{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,8]],"date-time":"2026-05-08T06:09:13Z","timestamp":1778220553397,"version":"3.51.4"},"reference-count":50,"publisher":"Elsevier BV","license":[{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/tdm\/userlicense\/1.0\/"},{"start":{"date-parts":[[2021,12,1]],"date-time":"2021-12-01T00:00:00Z","timestamp":1638316800000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.elsevier.com\/legal\/tdmrep-license"},{"start":{"date-parts":[[2021,10,7]],"date-time":"2021-10-07T00:00:00Z","timestamp":1633564800000},"content-version":"vor","delay-in-days":0,"URL":"http:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004263","name":"Fundacao de Amparo a Pesquisa do Estado do Rio Grande do Sul","doi-asserted-by":"publisher","award":["19\/2551-0001660"],"award-info":[{"award-number":["19\/2551-0001660"]}],"id":[{"id":"10.13039\/501100004263","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100010198","name":"Gobierno de Espa\u00f1a Ministerio de Ciencia e Innovaci\u00f3n","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100010198","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007680","name":"Universidad Publica de Navarra","doi-asserted-by":"publisher","id":[{"id":"10.13039\/501100007680","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100002322","name":"CAPES","doi-asserted-by":"publisher","award":["464880\/2019-00"],"award-info":[{"award-number":["464880\/2019-00"]}],"id":[{"id":"10.13039\/501100002322","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100006280","name":"Ministerio de Ciencia y Tecnolog\u00eda","doi-asserted-by":"publisher","award":["PID2019-108392GB-I00"],"award-info":[{"award-number":["PID2019-108392GB-I00"]}],"id":[{"id":"10.13039\/501100006280","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100006280","name":"Ministerio de Ciencia y Tecnolog\u00eda","doi-asserted-by":"publisher","award":["AEI\/10.13039\/501100011033"],"award-info":[{"award-number":["AEI\/10.13039\/501100011033"]}],"id":[{"id":"10.13039\/501100006280","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","award":["301618\/2019-4"],"award-info":[{"award-number":["301618\/2019-4"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100003593","name":"Conselho Nacional de Desenvolvimento Cient\u00edfico e Tecnol\u00f3gico","doi-asserted-by":"publisher","award":["307781\/2016-0"],"award-info":[{"award-number":["307781\/2016-0"]}],"id":[{"id":"10.13039\/501100003593","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["elsevier.com","sciencedirect.com"],"crossmark-restriction":true},"short-container-title":["Information Sciences"],"published-print":{"date-parts":[[2021,12]]},"DOI":"10.1016\/j.ins.2021.10.016","type":"journal-article","created":{"date-parts":[[2021,10,7]],"date-time":"2021-10-07T03:31:55Z","timestamp":1633577515000},"page":"740-754","update-policy":"https:\/\/doi.org\/10.1016\/elsevier_cm_policy","source":"Crossref","is-referenced-by-count":40,"special_numbering":"C","title":["Neuro-inspired edge feature fusion using Choquet integrals"],"prefix":"10.1016","volume":"581","author":[{"given":"Cedric","family":"Marco-Detchart","sequence":"first","affiliation":[]},{"given":"Giancarlo","family":"Lucca","sequence":"additional","affiliation":[]},{"given":"Carlos","family":"Lopez-Molina","sequence":"additional","affiliation":[]},{"given":"Laura","family":"De Miguel","sequence":"additional","affiliation":[]},{"given":"Gra\u00e7aliz","family":"Pereira Dimuro","sequence":"additional","affiliation":[]},{"given":"Humberto","family":"Bustince","sequence":"additional","affiliation":[]}],"member":"78","reference":[{"key":"10.1016\/j.ins.2021.10.016_b0005","unstructured":"A. Krizhevsky, I. Sutskever, G.E. Hinton, Imagenet classification with deep convolutional neural networks, in: Advances in neural information processing systems, 2012, pp. 1097\u20131105."