{"id":"https://openalex.org/W4312337217","doi":"https://doi.org/10.1109/icpr56361.2022.9956406","title":"Survival Analysis based on Lung Tumor Segmentation using Global Context-aware Transformer in Multimodality","display_name":"Survival Analysis based on Lung Tumor Segmentation using Global Context-aware Transformer in Multimodality","publication_year":2022,"publication_date":"2022-08-21","ids":{"openalex":"https://openalex.org/W4312337217","doi":"https://doi.org/10.1109/icpr56361.2022.9956406"},"language":"en","primary_location":{"id":"doi:10.1109/icpr56361.2022.9956406","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956406","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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/A5021120956","display_name":"Duy-Phuong Dao","orcid":"https://orcid.org/0000-0002-0780-2335"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"Duy-Phuong Dao","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087619194","display_name":"Hyung-Jeong Yang","orcid":"https://orcid.org/0000-0003-3024-5060"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Hyung-Jeong Yang","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5028029240","display_name":"Ngoc-Huynh Ho","orcid":"https://orcid.org/0000-0002-7539-2016"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Ngoc-Huynh Ho","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080821531","display_name":"Sudarshan Pant","orcid":"https://orcid.org/0000-0002-2385-9673"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sudarshan Pant","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100605822","display_name":"Soo-Hyung Kim","orcid":"https://orcid.org/0000-0003-3575-5035"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Soo-Hyung Kim","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070936425","display_name":"Guee-Sang Lee","orcid":"https://orcid.org/0000-0002-8756-1382"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Guee-Sang Lee","raw_affiliation_strings":["Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University,Department of Artificial Intelligence Convergence,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea","institution_ids":["https://openalex.org/I111277659"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076834367","display_name":"In\u2010Jae Oh","orcid":"https://orcid.org/0000-0003-4837-1321"},"institutions":[{"id":"https://openalex.org/I111277659","display_name":"Chonnam National University","ror":"https://ror.org/05kzjxq56","country_code":"KR","type":"education","lineage":["https://openalex.org/I111277659"]},{"id":"https://openalex.org/I4210148121","display_name":"Chonnam National University Hwasun Hospital","ror":"https://ror.org/054gh2b75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I111277659","https://openalex.org/I4210092150","https://openalex.org/I4210148121"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"In-Jae Oh","raw_affiliation_strings":["Chonnam National University Medical School and Hwasun Hospital,Department of Internal Medicine,Gwangju,South Korea","Department of Internal Medicine, Chonnam National University Medical School and Hwasun Hospital, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University Medical School and Hwasun Hospital,Department of Internal Medicine,Gwangju,South Korea","institution_ids":["https://openalex.org/I111277659"]},{"raw_affiliation_string":"Department of Internal Medicine, Chonnam National University Medical School and Hwasun Hospital, Gwangju, South Korea","institution_ids":["https://openalex.org/I4210148121"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056726303","display_name":"Sae\u2010Ryung Kang","orcid":"https://orcid.org/0000-0003-0172-5508"},"institutions":[{"id":"https://openalex.org/I4210148121","display_name":"Chonnam National University Hwasun Hospital","ror":"https://ror.org/054gh2b75","country_code":"KR","type":"healthcare","lineage":["https://openalex.org/I111277659","https://openalex.org/I4210092150","https://openalex.org/I4210148121"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sae-Ryung Kang","raw_affiliation_strings":["Chonnam National University Hwasun Hospital,Department of Nuclear Medicine,Gwangju,South Korea","Department of Nuclear Medicine, Chonnam National University Hwasun Hospital, Gwangju, South Korea"],"affiliations":[{"raw_affiliation_string":"Chonnam