{"id":"https://openalex.org/W2318217996","doi":"https://doi.org/10.1109/icmcs.2014.6911395","title":"Unsupervised neural-morphological colour image segmentation using the mahalanobis as criteria of resemblance","display_name":"Unsupervised neural-morphological colour image segmentation using the mahalanobis as criteria of resemblance","publication_year":2014,"publication_date":"2014-04-01","ids":{"openalex":"https://openalex.org/W2318217996","doi":"https://doi.org/10.1109/icmcs.2014.6911395","mag":"2318217996"},"language":"en","primary_location":{"id":"doi:10.1109/icmcs.2014.6911395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2014.6911395","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"},"type":"conference-paper","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5071599269","display_name":"Meriem Timouyas","orcid":"https://orcid.org/0000-0002-1009-8262"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]},{"id":"https://openalex.org/I4210121980","display_name":"\u00c9cole Normale Sup\u00e9rieure de l'Enseignement Technique de Mohammedia","ror":"https://ror.org/035pp4j25","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210121980"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Meriem Timouyas","raw_affiliation_strings":["LRGE Laboratory, ENSET Mohammed 5 Souissi University, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LRGE Laboratory, ENSET Mohammed 5 Souissi University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I4210121980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047221638","display_name":"Ahmed Hammouch","orcid":"https://orcid.org/0009-0005-8691-6662"},"institutions":[{"id":"https://openalex.org/I126477371","display_name":"Mohammed V University","ror":"https://ror.org/00r8w8f84","country_code":"MA","type":"education","lineage":["https://openalex.org/I126477371"]},{"id":"https://openalex.org/I4210121980","display_name":"\u00c9cole Normale Sup\u00e9rieure de l'Enseignement Technique de Mohammedia","ror":"https://ror.org/035pp4j25","country_code":"MA","type":"education","lineage":["https://openalex.org/I4210121980"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Ahmed Hammouch","raw_affiliation_strings":["LRGE Laboratory, ENSET Mohammed 5 Souissi University, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"LRGE Laboratory, ENSET Mohammed 5 Souissi University, Rabat, Morocco","institution_ids":["https://openalex.org/I126477371","https://openalex.org/I4210121980"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007091541","display_name":"Souad Eddarouich","orcid":"https://orcid.org/0000-0001-7416-0697"},"institutions":[{"id":"https://openalex.org/I4210129555","display_name":"Centre R\u00e9gional Africain des Sciences et Technologies de l'Espace","ror":"https://ror.org/02szraw88","country_code":"MA","type":"facility","lineage":["https://openalex.org/I4210129555"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Souad Eddarouich","raw_affiliation_strings":["Regional Educational Center, Rabat, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Regional Educational Center, Rabat, Morocco","institution_ids":["https://openalex.org/I4210129555"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103734122","display_name":"Rajae Touahni","orcid":null},"institutions":[{"id":"https://openalex.org/I3121676899","display_name":"Universit\u00e9 Ibn-Tofail","ror":"https://ror.org/02wj89n04","country_code":"MA","type":"education","lineage":["https://openalex.org/I3121676899"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Rajae Touahni","raw_affiliation_strings":["Faculty of Sciences, LASTID, Kenitra, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Sciences, LASTID, Kenitra, Morocco","institution_ids":["https://openalex.org/I3121676899"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083841257","display_name":"Abderrahmane Sbihi","orcid":null},"institutions":[{"id":"https://openalex.org/I240042149","display_name":"Abdelmalek Essa\u00e2di University","ror":"https://ror.org/03c4shz64","country_code":"MA","type":"education","lineage":["https://openalex.org/I240042149"]}],"countries":["MA"],"is_corresponding":false,"raw_author_name":"Abderrahmane Sbihi","raw_affiliation_strings":["Abdelmalek As-Saadi University, ENSA, Tanger, Morocco"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Abdelmalek As-Saadi University, ENSA, Tanger, Morocco","institution_ids":["https://openalex.org/I240042149"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"314","last_page":"320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10057","display_name":"Face and Expression Recognition","score":0.9950000047683716,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/mahalanobis-distance","display_name":"Mahalanobis