},{"key":"10.1016\/j.ins.2021.10.016_b0010","doi-asserted-by":"crossref","unstructured":"R. Chellappa, K. Fukushima, A. Katsaggelos, S. Kung, Y. LeCun, N. Nasrabadi, T. Poggio, L. Wang, S. Der, S. Young, et al., Special issue on applications of artificial neural networks to image processing, in: IEEE Trans. on Image Processing, Vol. 7, 1998.","DOI":"10.1109\/TIP.1998.704303"},{"key":"10.1016\/j.ins.2021.10.016_b0015","first-page":"217","article-title":"Possible principles underlying the transformation of sensory messages","volume":"1","author":"Barlow","year":"1961","journal-title":"Sens. Commun."},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0020","doi-asserted-by":"crossref","first-page":"106","DOI":"10.1113\/jphysiol.1962.sp006837","article-title":"Receptive fields, binocular interaction and functional architecture in the cat\u2019s visual cortex","volume":"160","author":"Hubel","year":"1962","journal-title":"J. Physiol."},{"issue":"14","key":"10.1016\/j.ins.2021.10.016_b0025","doi-asserted-by":"crossref","first-page":"1801","DOI":"10.1016\/S0042-6989(00)00039-0","article-title":"Center surround receptive field structure of cone bipolar cells in primate retina","volume":"40","author":"Dacey","year":"2000","journal-title":"Vision. Res."},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0030","doi-asserted-by":"crossref","first-page":"75","DOI":"10.1016\/0165-0270(88)90130-6","article-title":"Edge detection in images using marr-hildreth filtering techniques","volume":"26","author":"Smith","year":"1988","journal-title":"J. Neurosci. Methods"},{"issue":"2","key":"10.1016\/j.ins.2021.10.016_b0035","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1016\/S0734-189X(89)80036-2","article-title":"The Laplacian-of-Gaussian kernel: a formal analysis and design procedure for fast, accurate convolution and full-frame output","volume":"48","author":"Sotak","year":"1989","journal-title":"Comput. Vis. Graphics Image Process."},{"issue":"6","key":"10.1016\/j.ins.2021.10.016_b0040","doi-asserted-by":"crossref","first-page":"1515","DOI":"10.1109\/TFUZZ.2013.2297159","article-title":"Edge-detection method for image processing based on generalized type-2 fuzzy logic","volume":"22","author":"Melin","year":"2014","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"10.1016\/j.ins.2021.10.016_b0045","doi-asserted-by":"crossref","first-page":"631","DOI":"10.1016\/j.asoc.2014.12.010","article-title":"Optimization of interval type-2 fuzzy systems for image edge detection","volume":"47","author":"Gonzalez","year":"2016","journal-title":"Appl. Soft Comput."},{"key":"10.1016\/j.ins.2021.10.016_b0050","series-title":"Proceedings of the IEEE International Conference on Computer Vision","first-page":"1841","article-title":"Structured forests for fast edge detection","author":"Dollar","year":"2013"},{"key":"10.1016\/j.ins.2021.10.016_b0055","series-title":"Proceedings of the IEEE\/CVF Winter Conference on Applications of Computer Vision","first-page":"1923","article-title":"Dense extreme inception network: Towards a robust cnn model for edge detection","author":"Poma","year":"2020"},{"key":"10.1016\/j.ins.2021.10.016_b0060","first-page":"427","article-title":"Deep neural networks are easily fooled: High confidence predictions for unrecognizable images","author":"Nguyen","year":"2015","journal-title":"Proc. of the IEEE Conf. on Computer Vision and Pattern Recognition"},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0065","doi-asserted-by":"crossref","first-page":"52","DOI":"10.1109\/91.660808","article-title":"A geometric approach to edge detection","volume":"6","author":"Bezdek","year":"1998","journal-title":"IEEE Trans. Fuzzy Syst."