{"id":"https://openalex.org/W3049652640","doi":"https://doi.org/10.1109/access.2020.3016627","title":"Hybrid Segmentation Method With Confidence Region Detection for Tumor Identification","display_name":"Hybrid Segmentation Method With Confidence Region Detection for Tumor Identification","publication_year":2020,"publication_date":"2020-08-13","ids":{"openalex":"https://openalex.org/W3049652640","doi":"https://doi.org/10.1109/access.2020.3016627","mag":"3049652640"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3016627","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3016627","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09166508.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09166508.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5077771495","display_name":"Khurram Ejaz","orcid":null},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Khurram Ejaz","raw_affiliation_strings":["School of Computing, University Teknologi Malaysia, Johor Bahru, Malaysia"],"raw_orcid":"https://orcid.org/0000-0001-8129-5653","affiliations":[{"raw_affiliation_string":"School of Computing, University Teknologi Malaysia, Johor Bahru, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085108752","display_name":"Mohd Shafry Mohd Rahim","orcid":"https://orcid.org/0000-0002-5074-2008"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Shafry Mohd Rahim","raw_affiliation_strings":["School of Computing, University Teknologi Malaysia, Johor Bahru, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, University Teknologi Malaysia, Johor Bahru, Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089458330","display_name":"Usama Ijaz Bajwa","orcid":"https://orcid.org/0000-0001-5755-1194"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Usama Ijaz Bajwa","raw_affiliation_strings":["Department of Information Technology, COMSATS University Lahore Campus Islamabad, Lahore, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Technology, COMSATS University Lahore Campus Islamabad, Lahore, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057092801","display_name":"Huma Chaudhry","orcid":"https://orcid.org/0000-0002-3324-228X"},"institutions":[{"id":"https://openalex.org/I4210109437","display_name":"Footscray Hospital","ror":"https://ror.org/0221nva21","country_code":"AU","type":"healthcare","lineage":["https://openalex.org/I4210109437","https://openalex.org/I4210116486"]},{"id":"https://openalex.org/I71270174","display_name":"Victoria University","ror":"https://ror.org/04j757h98","country_code":"AU","type":"education","lineage":["https://openalex.org/I71270174"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Huma Chaudhry","raw_affiliation_strings":["College of Engineering and Science, Victoria University, Footscray, VIC, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Engineering and Science, Victoria University, Footscray, VIC, Australia","institution_ids":["https://openalex.org/I4210109437","https://openalex.org/I71270174"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062125413","display_name":"Amjad Rehman","orcid":"https://orcid.org/0000-0002-3817-2655"},"institutions":[{"id":"https://openalex.org/I142024983","display_name":"Prince Sultan University","ror":"https://ror.org/053mqrf26","country_code":"SA","type":"education","lineage":["https://openalex.org/I142024983"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Amjad Rehman","raw_affiliation_strings":["Artificial Intelligence and Data Analytics (AIDA) Lab, CCIS, Prince Sultan University, Riyadh, Saudi Arabia"],"raw_orcid":"https://orcid.org/0000-0002-3817-2655","affiliations":[{"raw_affiliation_string":"Artificial Intelligence and Data Analytics (AIDA) Lab, CCIS, Prince Sultan University, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I142024983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055280183","display_name":"Farhan Ejaz","orcid":null},"institutions":[{"id":"https://openalex.org/I2801013885","display_name":"Saad Specialist Hospital","ror":"https://ror.org/05an5n875","country_code":"SA","type":"healthcare","lineage":["https://openalex.org/I2801013885"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Farhan Ejaz","raw_affiliation_strings":["Department of RF Planning, Nokia, Al Khobar, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of RF Planning, Nokia, Al Khobar, Saudi Arabia","institution_ids":["https://openalex.org/I2801013885"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5077771495"],"corresponding_institution_ids":["https://openalex.org/I4576418"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":2.1501,"has_fulltext":true,"cited_by_count":28,"citation_normalized_percentile":{"value":0.88113006,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":99},"biblio":{"volume":"9","issue":null,"first_page":"35256","last_page":"35278"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.994700014591217,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.991100013256073,"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/jaccard-index","display_name":"Jaccard index","score":0.7612980604171753},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.7424160242080688},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6787009835243225},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6719735860824585},{"id":"https://openalex.org/keywords/cluster-analysis","display_name":"Cluster analysis","score":0.6562508940696716},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.6383472681045532},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6191513538360596},{"id":"https://openalex.org/keywords/s\u00f8rensen\u2013dice-coefficient","display_name":"S\u00f8rensen\u2013Dice coefficient","score":0.6081637144088745},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.4457715153694153}],"concepts":[{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.7612980604171753},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.7424160242080688},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6787009835243225},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6719735860824585},{"id":"https://openalex.org/C73555534","wikidata":"https://www.wikidata.org/wiki/Q622825","display_name":"Cluster analysis","level":2,"score":0.6562508940696716},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.6383472681045532},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6191513538360596},{"id":"https://openalex.org/C163892561","wikidata":"https://www.wikidata.org/wiki/Q2613728","display_name":"S\u00f8rensen\u2013Dice coefficient","level":4,"score":0.6081637144088745},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.4457715153694153},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/access.2020.3016627","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3016627","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09166508.