National University Hwasun Hospital,Department of Nuclear Medicine,Gwangju,South Korea","institution_ids":["https://openalex.org/I4210148121"]},{"raw_affiliation_string":"Department of Nuclear Medicine, Chonnam National University Hwasun Hospital, Gwangju, South Korea","institution_ids":["https://openalex.org/I4210148121"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5021120956"],"corresponding_institution_ids":["https://openalex.org/I111277659"],"apc_list":null,"apc_paid":null,"fwci":2.0114,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.91917378,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"5162","last_page":"5169"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9902999997138977,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9537000060081482,"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/T10862","display_name":"AI in cancer detection","score":0.9516000151634216,"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/multimodality","display_name":"Multimodality","score":0.6860051155090332},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5422334671020508},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5134616494178772},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.46323153376579285},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.44066810607910156},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.4197450578212738},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39557555317878723},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1513330042362213},{"id":"https://openalex.org/keywords/history","display_name":"History","score":0.08391782641410828},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.08352315425872803}],"concepts":[{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.6860051155090332},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5422334671020508},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5134616494178772},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.46323153376579285},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.44066810607910156},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.4197450578212738},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39557555317878723},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1513330042362213},{"id":"https://openalex.org/C95457728","wikidata":"https://www.wikidata.org/wiki/Q309","display_name":"History","level":0,"score":0.08391782641410828},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.08352315425872803},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icpr56361.2022.9956406","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icpr56361.2022.9956406","pdf_url":null,"source":{"id":"https://openalex.org/S4363607731","display_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 26th International Conference on Pattern Recognition (ICPR)","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":57,"referenced_works":["https://openalex.org/W1522301498","https://openalex.org/W1884191083","https://openalex.org/W1901129140","https://openalex.org/W2083620785","https://openalex.org/W2083927153","https://openalex.org/W2103004421","https://openalex.org/W2135046866","https://openalex.org/W2193145675","https://openalex.org/W2753919178","https://openalex.org/W2767128594","https://openalex.org/W2789172526","https://openalex.org/W2798122215","https://openalex.org/W2884436604","https://openalex.org/W2888844929","https://openalex.org/W2903554604","https://openalex.org/W2911188335","https://openalex.org/W2928133111","https://openalex.org/W2963163009","https://openalex.org/W2963881378","https://openalex.org/W2991257761","https://openalex.org/W2991471181","https://openalex.org/W3010074503","https://openalex.org/W3011821385","https://openalex.org/W3028392891","https://openalex.org/W3031830453","https://openalex.org/W3034669389","https://openalex.org/W3034971973","https://openalex.org/W3078820319","https://openalex.org/W3094502228","https://openalex.org/W3106250896","https://openalex.org/W3122445164","https://openalex.org/W3123284220","https://openalex.org/W3127751679","https://openalex.org/W3133163719","https://openalex.org/W3133929890","https://openalex.org/W3136950372","https://openalex.org/W3147894994","https://openalex.org/W3154596443","https://openalex.org/W3159337199","https://openalex.org/W3167