{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,12,6]],"date-time":"2025-12-06T17:17:43Z","timestamp":1765041463529,"version":"3.37.3"},"reference-count":40,"publisher":"Springer Science and Business Media LLC","issue":"16","license":[{"start":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T00:00:00Z","timestamp":1698883200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T00:00:00Z","timestamp":1698883200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Multimed Tools Appl"],"DOI":"10.1007\/s11042-023-17141-8","type":"journal-article","created":{"date-parts":[[2023,11,2]],"date-time":"2023-11-02T05:13:34Z","timestamp":1698902014000},"page":"48437-48456","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":6,"title":["Efficient and natural image fusion method for low-light images based on active contour model and adaptive gamma correction"],"prefix":"10.1007","volume":"83","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-7766-6757","authenticated-orcid":false,"given":"Nurullah","family":"Ozturk","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Serkan","family":"Ozturk","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2023,11,2]]},"reference":[{"issue":"2","key":"17141_CR1","doi-asserted-by":"publisher","first-page":"593","DOI":"10.1109\/TCE.2007.381734","volume":"53","author":"M Abdullah-Al-Wadud","year":"2007","unstructured":"Abdullah-Al-Wadud M, Kabir MH, Dewan MAA et al (2007) A dynamic histogram equalization for image contrast enhancement. IEEE Trans Consum Electron 53(2):593\u2013600","journal-title":"IEEE Trans Consum Electron"},{"key":"17141_CR2","doi-asserted-by":"crossref","unstructured":"Bhandari AK, Srinivas K, Maurya S (2022) Gamma corrected reflectance for low contrast image enhancement using guided filter. Multimedia Tools and Applications pp 1\u201322","DOI":"10.1007\/s11042-021-11347-4"},{"key":"17141_CR3","doi-asserted-by":"crossref","unstructured":"Cai B, Xu X, Guo K et\u00a0al (2017) A joint intrinsic-extrinsic prior model for retinex. In: Proceedings of the IEEE international conference on computer vision, pp 4000\u20134009","DOI":"10.1109\/ICCV.2017.431"},{"issue":"4","key":"17141_CR4","doi-asserted-by":"publisher","first-page":"2049","DOI":"10.1109\/TIP.2018.2794218","volume":"27","author":"J Cai","year":"2018","unstructured":"Cai J, Gu S, Zhang L (2018) Learning a deep single image contrast enhancer from multi-exposure images. IEEE Trans Image Process 27(4):2049\u20132062","journal-title":"IEEE Trans Image Process"},{"key":"17141_CR5","doi-asserted-by":"crossref","unstructured":"Chan T, Vese L (1999) An active contour model without edges. In: International conference on scale-space theories in computer vision, Springer, pp 141\u2013151","DOI":"10.1007\/3-540-48236-9_13"},{"issue":"2","key":"17141_CR6","doi-asserted-by":"publisher","first-page":"425","DOI":"10.3390\/rs14020425","volume":"14","author":"T Chen","year":"2022","unstructured":"Chen T, Liu M, Gao T et al (2022) A fusion-based defogging algorithm. Remote Sensing 14(2):425","journal-title":"Remote Sensing"},{"issue":"4","key":"17141_CR7","doi-asserted-by":"publisher","first-page":"574","DOI":"10.3390\/sym11040574","volume":"11","author":"Q Dai","year":"2019","unstructured":"Dai Q, Pu YF, Rahman Z et al (2019) Fractional-order fusion model for low-light image enhancement. Symmetry 11(4):574","journal-title":"Symmetry"},{"key":"17141_CR8","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.sigpro.2016.05.031","volume":"129","author":"X Fu","year":"2016","unstructured":"Fu X, Zeng D, Huang Y et al (2016) A fusion-based enhancing method for weakly illuminated images. Signal Process 129:82\u201396","journal-title":"Signal Process"},{"key":"17141_CR9","unstructured":"Gonzalez RC, Woods RE et\u00a0al (2002) Digital image processing"},{"key":"17141_CR10","doi-asserted-by":"crossref","unstructured":"Guo J, Ma J, Garc\u00eda-Fern\u00e1ndez \u00c1F et\u00a0al (2023) A survey on image enhancement for low-light images. Heliyon","DOI":"10.1016\/j.heliyon.2023.e14558"},{"issue":"2","key":"17141_CR11","doi-asserted-by":"publisher","first-page":"982","DOI":"10.1109\/TIP.2016.2639450","volume":"26","author":"X Guo","year":"2016","unstructured":"Guo X, Li Y, Ling H (2016) Lime: Low-light image enhancement via illumination map estimation. IEEE Trans Image Process 26(2):982\u2013993","journal-title":"IEEE Trans Image Process"},{"issue":"8","key":"17141_CR12","doi-asserted-by":"publisher","first-page":"2867","DOI":"10.1109\/TIM.2009.2016371","volume":"58","author":"M Hanmandlu","year":"2009","unstructured":"Hanmandlu M, Verma OP, Kumar NK et al (2009) A novel optimal fuzzy system for color image enhancement using bacterial foraging. IEEE Trans Instrum Meas 58(8):2867\u20132879","journal-title":"IEEE Trans Instrum Meas"},{"issue":"3","key":"17141_CR13","doi-asserted-by":"publisher","first-page":"1032","DOI":"10.1109\/TIP.2012.2226047","volume":"22","author":"SC Huang","year":"2012","unstructured":"Huang SC, Cheng FC, Chiu YS (2012) Efficient contrast enhancement using adaptive gamma correction with weighting distribution. IEEE Trans Image Process 22(3):1032\u20131041","journal-title":"IEEE Trans Image Process"},{"key":"17141_CR14","doi-asserted-by":"publisher","first-page":"205","DOI":"10.1016\/j.infrared.2016.11.001","volume":"79","author":"Z Huang","year":"2016","unstructured":"Huang Z, Zhang T, Li Q et al (2016) Adaptive gamma correction based on cumulative histogram for enhancing near-infrared images. Infrared Physics & Technology 79:205\u2013215","journal-title":"Infrared Physics & Technology"},{"issue":"12","key":"17141_CR15","doi-asserted-by":"publisher","first-page":"18,027","DOI":"10.1007\/s11042-021-10614-8","volume":"80","author":"I Jeong","year":"2021","unstructured":"Jeong I, Lee C (2021) An optimization-based approach to gamma correction parameter estimation for low-light image enhancement. Multimedia Tools and Applications 80(12):18,027-18,042","journal-title":"Multimedia Tools and Applications"},{"key":"17141_CR16","doi-asserted-by":"publisher","first-page":"361","DOI":"10.1016\/j.neucom.2021.05.025","volume":"454","author":"Z Jiang","year":"2021","unstructured":"Jiang Z, Li H, Liu L et al (2021) A switched view of retinex: Deep self-regularized low-light image enhancement. Neurocomputing 454:361\u2013372","journal-title":"Neurocomputing"},{"issue":"7","key":"17141_CR17","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1109\/83.597272","volume":"6","author":"DJ Jobson","year":"1997","unstructured":"Jobson DJ, Rahman Zu, Woodell GA (1997) A multiscale retinex for bridging the gap between color images and the human observation of scenes. IEEE Trans Image Process 6(7):965\u2013976","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"17141_CR18","doi-asserted-by":"publisher","first-page":"108","DOI":"10.1038\/scientificamerican1277-108","volume":"237","author":"EH Land","year":"1977","unstructured":"Land EH (1977) The retinex theory of color vision. Sci Am 237(6):108\u2013129","journal-title":"Sci Am"},{"key":"17141_CR19","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.neucom.2012.08.028","volume":"108","author":"L Leng","year":"2013","unstructured":"Leng L, Zhang J (2013) Palmhash code vs. palmphasor code. Neurocomputing 108:1\u201312","journal-title":"Neurocomputing"},{"key":"17141_CR20","doi-asserted-by":"publisher","first-page":"333","DOI":"10.1007\/s11042-015-3058-7","volume":"76","author":"L Leng","year":"2017","unstructured":"Leng L, Li M, Kim C et al (2017) Dual-source discrimination power analysis for multi-instance contactless palmprint recognition. Multimedia tools and applications 76:333\u2013354","journal-title":"Multimedia tools and applications"},{"issue":"6","key":"17141_CR21","doi-asserted-by":"publisher","first-page":"2828","DOI":"10.1109\/TIP.2018.2810539","volume":"27","author":"M