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:eprints.vu.edu.au:45923","is_oa":true,"landing_page_url":"https://vuir.vu.edu.au/45923/","pdf_url":null,"source":{"id":"https://openalex.org/S4306400215","display_name":"Victoria University Research Repository (Victoria University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I41156924","host_organization_name":"Victoria University of Wellington","host_organization_lineage":["https://openalex.org/I41156924"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:doaj.org/article:3839ab48609d4c2e916d66487a361389","is_oa":true,"landing_page_url":"https://doaj.org/article/3839ab48609d4c2e916d66487a361389","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 9, Pp 35256-35278 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3016627","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3016627","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/9312710/09166508.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3049652640.pdf","grobid_xml":"https://content.openalex.org/works/W3049652640.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1128292551","https://openalex.org/W1749444127","https://openalex.org/W1984199710","https://openalex.org/W1985771694","https://openalex.org/W2121371800","https://openalex.org/W2406283731","https://openalex.org/W2433693374","https://openalex.org/W2565467517","https://openalex.org/W2598131360","https://openalex.org/W2605871072","https://openalex.org/W2615195201","https://openalex.org/W2683528730","https://openalex.org/W2751069891","https://openalex.org/W2753528593","https://openalex.org/W2767858109","https://openalex.org/W2769167489","https://openalex.org/W2782920681","https://openalex.org/W2784324209","https://openalex.org/W2788918892","https://openalex.org/W2802655778","https://openalex.org/W2804873617","https://openalex.org/W2886905505","https://openalex.org/W2891479923","https://openalex.org/W2892159381","https://openalex.org/W2917360372","https://openalex.org/W2942902218","https://openalex.org/W2962291057","https://openalex.org/W2964381743","https://openalex.org/W4248700461","https://openalex.org/W6744169265","https://openalex.org/W6748602639"],"related_works":["https://openalex.org/W2953570019","https://openalex.org/W3012828488","https://openalex.org/W3116883888","https://openalex.org/W4367019122","https://openalex.org/W4287631720","https://openalex.org/W4280645644","https://openalex.org/W2766422710","https://openalex.org/W3093926553","https://openalex.org/W4223526259","https://openalex.org/W3164075923"],"abstract_inverted_index":{"Segmentation":[0],"methods":[1,206],"can":[2,229],"mutually":[3],"exclude":[4],"the":[5,8,11,32,52,68,75,139,168,182,193,277,286],"location":[6,15,27],"of":[7,13,34,40,54,70,74,145,184,276,285],"tumor.":[9,76],"However,":[10],"challenge":[12,23,219],"complex":[14,169],"or":[16],"incomplete":[17],"identification":[18],"is":[19,28,63,81,94,105,115,121,137,179,216,224,254,258,264,272,280],"located":[20],"in":[21,36],"segmentation":[22,218],"dataset.":[24,220],"Identificationof":[25],"tumor":[26,170,194,213],"difficult":[29],"due":[30,83,141],"to":[31,44,65,84,142,249,282],"variation":[33,53],"intensities":[35,55,148,197],"MRI":[37],"image.":[38],"Vairation":[39],"intensity":[41],"extends":[42],"up":[43],"edema.":[45],"Confidence":[46,132],"Region":[47,133],"with":[48,117,134,156,232],"Contour":[49,135],"Detection":[50],"identifies":[51],"and":[56,72,160,226,246,266],"level":[57],"set":[58],"algorithm":[59,223,279],"(Region":[60],"Scale":[61],"Fitting)":[62],"used":[64],"delineate":[66],"among":[67],"region":[69],"inner":[71],"outer":[73],"Automatic":[77],"feature":[78,104,114,125],"selection":[79],"method":[80,128,166,173,191],"required":[82],"data":[85],"complexity.":[86],"An":[87],"improved":[88],"Self":[89],"Organization":[90],"Feature":[91,162],"Map.":[92],"Method":[93],"required.":[95],"Weighted":[96],"SOM":[97,153],"Map":[98],"selects":[99],"a":[100,175,217],"deterministic":[101,124],"feature.":[102,110],"This":[103,127,164,172],"one":[106],"higher":[107],"trained":[108],"accuracy":[109,228],"When":[111],"this":[112,202,215],"specific":[113],"combines":[116],"cluster":[118,177,190],"therefore":[119],"it":[120],"known":[122],"as":[123],"clustering.":[126],"gives":[129],"confidence":[130],"element.":[131],"detection":[136],"facing":[138],"issue":[140],"extended":[143],"variations":[144],"intensities.":[146,171],"These":[147],"are":[149,198,207],"segmented":[150,200],"by":[151,201],"hybrid":[152,183,203,222],"Pixel":[154],"Labelling":[155],"Reduce":[157],"Cluster":[158],"Membership":[159],"Deterministic":[161],"Clustering.":[163],"hyhbrid":[165],"segments":[167,192],"produces":[174],"potential":[176],"which":[178],"achieved":[180],"through":[181],"three":[185],"unsupervised":[186],"learning":[187],"techniques.":[188],"Hybrid":[189],"region.":[195],"Extended":[196],"also":[199],"approach.":[204],"Above":[205],"validated":[208],"on":[209],"MICCAI":[210],"BraTs":[211],"brain":[212],"dataset,":[214],"Proposed":[221],"efficient":[225],"it's":[227],"be":[230],"seen":[231],"testing":[233],"parameters":[234],"like":[235],"Dice":[236,252],"Overlap":[237],"Index,":[238,242],"Jaccard":[239,256],"Tanimoto":[240],"Coefficient":[241],"Mean":[243,261],"Squared":[244,262],"Error":[245,263],"Peak":[247,267],"Signal":[248,268],"Noise":[250,270],"Ratio.":[251],"OverlapIndex":[253],"98%,":[255],"Index":[257],"96":[259],"percent,":[260],"0.06":[265],"To":[269],"ratio":[271],"18db.":[273],"The":[274],"performance":[275],"suggested":[278],"compared":[281],"other":[283],"state":[284],"art.":[287]},"counts_by_year":[{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":8},{"year":2021,"cited_by_count":6},{"year":2020,"cited_by_count":1}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
