen J (2017) A novel oriented cuckoo search algorithm to improve DV-Hop performance for cyber\u2013physical systems. J Parallel Distrib Comput 103:42\u201352","journal-title":"J Parallel Distrib Comput"},{"issue":"1","key":"3992_CR17","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1016\/j.swevo.2011.02.002","volume":"1","author":"J Derrac","year":"2011","unstructured":"Derrac J, Garc\u00eda S, Molina D, Herrera F (2011) A practical tutorial on the use of nonparametric statistical tests as a methodology for comparing evolutionary and swarm intelligence algorithms. Swarm Evolut Comput 1(1):3\u201318","journal-title":"Swarm Evolut Comput"},{"key":"3992_CR18","doi-asserted-by":"publisher","first-page":"154","DOI":"10.1016\/j.asoc.2017.11.032","volume":"63","author":"S Dhar","year":"2018","unstructured":"Dhar S, Kundu MK (2018) A novel method for image thresholding using interval type-2 fuzzy set and Bat algorithm. Appl Soft Comput 63:154\u2013166","journal-title":"Appl Soft Comput"},{"key":"3992_CR19","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1016\/j.swevo.2014.01.003","volume":"16","author":"A Draa","year":"2014","unstructured":"Draa A, Bouaziz A (2014) An artificial bee colony algorithm for image contrast enhancement. Swarm Evolut Comput 16:69\u201384","journal-title":"Swarm Evolut Comput"},{"key":"3992_CR20","unstructured":"Eramian, M., Mould, D. (2005, May). Histogram equalization using neighborhood metrics. In : IEEE Computer and robot vision, 2005 proceedings. the 2nd Canadian conference on, pp 397\u2013404"},{"key":"3992_CR21","doi-asserted-by":"publisher","first-page":"10708","DOI":"10.1109\/ACCESS.2018.2809445","volume":"6","author":"YANHONG Feng","year":"2018","unstructured":"Feng YANHONG, Wang GG (2018) Binary moth search algorithm for discounted 0-1 knapsack problem. IEEE Access 6:10708\u201310719","journal-title":"IEEE Access"},{"key":"3992_CR22","volume-title":"Digital image processing using MATLAB","author":"RC Gonzalez","year":"2009","unstructured":"Gonzalez RC, Woods RE, Eddins SL (2009) Digital image processing using MATLAB. Gatesmark Publishing, USA"},{"issue":"9","key":"3992_CR23","doi-asserted-by":"publisher","first-page":"1480","DOI":"10.1109\/TCSVT.2014.2372392","volume":"25","author":"K Gu","year":"2015","unstructured":"Gu K, Zhai G, Yang X, Zhang W, Chen CW (2015) Automatic contrast enhancement technology with saliency preservation. IEEE Trans Circuits Syst Video Technol 25(9):1480\u20131494","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"issue":"13","key":"3992_CR24","doi-asserted-by":"publisher","first-page":"1816","DOI":"10.1016\/j.patrec.2009.12.006","volume":"31","author":"S Hashemi","year":"2010","unstructured":"Hashemi S, Kiani S, Noroozi N, Moghaddam ME (2010) An image contrast enhancement method based on genetic algorithm. Pattern Recogn Lett 31(13):1816\u20131824","journal-title":"Pattern Recogn Lett"},{"key":"3992_CR43","unstructured":"Image Processing Place (\nhttp:\/\/www.imageprocessingplace.com\/root_files_V3\/image_databases.htm\n\n)"},{"issue":"1","key":"3992_CR25","first-page":"108","volume":"214","author":"D Karaboga","year":"2009","unstructured":"Karaboga D, Akay B (2009) A comparative study of artificial bee colony algorithm. Appl Math Comput 214(1):108\u2013132","journal-title":"Appl Math Comput"},{"issue":"1","key":"3992_CR26","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1109\/TCE.2002.1010085","volume":"43","author":"YT Kim","year":"1997","unstructured":"Kim YT (1997) Contrast enhancement using brightness preserving bi-histogram equalization. IEEE Trans Consum Electron 43(1):1\u20138","journal-title":"IEEE Trans Consum Electron"},{"issue":"3","key":"3992_CR27","doi-asserted-by":"publisher","first-page":"1389","DOI":"10.1109\/TCE.2008.4637632","volume":"54","author":"M