Li","year":"2018","unstructured":"Li M, Liu J, Yang W et al (2018) Structure-revealing low-light image enhancement via robust retinex model. IEEE Trans Image Process 27(6):2828\u20132841","journal-title":"IEEE Trans Image Process"},{"issue":"4","key":"17141_CR22","doi-asserted-by":"publisher","first-page":"1153","DOI":"10.1007\/s11263-020-01418-8","volume":"129","author":"J Liu","year":"2021","unstructured":"Liu J, Xu D, Yang W et al (2021) Benchmarking low-light image enhancement and beyond. Int J Comput Vision 129(4):1153\u20131184","journal-title":"Int J Comput Vision"},{"issue":"3","key":"17141_CR23","doi-asserted-by":"publisher","first-page":"303","DOI":"10.1109\/TCE.2019.2893644","volume":"65","author":"S Liu","year":"2019","unstructured":"Liu S, Zhang Y (2019) Detail-preserving underexposed image enhancement via optimal weighted multi-exposure fusion. IEEE Trans Consum Electron 65(3):303\u2013311","journal-title":"IEEE Trans Consum Electron"},{"issue":"6","key":"17141_CR24","doi-asserted-by":"publisher","first-page":"746","DOI":"10.3390\/e23060746","volume":"23","author":"S Liu","year":"2021","unstructured":"Liu S, Long W, He L et al (2021) Retinex-based fast algorithm for low-light image enhancement. Entropy 23(6):746","journal-title":"Entropy"},{"key":"17141_CR25","unstructured":"Liu S, Long W, Li Y et\u00a0al (2021c) Low-light image enhancement based on membership function and gamma correction. Multimedia Tools and Applications pp 1\u201323"},{"issue":"11","key":"17141_CR26","doi-asserted-by":"publisher","first-page":"3345","DOI":"10.1109\/TIP.2015.2442920","volume":"24","author":"K Ma","year":"2015","unstructured":"Ma K, Zeng K, Wang Z (2015) Perceptual quality assessment for multi-exposure image fusion. IEEE Trans Image Process 24(11):3345\u20133356","journal-title":"IEEE Trans Image Process"},{"issue":"12","key":"17141_CR27","doi-asserted-by":"publisher","first-page":"4695","DOI":"10.1109\/TIP.2012.2214050","volume":"21","author":"A Mittal","year":"2012","unstructured":"Mittal A, Moorthy AK, Bovik AC (2012) No-reference image quality assessment in the spatial domain. IEEE Trans Image Process 21(12):4695\u20134708","journal-title":"IEEE Trans Image Process"},{"issue":"6","key":"17141_CR28","doi-asserted-by":"publisher","first-page":"1313","DOI":"10.1007\/s11760-021-01862-0","volume":"15","author":"N Ozturk","year":"2021","unstructured":"Ozturk N, Ozturk S (2021) A new effective hybrid segmentation method based on c-v and lgdf. SIViP 15(6):1313\u20131321","journal-title":"SIViP"},{"issue":"11","key":"17141_CR29","doi-asserted-by":"publisher","first-page":"799","DOI":"10.1049\/iet-ipr.2016.0242","volume":"10","author":"AS Parihar","year":"2016","unstructured":"Parihar AS, Verma OP (2016) Contrast enhancement using entropy-based dynamic sub-histogram equalisation. IET Image Proc 10(11):799\u2013808","journal-title":"IET Image Proc"},{"key":"17141_CR30","doi-asserted-by":"crossref","unstructured":"Pizer SM, Johnston RE, Ericksen JP et\u00a0al (1990) Contrast-limited adaptive histogram equalization: speed and effectiveness. In: [1990] Proceedings of the first conference on visualization in biomedical computing, IEEE computer society, pp 337\u2013338","DOI":"10.1109\/VBC.1990.109340"},{"key":"17141_CR31","doi-asserted-by":"crossref","unstructured":"Ren X, Li M, Cheng WH et\u00a0al (2018a) Joint enhancement and denoising method via sequential decomposition. In: 2018 IEEE international symposium on circuits and systems (ISCAS), IEEE, pp 1\u20135","DOI":"10.1109\/ISCAS.2018.8351427"},{"issue":"4","key":"17141_CR32","doi-asserted-by":"publisher","first-page":"968","DOI":"10.1109\/TCSVT.2018.2828141","volume":"29","author":"Y Ren","year":"2018","unstructured":"Ren Y, Ying Z, Li TH et al (2018) Lecarm: Low-light image enhancement using the camera response model. IEEE Trans Circuits Syst Video Technol 