{"id":"https://openalex.org/W4390444045","doi":"https://doi.org/10.1145/3639414","title":"Enhancing Robust Liver Cancer Diagnosis: A Contrastive Multi-Modality Learner with Lightweight Fusion and Effective Data Augmentation","display_name":"Enhancing Robust Liver Cancer Diagnosis: A Contrastive Multi-Modality Learner with Lightweight Fusion and Effective Data Augmentation","publication_year":2023,"publication_date":"2023-12-30","ids":{"openalex":"https://openalex.org/W4390444045","doi":"https://doi.org/10.1145/3639414"},"language":"en","primary_location":{"id":"doi:10.1145/3639414","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3639414","pdf_url":null,"source":{"id":"https://openalex.org/S4210174653","display_name":"ACM Transactions on Computing for Healthcare","issn_l":"2637-8051","issn":["2637-8051","2691-1957"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing for Healthcare","raw_type":"journal-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/A5008480744","display_name":"Pei-Xuan Li","orcid":"https://orcid.org/0000-0002-6014-4191"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":true,"raw_author_name":"Pei-Xuan Li","raw_affiliation_strings":["Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007626411","display_name":"Hsun-Ping Hsieh","orcid":"https://orcid.org/0000-0001-6924-1337"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Hsun-Ping Hsieh","raw_affiliation_strings":["Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103121442","display_name":"Yang Fan Chiang","orcid":"https://orcid.org/0009-0002-7823-3755"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Yang Fan-Chiang","raw_affiliation_strings":["Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5069581839","display_name":"Ding-You Wu","orcid":"https://orcid.org/0009-0001-7499-0460"},"institutions":[{"id":"https://openalex.org/I91807558","display_name":"National Cheng Kung University","ror":"https://ror.org/01b8kcc49","country_code":"TW","type":"education","lineage":["https://openalex.org/I91807558"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ding-You Wu","raw_affiliation_strings":["Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, National Cheng Kung University, Taiwan, Taiwan","institution_ids":["https://openalex.org/I91807558"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018885199","display_name":"Ching\u2010Chung Ko","orcid":"https://orcid.org/0000-0003-0721-9606"},"institutions":[{"id":"https://openalex.org/I4210136334","display_name":"Chi Mei Medical Center","ror":"https://ror.org/02y2htg06","country_code":"TW","type":"healthcare","lineage":["https://openalex.org/I4210136334"]},{"id":"https://openalex.org/I56019348","display_name":"Chia Nan University of Pharmacy and Science","ror":"https://ror.org/02834m470","country_code":"TW","type":"education","lineage":["https://openalex.org/I56019348"]}],"countries":["TW"],"is_corresponding":false,"raw_author_name":"Ching-Chung Ko","raw_affiliation_strings":["Department of Medical Imaging, Chi Mei Medical Center, Taiwan, Tainan, Taiwan and Department of Health and Nutrition, Chia Nan University of Pharmacy and Science, Taiwan, Tainan, Taiwan and Institute of Biomedical Sciences, National Sun Yat-Sen University, Taiwan, Kaohsiung, Taiwan"],"affiliations":[{"raw_affiliation_string":"Department of Medical Imaging, Chi Mei Medical Center, Taiwan, Tainan, Taiwan and Department of Health and Nutrition, Chia Nan University of Pharmacy and Science, Taiwan, Tainan, Taiwan and Institute of Biomedical Sciences, National Sun Yat-Sen University, Taiwan, Kaohsiung, Taiwan","institution_ids":["https://openalex.org/I56019348","https://openalex.org/I4210136334"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5008480744"],"corresponding_institution_ids":["https://openalex.org/I91807558"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.31782058,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"5","issue":"2","first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11396","display_name":"Artificial Intelligence in Healthcare","score":0.9879999756813049,"subfield":{"id":"https://openalex.org/subfields/3605","display_name":"Health Information Management"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.9865000247955322,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9832000136375427,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/modality","display_name":"Modality (human\u2013computer interaction)","score":0.6703587770462036},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.49175170063972473},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48135262727737427},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.4446505010128021},{"id":"https://openalex.org/keywords/liver-cancer","display_name":"Liver