{"id":"https://openalex.org/W3000206887","doi":"https://doi.org/10.1109/access.2020.2966879","title":"Deep Learning-Based HCNN and CRF-RRNN Model for Brain Tumor Segmentation","display_name":"Deep Learning-Based HCNN and CRF-RRNN Model for Brain Tumor Segmentation","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3000206887","doi":"https://doi.org/10.1109/access.2020.2966879","mag":"3000206887"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2966879","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2966879","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08960329.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/ielx7/6287639/8948470/08960329.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5108120181","display_name":"Wu Deng","orcid":"https://orcid.org/0000-0002-2242-490X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Wu Deng","raw_affiliation_strings":["Information Center, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-2242-490X","affiliations":[{"raw_affiliation_string":"Information Center, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Qinke Shi","orcid":"https://orcid.org/0000-0003-4182-3698"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qinke Shi","raw_affiliation_strings":["Information Center, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-4182-3698","affiliations":[{"raw_affiliation_string":"Information Center, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Miye Wang","orcid":"https://orcid.org/0000-0003-4619-8115"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Miye Wang","raw_affiliation_strings":["Data Center, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0003-4619-8115","affiliations":[{"raw_affiliation_string":"Data Center, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035216297","display_name":"Bing Zheng","orcid":"https://orcid.org/0000-0002-7725-774X"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bing Zheng","raw_affiliation_strings":["Information Center, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-7725-774X","affiliations":[{"raw_affiliation_string":"Information Center, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]},{"author_position":"last","author":{"id":null,"display_name":"Ning Ning","orcid":"https://orcid.org/0000-0002-9659-0978"},"institutions":[{"id":"https://openalex.org/I24185976","display_name":"Sichuan University","ror":"https://ror.org/011ashp19","country_code":"CN","type":"education","lineage":["https://openalex.org/I24185976"]},{"id":"https://openalex.org/I4210089761","display_name":"West China Hospital of Sichuan University","ror":"https://ror.org/007mrxy13","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210089761"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ning Ning","raw_affiliation_strings":["Department of Orthopaedics, West China Hospital, Sichuan University, Chengdu, China"],"raw_orcid":"https://orcid.org/0000-0002-9659-0978","affiliations":[{"raw_affiliation_string":"Department of Orthopaedics, West China Hospital, Sichuan University, Chengdu, China","institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5108120181"],"corresponding_institution_ids":["https://openalex.org/I24185976","https://openalex.org/I4210089761"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":4.0198,"has_fulltext":true,"cited_by_count":59,"citation_normalized_percentile":{"value":0.94379294,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"26665","last_page":"26675"},"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/T14510","display_name":"Medical Imaging and Analysis","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9930999875068665,"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/computer-science","display_name":"Computer science","score":0.6155462861061096},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5306704640388489},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.44658759236335754},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.42467808723449707}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6155462861061096},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5306704640388489},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.44658759236335754},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.42467808723449707}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.2966879","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2966879","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08960329.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:doaj.org/article:40774f05d00a40358c81766ce87e755f","is_oa":true,"landing_page_url":"https://doaj.org/article/40774f05d00a40358c81766ce87e755f","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 8, Pp 26665-26675 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2966879","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2966879","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/08960329.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/W3000206887.pdf","grobid_xml":"https://content.openalex.org/works/W3000206887.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1884191083","https://openalex.org/W2310992461","https://openalex.org/W2593998733","https://openalex.org/W2621028221","https://openalex.org/W2734369741","https://openalex.org/W2745967536","https://openalex.org/W2762559025","https://openalex.org/W2783438691","https://openalex.org/W2785673949","https://openalex.org/W2791575870","https://openalex.org/W2892763371","https://openalex.org/W2895683352","https://openalex.org/W2907475719","https://openalex.org/W2909872967","https://openalex.org/W2911587705","https://openalex.org/W2912261698","https://openalex.org/W2912574022","https://openalex.org/W2915280689","https://openalex.org/W2917942747","https://openalex.org/W2921475591","https://openalex.org/W2922337426","https://openalex.org/W2948542848","https://openalex.org/W2962291057","https://openalex.org/W2963016155","https://openalex.org/W2966123419","https://openalex.org/W2978833791","https://openalex.org/W2980276209","https://openalex.org/W6731354384","https://openalex.org/W6734274227","https://openalex.org/W6742606262","https://openalex.org/W6758925060"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4321369474","https://openalex.org/W4360585206","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W4323565446"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"a":[3,6,18,29,49,153,181],"strategy":[4],"where":[5],"structure":[7],"is":[8,39,85],"developed":[9,40],"to":[10,52],"recognize":[11],"and":[12,27,56,65,78,126,144,157,184,188,198],"order":[13],"the":[14,54,74,82],"tumor":[15,36,150],"type.":[16],"Over":[17],"time":[19],"of":[20,81,113,119,164,179,189],"years,":[21],"numerous":[22],"specialists":[23],"have":[24,135],"been":[25,136,177],"examined":[26,161],"proposed":[28],"technique":[30,156],"in":[31,48],"this":[32],"space.":[33],"A":[34],"brain":[35,149],"segmentation":[37,133],"approach":[38,175],"based":[41,107],"on":[42],"efficient,":[43],"deep":[44],"learning":[45],"techniques":[46],"implemented":[47],"unified":[50],"system":[51],"achieve":[53],"appearance":[55],"spatial":[57],"accuracy":[58],"outcomes":[59],"through":[60],"Conditional":[61],"Radom":[62],"Fields":[63],"(CRF)":[64],"Heterogeneous":[66],"Convolution":[67],"Neural":[68,108],"Networks":[69],"(HCNN).":[70],"In":[71,130],"these":[72],"steps":[73,92],"2D":[75],"image":[76,99,114,128,142],"patching":[77],"picture":[79],"slices":[80,115],"deep-learning":[83],"model":[84,187],"developed.":[86],"The":[87,169],"Proposed":[88],"method":[89],"has":[90,176],"following":[91],"as":[93,193],"follows:":[94],"1)":[95],"train":[96,102],"HCNN":[97,125],"by":[98,111],"patches;":[100],"2)":[101],"CRF":[103],"with":[104,116,124,162,194],"CRF-Recurrent":[105],"Regression":[106],"Network":[109],"(RRNN)":[110],"means":[112],"fixed":[117],"variables":[118],"HCNN;":[120],"3)":[121],"fine":[122],"tune":[123],"CRF-RRNN":[127],"slices.":[129],"general,":[131],"3":[132],"models":[134],"trained":[137],"using":[138,152],"axial-,":[139],"coronary-and":[140],"sagittal":[141],"patches":[143],"slices,":[145],"Further":[146],"assembled":[147],"into":[148],"segments":[151],"voting":[154],"fusion":[155],"it":[158],"can":[159],"be":[160],"Internet":[163],"Medical":[165],"Things":[166],"(IoMT)":[167],"Platform.":[168],"experimental":[170],"results":[171],"proved":[172],"that":[173],"our":[174],"capable":[178],"developing":[180],"Flair,":[182,195],"T1c":[183],"T2":[185,199],"segmenting":[186],"achieving":[190],"good":[191],"performance":[192],"T1,":[196],"T1c,":[197],"scans.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":16},{"year":2022,"cited_by_count":16},{"year":2021,"cited_by_count":8},{"year":2020,"cited_by_count":3}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