Kim","year":"2008","unstructured":"Kim M, Chung MG (2008) Recursively separated and weighted histogram equalization for brightness preservation and contrast enhancement. IEEE Trans Consum Electron 54(3):1389\u20131397","journal-title":"IEEE Trans Consum Electron"},{"key":"3992_CR44","unstructured":"kodak lossless true color image suite (\nhttp:\/\/r0k.us\/graphics\/kodak\/\n\n)"},{"issue":"3","key":"3992_CR28","doi-asserted-by":"publisher","first-page":"675","DOI":"10.1007\/s11760-013-0500-z","volume":"9","author":"SH Lim","year":"2015","unstructured":"Lim SH, Isa NAM, Ooi CH, Toh KKV (2015) A new histogram equalization method for digital image enhancement and brightness preservation. SIViP 9(3):675\u2013689","journal-title":"SIViP"},{"issue":"8","key":"3992_CR29","doi-asserted-by":"publisher","first-page":"2101","DOI":"10.1007\/s00500-014-1394-6","volume":"19","author":"PK Mahapatra","year":"2015","unstructured":"Mahapatra PK, Ganguli S, Kumar A (2015) A hybrid particle swarm optimization and artificial immune system algorithm for image enhancement. Soft Comput 19(8):2101\u20132109","journal-title":"Soft Comput"},{"key":"3992_CR30","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s13369-017-2949-5","volume":"43","author":"S Mishra","year":"2018","unstructured":"Mishra S, Panda M (2018) Bat algorithm for multilevel colour image segmentation using entropy-based thresholding. Arab J Sci Eng 43:1\u201330","journal-title":"Arab J Sci Eng"},{"key":"3992_CR45","unstructured":"NASA Earth Observatory (\nhttp:\/\/earthobservatory.nasa.gov\/\n\n)"},{"issue":"4","key":"3992_CR31","doi-asserted-by":"publisher","first-page":"2552","DOI":"10.1109\/TCE.2010.5681140","volume":"56","author":"CH Ooi","year":"2010","unstructured":"Ooi CH, Isa NAM (2010a) Quadrants dynamic histogram equalization for contrast enhancement. IEEE Trans Consum Electron 56(4):2552\u20132559","journal-title":"IEEE Trans Consum Electron"},{"issue":"4","key":"3992_CR32","doi-asserted-by":"publisher","first-page":"2543","DOI":"10.1109\/TCE.2010.5681139","volume":"56","author":"CH Ooi","year":"2010","unstructured":"Ooi CH, Isa NAM (2010b) Adaptive contrast enhancement methods with brightness preserving. IEEE Trans Consum Electron 56(4):2543\u20132551","journal-title":"IEEE Trans Consum Electron"},{"issue":"4","key":"3992_CR33","doi-asserted-by":"publisher","first-page":"2072","DOI":"10.1109\/TCE.2009.5373771","volume":"55","author":"CH Ooi","year":"2009","unstructured":"Ooi CH, Kong NSP, Ibrahim H (2009) Bi-histogram equalization with a plateau limit for digital image enhancement. IEEE Trans Consum Electron 55(4):2072\u20132080","journal-title":"IEEE Trans Consum Electron"},{"key":"3992_CR34","doi-asserted-by":"publisher","first-page":"335","DOI":"10.1016\/j.eswa.2017.06.021","volume":"87","author":"S Pare","year":"2017","unstructured":"Pare S, Bhandari AK, Kumar A, Singh GK (2017) An optimal color image multilevel thresholding technique using grey-level co-occurrence matrix. Expert Syst Appl 87:335\u2013362","journal-title":"Expert Syst Appl"},{"key":"3992_CR35","doi-asserted-by":"publisher","first-page":"206","DOI":"10.1016\/j.asoc.2017.12.002","volume":"63","author":"RM Rizk-Allah","year":"2018","unstructured":"Rizk-Allah RM, El-Sehiemy RA, Wang GG (2018) A novel parallel hurricane optimization algorithm for secure emission\/economic load dispatch solution. Appl Soft Comput 63:206\u2013222","journal-title":"Appl Soft Comput"},{"issue":"19","key":"3992_CR36","doi-asserted-by":"publisher","first-page":"1809","DOI":"10.1016\/j.ijleo.2015.05.023","volume":"126","author":"K Santhi","year":"2015","unstructured":"Santhi K, Banu RW (2015) Adaptive contrast enhancement