017747","https://openalex.org/W4297775537","https://openalex.org/W4298642237","https://openalex.org/W4302275239","https://openalex.org/W4385245566","https://openalex.org/W6631190155","https://openalex.org/W6737664043","https://openalex.org/W6738327226","https://openalex.org/W6739901393","https://openalex.org/W6750469568","https://openalex.org/W6760788157","https://openalex.org/W6778231270","https://openalex.org/W6779270626","https://openalex.org/W6784333009","https://openalex.org/W6789654255","https://openalex.org/W6790275670","https://openalex.org/W6793736971","https://openalex.org/W6948498990"],"related_works":["https://openalex.org/W4205899436","https://openalex.org/W2462138927","https://openalex.org/W3111427900","https://openalex.org/W4302009627","https://openalex.org/W4212781403","https://openalex.org/W4388989680","https://openalex.org/W2901011898","https://openalex.org/W3160379098","https://openalex.org/W2373442452","https://openalex.org/W1522196789"],"abstract_inverted_index":{"Lung":[0],"cancer":[1,8,29,205],"is":[2,10,50,56,170],"the":[3,12,21,40,83,89,146,158,268,273],"most":[4,15],"common":[5],"type":[6],"of":[7,27,42,110,141,154,160,179,200,240,264,275],"and":[9,58,87,115,177,181,216,278],"on":[11],"rise.":[13],"Recently,":[14],"young":[16],"people":[17],"were":[18],"diagnosed":[19],"with":[20,35,211],"disease,":[22],"accounting":[23],"for":[24,52,164,196,244],"approximately":[25],"12%":[26],"all":[28],"patients":[30,207],"worldwide.":[31],"Early":[32],"diagnosis":[33],"combined":[34],"immediate":[36],"treatment":[37],"can":[38],"increase":[39],"chance":[41],"successful":[43],"recovery.":[44],"We":[45,66],"observed":[46],"that":[47,184,228,254,272],"tumor":[48,62,71,84,212,245],"information":[49,213,283],"essential":[51],"diagnosis.":[53],"However,":[54],"it":[55],"expensive":[57],"time-consuming":[59],"to":[60,80,106,119,137,186,235,285],"provide":[61],"location":[63],"in":[64,93,145,238,262,289],"practice.":[65],"therefore":[67],"first":[68],"proposed":[69,191,256],"a":[70,171],"segmentation":[72,99,246],"model,":[73,100],"Multi-scale":[74],"Aggregation-based":[75],"Parallel":[76],"Transformer":[77],"Network":[78,194],"(MAPTransNet),":[79],"segment":[81],"where":[82,88],"cells":[85],"are":[86,92],"normal":[90],"tissues":[91],"3D":[94],"PET/CT":[95,209],"images.":[96],"In":[97],"this":[98],"we":[101,127,151,190,252,270],"employed":[102],"parallel":[103],"transformer":[104,134],"mechanism":[105,136],"capture":[107],"global":[108,121],"context":[109,122],"multi-scale":[111,124],"encoder":[112],"feature":[113],"maps":[114],"then":[116],"concatenated":[117],"them":[118],"obtain":[120],"at":[123],"maps.":[125],"Here,":[126],"integrate":[128],"external":[129],"attention":[130],"into":[131],"original":[132],"vision":[133],"(ViT)":[135],"learn":[138],"position":[139],"properties":[140],"each":[142],"small":[143,202],"patches":[144],"entire":[147],"dataset.":[148],"After":[149],"that,":[150],"use":[152,274],"output":[153],"MAPTransNet":[155],"model":[156],"as":[157],"region":[159],"interest":[161],"(RoI)":[162],"image":[163,279],"survival":[165,188,249,286],"analysis":[166,250,287],"task.":[167,247],"Since":[168],"there":[169],"statistically":[172],"significant":[173],"relationship":[174],"between":[175],"intensity":[176],"size":[178],"tumors":[180],"disease":[182],"stage":[183],"reflects":[185],"individual\u2019s":[187],"time,":[189],"Multimodality-based":[192],"Survival":[193],"(MSNet)":[195],"predicting":[197],"hazard":[198],"rate":[199],"non-":[201],"cell":[203],"lung":[204],"(NSCLC)":[206],"using":[208],"scans":[210],"(RoI":[214],"image)":[215],"clinical":[217],"data":[218],"(disease":[219],"stages,":[220],"age,":[221],"histology,":[222],"etc).":[223],"The":[224],"experimental":[225],"results":[226],"prove":[227],"our":[229,255],"proposal":[230],"achieves":[231],"competitive":[232],"performance":[233],"compared":[234],"competing":[236,260],"methods":[237,261],"terms":[239,263],"Dice":[241],"score":[242],"metric":[243],"For":[248],"task,":[251],"emphasize":[253],"method":[257],"outperforms":[258],"other":[259],"C-index":[265],"metric.":[266],"From":[267],"results,":[269],"conclude":[271],"multimodality":[276],"(clinical":[277],"features)":[280],"provides":[281],"rich":[282],"related":[284],"task":[288],"NSCLC.":[290]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}