distance","score":0.8153055906295776},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.76454758644104},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.7071754932403564},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7064236402511597},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6320949792861938},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6090937256813049},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5543397068977356},{"id":"https://openalex.org/keywords/competitive-learning","display_name":"Competitive learning","score":0.5281669497489929},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5012955665588379},{"id":"https://openalex.org/keywords/a-priori-and-a-posteriori","display_name":"A priori and a posteriori","score":0.4365394711494446},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4254094064235687}],"concepts":[{"id":"https://openalex.org/C1921717","wikidata":"https://www.wikidata.org/wiki/Q1334846","display_name":"Mahalanobis distance","level":2,"score":0.8153055906295776},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.76454758644104},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.7071754932403564},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7064236402511597},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6320949792861938},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6090937256813049},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5543397068977356},{"id":"https://openalex.org/C120822770","wikidata":"https://www.wikidata.org/wiki/Q5156355","display_name":"Competitive learning","level":3,"score":0.5281669497489929},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5012955665588379},{"id":"https://openalex.org/C75553542","wikidata":"https://www.wikidata.org/wiki/Q178161","display_name":"A priori and a posteriori","level":2,"score":0.4365394711494446},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4254094064235687},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icmcs.2014.6911395","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icmcs.2014.6911395","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 International Conference on Multimedia Computing and Systems (ICMCS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1587362683","https://openalex.org/W1605531054","https://openalex.org/W1939160077","https://openalex.org/W1963852974","https://openalex.org/W1979129208","https://openalex.org/W1982748476","https://openalex.org/W1990969977","https://openalex.org/W2007540093","https://openalex.org/W2010140249","https://openalex.org/W2056242145","https://openalex.org/W2072734400","https://openalex.org/W2087402007","https://openalex.org/W2115386207","https://openalex.org/W2118020555","https://openalex.org/W2157709461","https://openalex.org/W2162765447","https://openalex.org/W2164500538","https://openalex.org/W2203135275","https://openalex.org/W6672196306","https://openalex.org/W6687726954"],"related_works":["https://openalex.org/W4382795578","https://openalex.org/W1431147547","https://openalex.org/W2355463328","https://openalex.org/W2402648945","https://openalex.org/W2053213469","https://openalex.org/W2055761197","https://openalex.org/W2771741613","https://openalex.org/W2057608111","https://openalex.org/W939486154","https://openalex.org/W1522196789"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4],"a":[5,37,43,110,123],"new":[6,44],"unsupervised":[7],"colour":[8],"image":[9],"segmentation":[10],"algorithm":[11,18,106],"using":[12,67],"competitive":[13,39,101],"and":[14,59,114,126],"morphological":[15,74],"concepts.":[16],"The":[17,76],"is":[19,120],"carried":[20],"out":[21],"in":[22],"three":[23],"processing":[24],"stages.":[25],"It":[26],"starts":[27],"by":[28,36,61],"an":[29,68],"estimation":[30],"of":[31,46,55,64,112],"the":[32,56,62,73,84,89,94,99,104,133],"density":[33,57],"function,":[34,58],"followed":[35],"training":[38],"neural":[40],"network":[41],"with":[42],"criterion":[45],"resemblance":[47],"called":[48],"Mahalanobis":[49],"distance":[50],"which":[51],"detects":[52],"local":[53],"maxima":[54],"ends":[60],"extraction":[63],"modal":[65],"regions":[66],"original":[69],"method":[70],"based":[71,97],"on":[72,98],"concept.":[75],"so":[77],"detected":[78],"modes":[79],"are":[80],"then":[81],"used":[82],"for":[83],"classification":[85],"process.":[86],"Compared":[87],"to":[88,93],"K-means":[90],"clustering":[91,95],"or":[92],"approaches":[96],"different":[100],"learning":[102],"schemes,":[103],"proposed":[105],"has":[107,122],"proven,":[108],"under":[109],"number":[111],"real":[113],"synthetic":[115],"test":[116],"images,":[117],"that":[118],"it":[119],"automatic,":[121],"fast":[124],"convergence":[125],"does":[127],"not":[128],"need":[129],"priori":[130],"information":[131],"about":[132],"data":[134],"structure.":[135]},"counts_by_year":[{"year":2017,"cited_by_count":3}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}