cancer","score":0.42155253887176514},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3739568591117859},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.3296496272087097},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.1750301718711853}],"concepts":[{"id":"https://openalex.org/C2780226545","wikidata":"https://www.wikidata.org/wiki/Q6888030","display_name":"Modality (human\u2013computer interaction)","level":2,"score":0.6703587770462036},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.49175170063972473},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48135262727737427},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4446505010128021},{"id":"https://openalex.org/C2776231280","wikidata":"https://www.wikidata.org/wiki/Q623031","display_name":"Liver cancer","level":3,"score":0.42155253887176514},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3739568591117859},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.3296496272087097},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.1750301718711853}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3639414","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3639414","pdf_url":null,"source":{"id":"https://openalex.org/S4210174653","display_name":"ACM Transactions on Computing for Healthcare","issn_l":"2637-8051","issn":["2637-8051","2691-1957"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319798","host_organization_name":"Association for Computing Machinery","host_organization_lineage":["https://openalex.org/P4310319798"],"host_organization_lineage_names":["Association for Computing Machinery"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ACM Transactions on Computing for Healthcare","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Quality Education","id":"https://metadata.un.org/sdg/4","score":0.4099999964237213}],"awards":[],"funders":[{"id":"https://openalex.org/F4320323969","display_name":"Chi Mei Medical Center","ror":"https://ror.org/02y2htg06"},{"id":"https://openalex.org/F4320331164","display_name":"National Science and Technology Council","ror":"https://ror.org/00wnb9798"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":24,"referenced_works":["https://openalex.org/W569478347","https://openalex.org/W2163605009","https://openalex.org/W2194775991","https://openalex.org/W2301358467","https://openalex.org/W2326925005","https://openalex.org/W2592929672","https://openalex.org/W2896457183","https://openalex.org/W2963125010","https://openalex.org/W2989278094","https://openalex.org/W2998544007","https://openalex.org/W3035060554","https://openalex.org/W3035524453","https://openalex.org/W3036982689","https://openalex.org/W3100859887","https://openalex.org/W3120430728","https://openalex.org/W3171007011","https://openalex.org/W3173809883","https://openalex.org/W3176482836","https://openalex.org/W4205098185","https://openalex.org/W4224292889","https://openalex.org/W4234552385","https://openalex.org/W4286808717","https://openalex.org/W4320013936","https://openalex.org/W6734494589"],"related_works":["https://openalex.org/W2385859805","https://openalex.org/W2530972254","https://openalex.org/W2374013449","https://openalex.org/W73545470","https://openalex.org/W2364381299","https://openalex.org/W2374430585","https://openalex.org/W3144423903","https://openalex.org/W2360949490","https://openalex.org/W2389089521","https://openalex.org/W2394327059"],"abstract_inverted_index":{"This":[0,109],"article":[1],"explores":[2],"the":[3,10,24,44,54,119],"application":[4],"of":[5,16,26,88,121],"self-supervised":[6],"contrastive":[7,115],"learning":[8],"in":[9,100,118],"medical":[11,30,122],"domain,":[12],"focusing":[13],"on":[14,92],"classification":[15],"multi-modality":[17,34,114],"Magnetic":[18],"Resonance":[19],"(MR)":[20],"images.":[21],"To":[22],"address":[23],"challenges":[25],"limited":[27],"and":[28,38,74],"hard-to-annotate":[29],"data,":[31],"we":[32,47],"introduce":[33],"data":[35],"augmentation":[36],"(MDA)":[37],"cross-modality":[39],"group":[40,76],"convolution":[41,77],"(CGC).":[42],"In":[43],"pre-training":[45],"phase,":[46],"leverage":[48],"Simple":[49],"Siamese":[50],"networks":[51],"to":[52,83,112],"maximize":[53],"similarity":[55],"between":[56],"two":[57],"augmented":[58],"MR":[59,94],"images":[60,95],"from":[61,96],"a":[62,65,79,97,103],"patient,":[63],"without":[64],"handcrafted":[66],"pretext":[67],"task.":[68],"Our":[69],"approach":[70],"also":[71],"combines":[72],"3D":[73],"2D":[75],"with":[78],"channel":[80],"shuffle":[81],"operation":[82],"efficiently":[84],"incorporate":[85],"different":[86],"modalities":[87],"image":[89,130],"features.":[90],"Evaluation":[91],"liver":[93],"well-known":[98],"hospital":[99],"Taiwan":[101],"demonstrates":[102],"significant":[104],"improvement":[105],"over":[106],"previous":[107],"methods.":[108],"work":[110],"contributes":[111],"advancing":[113],"learning,":[116],"particularly":[117],"context":[120],"imaging,":[123],"offering":[124],"enhanced":[125],"tools":[126],"for":[127],"analyzing":[128],"complex":[129],"data.":[131]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}