},{"issue":"5","key":"10.1016\/j.ins.2021.10.016_b0070","doi-asserted-by":"crossref","first-page":"481","DOI":"10.1109\/34.494638","article-title":"Image filtering, edge detection, and edge tracing using fuzzy reasoning","volume":"18","author":"Law","year":"1996","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.ins.2021.10.016_b0075","doi-asserted-by":"crossref","first-page":"726","DOI":"10.1109\/TPAMI.1987.4767980","article-title":"Edge focusing","volume":"6","author":"Bergholm","year":"1987","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0080","doi-asserted-by":"crossref","DOI":"10.1155\/2007\/71828","article-title":"A biologically motivated multiresolution approach to contour detection","volume":"2007","author":"Papari","year":"2007","journal-title":"EURASIP J. Adv. Signal Process."},{"issue":"2","key":"10.1016\/j.ins.2021.10.016_b0085","doi-asserted-by":"crossref","first-page":"117","DOI":"10.1023\/A:1008097225773","article-title":"Edge detection and ridge detection with automatic scale selection","volume":"30","author":"Lindeberg","year":"1998","journal-title":"Int. J. Comput. Vision"},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0090","doi-asserted-by":"crossref","first-page":"40","DOI":"10.1016\/1049-9652(91)90018-F","article-title":"Edge detection in multispectral images, CVGIP","volume":"53","author":"Cumani","year":"1991","journal-title":"Graphical Models Image Process."},{"key":"10.1016\/j.ins.2021.10.016_b0095","doi-asserted-by":"crossref","first-page":"27","DOI":"10.1016\/j.inffus.2019.10.005","article-title":"The state-of-art of the generalizations of the choquet integral: From aggregation and pre-aggregation to ordered directionally monotone functions","volume":"57","author":"Dimuro","year":"2020","journal-title":"Inf. Fusion"},{"key":"10.1016\/j.ins.2021.10.016_b0100","doi-asserted-by":"crossref","unstructured":"G. Choquet, Theory of capacities, Annales de l\u2019Institut Fourier 5 (1953\u20131954) 131\u2013295.","DOI":"10.5802\/aif.53"},{"key":"10.1016\/j.ins.2021.10.016_b0105","doi-asserted-by":"crossref","unstructured":"J.C. Wieczynski, G.P. Dimuro, E.N. Borges, H.S. Santos, G. Lucca, R. Lourenzutti, H. Bustince, Generalizing the GMC-RTOPSIS method using CT-integral pre-aggregation functions, in: 2020 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, Los Alamitos, 2020, pp. 1\u20138.","DOI":"10.1109\/FUZZ48607.2020.9177859"},{"key":"10.1016\/j.ins.2021.10.016_b0110","doi-asserted-by":"crossref","unstructured":"C. Dias, J. Bueno, E. Borges, G. Lucca, H. Santos, G. Dimuro, H. Bustince, P. Drews, S. Botelho, E. Palmeira, Simulating the behaviour of choquet-like (pre) aggregation functions for image resizing in the pooling layer of deep learning networks, in: International Fuzzy Systems Association World Congress, Springer, 2019, pp. 224\u2013236.","DOI":"10.1007\/978-3-030-21920-8_21"},{"key":"10.1016\/j.ins.2021.10.016_b0115","doi-asserted-by":"crossref","first-page":"136","DOI":"10.1016\/j.knosys.2018.05.041","article-title":"Robust sustainable development assessment with composite indices aggregating interacting dimensions: The hierarchical-SMAA-Choquet integral approach","volume":"158","author":"Angilella","year":"2018","journal-title":"Knowl.-Based Syst."},{"issue":"1","key":"10.1016\/j.ins.2021.10.016_b0120","doi-asserted-by":"crossref","first-page":"96","DOI":"10.1109\/MCI.2018.2881647","article-title":"Multimodal fuzzy fusion for enhancing the motor-imagery-based brain computer interface","volume":"14","author":"Ko","year":"2019","journal-title":"IEEE Comput. Intell. Mag."},{"issue":"2","key":"10.1016\/j.ins.2021.10.016_b0125","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1109\/TFUZZ.2015.2453020","article-title":"Preaggregation Functions: Construction and an Application","volume":"24","author":"Lucca","year":"2016","journal-title":"IEEE Trans. Fuzzy Syst."},{"key":"10.1016\/j.ins.2021.10.016_b0130","doi-asserted-by":"crossref","first-page":"94","DOI":"10.1016\/j.ins.2017.12.029","article-title":"CF-integrals: A new family of pre-aggregation functions with application to fuzzy rule-based classification systems","volume":"435","author":"Lucca","year":"2018","journal-title":"Inf. Sci."