29(4):968\u2013981","journal-title":"IEEE Trans Circuits Syst Video Technol"},{"issue":"106","key":"17141_CR33","first-page":"364","volume":"93","author":"V Simi","year":"2020","unstructured":"Simi V, Edla DR, Joseph J et al (2020) Parameter-free fuzzy histogram equalisation with illumination preserving characteristics dedicated for contrast enhancement of magnetic resonance images. Appl Soft Comput 93(106):364","journal-title":"Appl Soft Comput"},{"issue":"17","key":"17141_CR34","doi-asserted-by":"publisher","first-page":"4646","DOI":"10.1016\/j.ijleo.2014.04.093","volume":"125","author":"K Singh","year":"2014","unstructured":"Singh K, Kapoor R (2014) Image enhancement via median-mean based sub-image-clipped histogram equalization. Optik 125(17):4646\u20134651","journal-title":"Optik"},{"key":"17141_CR35","doi-asserted-by":"crossref","unstructured":"Wang L, Fu G, Jiang Z et\u00a0al (2019) Low-light image enhancement with attention and multi-level feature fusion. In: 2019 IEEE international conference on multimedia & expo workshops (ICMEW), IEEE, pp 276\u2013281","DOI":"10.1109\/ICMEW.2019.00054"},{"key":"17141_CR36","doi-asserted-by":"crossref","unstructured":"Wang P, Wang Z, Lv D et\u00a0al (2021) Low illumination color image enhancement based on gabor filtering and retinex theory. Multimedia Tools and Applications 80(12):17,705\u201317,719","DOI":"10.1007\/s11042-021-10607-7"},{"issue":"9","key":"17141_CR37","doi-asserted-by":"publisher","first-page":"3538","DOI":"10.1109\/TIP.2013.2261309","volume":"22","author":"S Wang","year":"2013","unstructured":"Wang S, Zheng J, Hu HM et al (2013) Naturalness preserved enhancement algorithm for non-uniform illumination images. IEEE Trans Image Process 22(9):3538\u20133548","journal-title":"IEEE Trans Image Process"},{"key":"17141_CR38","doi-asserted-by":"publisher","first-page":"87,884","DOI":"10.1109\/ACCESS.2020.2992749","volume":"8","author":"W Wang","year":"2020","unstructured":"Wang W, Wu X, Yuan X et al (2020) An experiment-based review of low-light image enhancement methods. Ieee Access 8:87,884-87,917","journal-title":"Ieee Access"},{"key":"17141_CR39","doi-asserted-by":"crossref","unstructured":"Zhao B, Gong X, Wang J et\u00a0al (2022) Low-light image enhancement based on normal-light image degradation. Signal, Image and Video Processing pp 1\u20138","DOI":"10.1007\/s11760-021-02093-z"},{"issue":"2","key":"17141_CR40","first-page":"217","volume":"27","author":"M Zhongli","year":"2015","unstructured":"Zhongli M, Jie W (2015) Single-scale retinex sea fog removal algorithm fused the edge information. Journal of Computer-Aided Design & Computer Graphics 27(2):217\u2013225","journal-title":"Journal of Computer-Aided Design & Computer Graphics"}],"container-title":["Multimedia Tools and Applications"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-17141-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s11042-023-17141-8\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s11042-023-17141-8.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,5,7]],"date-time":"2024-05-07T11:35:20Z","timestamp":1715081720000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s11042-023-17141-8"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,11,2]]},"references-count":40,"journal-issue":{"issue":"16","published-online":{"date-parts":[[2024,5]]}},"alternative-id":["17141"],"URL":"https:\/\/doi.org\/10.1007\/s11042-023-17141-8","relation":{},"ISSN":["1573-7721"],"issn-type":[{"type":"electronic","value":"1573-7721"}],"subject":[],"published":{"date-parts":[[2023,11,2]]},"assertion":[{"value":"9 January 2023","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"31 August 2023","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"18 September 2023","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"2 November 2023","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Conflicts of interest"}}]}}