{"id":"https://openalex.org/W2903992895","doi":"https://doi.org/10.1109/ssd.2018.8570440","title":"Developing Modified Fuzzy C-Means Clustering Algorithm for Image Segmentation","display_name":"Developing Modified Fuzzy C-Means Clustering Algorithm for Image Segmentation","publication_year":2018,"publication_date":"2018-03-01","ids":{"openalex":"https://openalex.org/W2903992895","doi":"https://doi.org/10.1109/ssd.2018.8570440","mag":"2903992895"},"language":"en","primary_location":{"id":"doi:10.1109/ssd.2018.8570440","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd.2018.8570440","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 15th International Multi-Conference on Systems, Signals & Devices (SSD)","raw_type":"proceedings-article"},"type":"article","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/A5018867888","display_name":"Karim M. Aljebory","orcid":"https://orcid.org/0000-0002-0291-0580"},"institutions":[{"id":"https://openalex.org/I92449659","display_name":"Isra University","ror":"https://ror.org/04d4bt482","country_code":"JO","type":"education","lineage":["https://openalex.org/I92449659"]}],"countries":["JO"],"is_corresponding":true,"raw_author_name":"Karim M Aljebory","raw_affiliation_strings":["Faculty of Engineering, Isra University, Amman, Jordan"],"affiliations":[{"raw_affiliation_string":"Faculty of Engineering, Isra University, Amman, Jordan","institution_ids":["https://openalex.org/I92449659"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5057516650","display_name":"Thabit Sultan Mohammed","orcid":"https://orcid.org/0000-0001-6971-6902"},"institutions":[{"id":"https://openalex.org/I4210150237","display_name":"Dhofar University","ror":"https://ror.org/05d5f5m07","country_code":"OM","type":"education","lineage":["https://openalex.org/I4210150237"]}],"countries":["OM"],"is_corresponding":false,"raw_author_name":"Thabit Sultan Mohammed","raw_affiliation_strings":["College of Engineering, Dhofar University, Salalah, Oman"],"affiliations":[{"raw_affiliation_string":"College of Engineering, Dhofar University, Salalah, Oman","institution_ids":["https://openalex.org/I4210150237"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5018867888"],"corresponding_institution_ids":["https://openalex.org/I92449659"],"apc_list":null,"apc_paid":null,"fwci":0.3134,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.63505863,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":95},"biblio":{"volume":"13","issue":null,"first_page":"1221","last_page":"1227"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.995199978351593,"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"}},"topics":[{"id":"https://openalex.org/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.995199978351593,"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":0.9922999739646912,"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/T10637","display_name":"Advanced Clustering Algorithms Research","score":0.9886999726295471,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/weighting","display_name":"Weighting","score":0.7164042592048645},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6918394565582275},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6584417223930359},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.6506279110908508},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.6259397268295288},{"id":"https://openalex.org/keywords/fuzzy-logic","display_name":"Fuzzy logic","score":0.6109085083007812},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.599276065826416},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5848281383514404},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5351138114929199},{"id":"https://openalex.org/keywords/fuzzy-clustering","display_name":"Fuzzy clustering","score":0.5174270868301392},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.48500701785087585},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.45178329944610596},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3263899087905884}],"concepts":[{"id":"https://openalex.org/C183115368","wikidata":"https://www.wikidata.org/wiki/Q856577","display_name":"Weighting","level":2,"score":0.7164042592048645},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6918394565582275},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6584417223930359},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.6506279110908508},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.6259397268295288},{"id":"https://openalex.org/C58166","wikidata":"https://www.wikidata.org/wiki/Q224821","display_name":"Fuzzy logic","level":2,"score":0.6109085083007812},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.599276065826416},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5848281383514404},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5351138114929199},{"id":"https://openalex.org/C17212007","wikidata":"https://www.wikidata.org/wiki/Q5511111","display_name":"Fuzzy clustering","level":3,"score":0.5174270868301392},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.48500701785087585},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.45178329944610596},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3263899087905884},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ssd.2018.8570440","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ssd.2018.8570440","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 15th International Multi-Conference on Systems, Signals & Devices (SSD)","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":32,"referenced_works":["https://openalex.org/W934105741","https://openalex.org/W1131229540","https://openalex.org/W1159302035","https://openalex.org/W1508637170","https://openalex.org/W1973880112","https://openalex.org/W1996747841","https://openalex.org/W2008043556","https://openalex.org/W2015513598","https://openalex.org/W2018861434","https://openalex.org/W2027656446","https://openalex.org/W2029439123","https://openalex.org/W2042415703","https://openalex.org/W2045773625","https://openalex.org/W2070813603","https://openalex.org/W2082647352","https://openalex.org/W2091632190","https://openalex.org/W2104109662","https://openalex.org/W2107270561","https://openalex.org/W2108146080","https://openalex.org/W2115242586","https://openalex.org/W2140095548","https://openalex.org/W2156145910","https://openalex.org/W2165012164","https://openalex.org/W2171855237","https://openalex.org/W2314480712","https://openalex.org/W2330159957","https://openalex.org/W2766535072","https://openalex.org/W2923626555","https://openalex.org/W3022283484","https://openalex.org/W6630453603","https://openalex.org/W6676016610","https://openalex.org/W6701921165"],"related_works":["https://openalex.org/W2945382830","https://openalex.org/W4224807364","https://openalex.org/W2596632494","https://openalex.org/W2535986621","https://openalex.org/W1980197432","https://openalex.org/W2382432689","https://openalex.org/W2000612978","https://openalex.org/W4388110928","https://openalex.org/W1483228865","https://openalex.org/W4292434959"],"abstract_inverted_index":{"Effective":[0],"algorithm":[1,69,93,118],"for":[2,7],"segmenting":[3],"image":[4,24],"is":[5,18,70,119,123],"important":[6],"pattern":[8],"recognition,":[9],"images":[10,114,138],"analysis":[11],"and":[12,32,82,103,122,136],"computer":[13],"vision.":[14],"Fuzzy":[15],"c-means":[16],"(FCM)":[17],"the":[19,27,30,33,50,58,61,64,74,79,83,90,117,127,141,144],"mostly":[20],"used":[21],"methodology":[22],"in":[23,67],"clustering.":[25],"However,":[26],"results":[28,111],"of":[29,54,60,89,126,129,143],"standard":[31],"modified":[34,71,84],"version":[35],"FCM":[36,48,68,92],"are":[37],"not":[38],"always":[39],"satisfactory.":[40],"This":[41],"paper":[42],"introduces":[43],"a":[44],"modification":[45],"on":[46,57,112],"spatial":[47,80],"considering":[49],"weighted":[51],"fuzzy":[52],"effect":[53],"neighboring":[55],"pixels":[56],"center":[59],"cluster.":[62],"So,":[63],"objective":[65],"function":[66],"to":[72,108],"minimize":[73],"intensity":[75],"inhomogeneities":[76],"by":[77],"implicating":[78],"information":[81],"membership":[85],"weighting.":[86],"The":[87],"advantages":[88],"new":[91],"are:":[94],"(a)":[95],"produces":[96],"homogeneous":[97],"regions,":[98],"(b)":[99],"handles":[100],"noisy":[101,137],"spots,":[102],"(c)":[104],"relatively":[105,124],"less":[106],"sensitive":[107],"noise.":[109,130,145],"Experimental":[110],"real":[113],"show":[115],"that":[116],"effective,":[120],"efficient,":[121],"independent":[125],"type":[128,142],"Especially,":[131],"it":[132],"can":[133],"process":[134],"non-noisy":[135],"without":[139],"knowing":[140]},"counts_by_year":[{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}