},{"key":"10.1016\/j.ins.2021.10.016_b0135","doi-asserted-by":"crossref","unstructured":"C. Marco-Detchart, C. Lopez-Molina, J. Fernandez, H. Bustince, A Gravitational Approach to Image Smoothing, in: Advances in Intelligent Systems and Computing, vol. 642, 2018, pp. 468\u2013479.","DOI":"10.1007\/978-3-319-66824-6_41"},{"key":"10.1016\/j.ins.2021.10.016_b0140","doi-asserted-by":"crossref","first-page":"300","DOI":"10.1016\/j.ejor.2015.01.018","article-title":"Directional monotonicity of fusion functions","volume":"244","author":"Bustince","year":"2015","journal-title":"Eur. J. Oper. Res."},{"key":"10.1016\/j.ins.2021.10.016_b0145","doi-asserted-by":"crossref","unstructured":"G. Beliakov, H. Bustince Sola, T. Calvo, A Practical Guide to Averaging Functions, Vol. 329 of Studies in Fuzziness and Soft Computing, Springer International Publishing, 2016.","DOI":"10.1007\/978-3-319-24753-3"},{"key":"10.1016\/j.ins.2021.10.016_b0150","series-title":"Associative Functions: Triangular Norms and Copulas","author":"Alsina","year":"2006"},{"issue":"3\u20134","key":"10.1016\/j.ins.2021.10.016_b0155","doi-asserted-by":"crossref","first-page":"1488","DOI":"10.1016\/j.na.2009.08.033","article-title":"Overlap functions","volume":"72","author":"Bustince","year":"2010","journal-title":"Nonlinear Anal.: Theory Methods Appl."},{"key":"10.1016\/j.ins.2021.10.016_b0160","doi-asserted-by":"crossref","first-page":"148","DOI":"10.1016\/j.ins.2013.05.004","article-title":"New results on overlap and grouping functions","volume":"249","author":"Bedregal","year":"2013","journal-title":"Inf. Sci."},{"key":"10.1016\/j.ins.2021.10.016_b0165","series-title":"Vision","author":"Marr","year":"1982"},{"key":"10.1016\/j.ins.2021.10.016_b0170","series-title":"Anisotropic Diffusion in Image Processing","author":"Weickert","year":"1998"},{"issue":"5","key":"10.1016\/j.ins.2021.10.016_b0175","doi-asserted-by":"crossref","first-page":"603","DOI":"10.1109\/34.1000236","article-title":"Mean shift: a robust approach toward feature space analysis","volume":"24","author":"Comaniciu","year":"2002","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.ins.2021.10.016_b0180","unstructured":"C. Tomasi, R. Manduchi, Bilateral filtering for gray and color images, in: Proc. of the IEEE International Conf. on Computer Vision, 1998, pp. 838\u2013846."},{"issue":"1167","key":"10.1016\/j.ins.2021.10.016_b0185","first-page":"187","article-title":"Theory of edge detection","volume":"207","author":"Marr","year":"1980","journal-title":"Proc. R. Soc. London Ser. B Biol. Sci."},{"issue":"2","key":"10.1016\/j.ins.2021.10.016_b0190","doi-asserted-by":"crossref","first-page":"806","DOI":"10.1016\/j.patcog.2011.07.020","article-title":"Noise-robust edge detector combining isotropic and anisotropic Gaussian kernels","volume":"45","author":"Shui","year":"2012","journal-title":"Pattern Recogn."},{"issue":"8","key":"10.1016\/j.ins.2021.10.016_b0195","doi-asserted-by":"crossref","first-page":"1657","DOI":"10.1007\/s11760-019-01517-1","article-title":"Contour detection based on anisotropic edge strength and hierarchical superpixel contrast","volume":"13","author":"Wang","year":"2019","journal-title":"SIViP"},{"issue":"5","key":"10.1016\/j.ins.2021.10.016_b0200","doi-asserted-by":"crossref","first-page":"814","DOI":"10.1109\/PROC.1970.7756","article-title":"A nonlinear edge detection technique","volume":"58","author":"Rosenfeld","year":"1970","journal-title":"Proc. IEEE"},{"issue":"6","key":"10.1016\/j.ins.2021.10.016_b0205","doi-asserted-by":"crossref","first-page":"1201","DOI":"10.1016\/j.patcog.2010.12.008","article-title":"A novel method to look for the hysteresis thresholds for the Canny edge detector","volume":"44","author":"Medina-Carnicer","year":"2011","journal-title":"Pattern Recogn."