using modified histogram equalization. Optik Int J Light Electron Opt 126(19):1809\u20131814","journal-title":"Optik Int J Light Electron Opt"},{"key":"3992_CR37","first-page":"1","volume":"99","author":"GG Wang","year":"2017","unstructured":"Wang GG, Tan Y (2017) Improving metaheuristic algorithms with information feedback models. IEEE Trans Cybern 99:1\u201314","journal-title":"IEEE Trans Cybern"},{"issue":"4","key":"3992_CR38","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 (2004) Image quality assessment: from error visibility to structural similarity. IEEE Trans Image Process 13(4):600\u2013612","journal-title":"IEEE Trans Image Process"},{"key":"3992_CR39","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-015-1923-y","author":"GG Wang","year":"2015","unstructured":"Wang GG, Deb S, Zhao XJ (2015) Monarch butterfly optimization.\u00a0Neural Comput Appl. \nhttps:\/\/doi.org\/10.1007\/s00521-015-1923-y","journal-title":"Neural Comput Appl"},{"key":"3992_CR40","doi-asserted-by":"publisher","first-page":"147","DOI":"10.1016\/j.neucom.2015.11.018","volume":"177","author":"GG Wang","year":"2016","unstructured":"Wang GG, Deb S, Gandomi AH, Alavi AH (2016a) Opposition-based krill herd algorithm with Cauchy mutation and position clamping. Neurocomputing 177:147\u2013157","journal-title":"Neurocomputing"},{"issue":"5","key":"3992_CR41","first-page":"286","volume":"8","author":"GG Wang","year":"2016","unstructured":"Wang GG, Gandomi AH, Yang XS, Alavi AH (2016b) A new hybrid method based on krill herd and cuckoo search for global optimisation tasks. Int J BioInsp Comput 8(5):286\u2013299","journal-title":"Int J BioInsp Comput"},{"key":"3992_CR42","doi-asserted-by":"crossref","unstructured":"Wang GG, Cai X, Cui Z, Min G, Chen J (2017) High performance computing for cyber physical social systems by using evolutionary multi-objective optimization algorithm. IEEE Trans Emerg Topics Comput","DOI":"10.1109\/TETC.2017.2703784"},{"key":"3992_CR46","doi-asserted-by":"crossref","unstructured":"Yang XS (2010). A new metaheuristic bat-inspired algorithm. In: Nature inspired cooperative strategies for optimization (NICSO 2010)\u00a0(pp 65\u201374). Springer, Berlin, Heidelberg","DOI":"10.1007\/978-3-642-12538-6_6"},{"key":"3992_CR47","doi-asserted-by":"crossref","unstructured":"Yang, X. S., Deb, S. (2009, December). Cuckoo search via L\u00e9vy flights. In: IEEE Nature and biologically inspired computing, 2009. NaBIC 2009. World Congress on\u00a0(pp 210\u2013214)","DOI":"10.1109\/NABIC.2009.5393690"}],"container-title":["Soft Computing"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-019-03992-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00500-019-03992-7\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00500-019-03992-7.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,15]],"date-time":"2020-04-15T23:13:10Z","timestamp":1586992390000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00500-019-03992-7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,4,17]]},"references-count":47,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2020,2]]}},"alternative-id":["3992"],"URL":"https:\/\/doi.org\/10.1007\/s00500-019-03992-7","relation":{},"ISSN":["1432-7643","1433-7479"],"issn-type":[{"value":"1432-7643","type":"print"},{"value":"1433-7479","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019,4,17]]},"assertion":[{"value":"17 April 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with ethical standards"}},{"value":"All authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflict of interest"}},{"value":"This article does not contain any studies with animals performed by any of the authors.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Ethical approval"}}]}}