},{"issue":"5","key":"10.1016\/j.ins.2021.10.016_b0210","doi-asserted-by":"crossref","first-page":"898","DOI":"10.1109\/TPAMI.2010.161","article-title":"Contour Detection and Hierarchical Image Segmentation","volume":"33","author":"Arbel\u00e1ez","year":"2011","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"issue":"2","key":"10.1016\/j.ins.2021.10.016_b0215","doi-asserted-by":"crossref","first-page":"167","DOI":"10.1007\/s11263-009-0251-z","article-title":"Benchmarking image segmentation algorithms","volume":"85","author":"Estrada","year":"2009","journal-title":"Int. J. Comput. Vision"},{"issue":"4","key":"10.1016\/j.ins.2021.10.016_b0220","doi-asserted-by":"crossref","first-page":"1125","DOI":"10.1016\/j.patcog.2012.10.027","article-title":"Quantitative error measures for edge detection","volume":"46","author":"Lopez-Molina","year":"2013","journal-title":"Pattern Recogn."},{"issue":"6","key":"10.1016\/j.ins.2021.10.016_b0225","doi-asserted-by":"crossref","first-page":"679","DOI":"10.1109\/TPAMI.1986.4767851","article-title":"A computational approach to edge detection","volume":"8","author":"Canny","year":"1986","journal-title":"IEEE Trans. Pattern Anal. Mach. Intell."},{"key":"10.1016\/j.ins.2021.10.016_b0230","doi-asserted-by":"crossref","first-page":"127","DOI":"10.1016\/j.ins.2014.03.028","article-title":"A framework for edge detection based on relief functions","volume":"278","author":"Lopez-Molina","year":"2014","journal-title":"Inf. Sci."},{"issue":"11","key":"10.1016\/j.ins.2021.10.016_b0235","doi-asserted-by":"crossref","first-page":"3730","DOI":"10.1016\/j.patcog.2010.05.035","article-title":"A gravitational approach to edge detection based on triangular norms","volume":"43","author":"Lopez-Molina","year":"2010","journal-title":"Pattern Recogn."},{"issue":"4","key":"10.1016\/j.ins.2021.10.016_b0240","doi-asserted-by":"crossref","first-page":"872","DOI":"10.1109\/TFUZZ.2014.2333060","article-title":"On the choice of the pair conjunction-implication into the fuzzy morphological edge detector","volume":"23","author":"Gonzalez-Hidalgo","year":"2015","journal-title":"IEEE Trans. on Fuzzy Systems"},{"key":"10.1016\/j.ins.2021.10.016_b0245","doi-asserted-by":"crossref","first-page":"169","DOI":"10.5486\/PMD.1961.8.1-2.16","article-title":"Associative functions and statistical triangle inequalities","volume":"8","author":"Schweiser","year":"1961","journal-title":"Publicationes Mathematicae, Debrecen"},{"key":"10.1016\/j.ins.2021.10.016_b0250","unstructured":"H. Bustince, R. Mesiar, J. Fernandez, M. Galar, D. Paternain, A. Altalhi, G. Dimuro, B. Bedregal, Z. Tak\u00e1\u010d, d-choquet integrals: Choquet integrals based on dissimilarities, Fuzzy Sets Syst."}],"container-title":["Information Sciences"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025521010240?httpAccept=text\/xml","content-type":"text\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/api.elsevier.com\/content\/article\/PII:S0020025521010240?httpAccept=text\/plain","content-type":"text\/plain","content-version":"vor","intended-application":"text-mining"}],"deposited":{"date-parts":[[2026,4,28]],"date-time":"2026-04-28T20:30:14Z","timestamp":1777408214000},"score":1,"resource":{"primary":{"URL":"https:\/\/linkinghub.elsevier.com\/retrieve\/pii\/S0020025521010240"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2021,12]]},"references-count":50,"alternative-id":["S0020025521010240"],"URL":"https:\/\/doi.org\/10.1016\/j.ins.2021.10.016","relation":{},"ISSN":["0020-0255"],"issn-type":[{"value":"0020-0255","type":"print"}],"subject":[],"published":{"date-parts":[[2021,12]]},"assertion":[{"value":"Elsevier","name":"publisher","label":"This article is maintained by"},{"value":"Neuro-inspired edge feature fusion using Choquet integrals","name":"articletitle","label":"Article Title"},{"value":"Information Sciences","name":"journaltitle","label":"Journal Title"},{"value":"https:\/\/doi.org\/10.1016\/j.ins.2021.10.016","name":"articlelink","label":"CrossRef DOI link to publisher maintained version"},{"value":"article","name":"content_type","label":"Content Type"},{"value":"\u00a9 2021 The Authors. Published by Elsevier Inc.","name":"copyright","label":"Copyright"}]}}