{"id":"https://openalex.org/W3116828008","doi":"https://doi.org/10.1145/3438872.3439073","title":"Detection for Liver Fibrosis Based on Computer Simulation by Deep Learning","display_name":"Detection for Liver Fibrosis Based on Computer Simulation by Deep Learning","publication_year":2020,"publication_date":"2020-10-17","ids":{"openalex":"https://openalex.org/W3116828008","doi":"https://doi.org/10.1145/3438872.3439073","mag":"3116828008"},"language":"en","primary_location":{"id":"doi:10.1145/3438872.3439073","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3438872.3439073","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 2nd International Conference on Robotics, Intelligent Control and Artificial Intelligence","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/A5009416762","display_name":"MingSong He","orcid":null},"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":"MingSong He","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, Sichuan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, Sichuan","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089703861","display_name":"Hao Yin","orcid":"https://orcid.org/0000-0001-9654-5985"},"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":"Hao Yin","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, Sichuan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, Sichuan","institution_ids":["https://openalex.org/I24185976"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101725947","display_name":"Paul Liu","orcid":"https://orcid.org/0000-0001-8092-6353"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Paul Liu","raw_affiliation_strings":["Stork Healthcare Co., Ltd Chuangye Road, Chengdu, Sichuan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Stork Healthcare Co., Ltd Chuangye Road, Chengdu, Sichuan","institution_ids":[]}]},{"author_position":"last","author":{"id":null,"display_name":"Dong C. Liu","orcid":null},"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":"Dong C. Liu","raw_affiliation_strings":["College of Computer Science, Sichuan University, Chengdu, Sichuan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Computer Science, Sichuan University, Chengdu, Sichuan","institution_ids":["https://openalex.org/I24185976"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.2292477,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":95},"biblio":{"volume":null,"issue":null,"first_page":"146","last_page":"151"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.996999979019165,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/T12994","display_name":"Infrared Thermography in Medicine","score":0.9456999897956848,"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/T13693","display_name":"Smart Systems and Machine Learning","score":0.9010999798774719,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/artificial-intelligence","display_name":"Artificial intelligence","score":0.6339470744132996},{"id":"https://openalex.org/keywords/ultrasound","display_name":"Ultrasound","score":0.6232190132141113},{"id":"https://openalex.org/keywords/cirrhosis","display_name":"Cirrhosis","score":0.5898183584213257},{"id":"https://openalex.org/keywords/hepatic-fibrosis","display_name":"Hepatic fibrosis","score":0.5433015823364258},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5386199355125427},{"id":"https://openalex.org/keywords/histogram","display_name":"Histogram","score":0.4922694265842438},{"id":"https://openalex.org/keywords/liver-fibrosis","display_name":"Liver fibrosis","score":0.4736025333404541},{"id":"https://openalex.org/keywords/fibrosis","display_name":"Fibrosis","score":0.46270492672920227},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4536830484867096},{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.449943482875824},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4202672839164734},{"id":"https://openalex.org/keywords/biomedical-engineering","display_name":"Biomedical engineering","score":0.3372979760169983},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.31772512197494507},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.22214481234550476},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.21193882822990417},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2112974226474762}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6339470744132996},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.6232190132141113},{"id":"https://openalex.org/C2777214474","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Cirrhosis","level":2,"score":0.5898183584213257},{"id":"https://openalex.org/C2993667909","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Hepatic fibrosis","level":3,"score":0.5433015823364258},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5386199355125427},{"id":"https://openalex.org/C53533937","wikidata":"https://www.wikidata.org/wiki/Q185020","display_name":"Histogram","level":3,"score":0.4922694265842438},{"id":"https://openalex.org/C2994217296","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Liver fibrosis","level":3,"score":0.4736025333404541},{"id":"https://openalex.org/C2780559512","wikidata":"https://www.wikidata.org/wiki/Q605709","display_name":"Fibrosis","level":2,"score":0.46270492672920227},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4536830484867096},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.449943482875824},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4202672839164734},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.3372979760169983},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.31772512197494507},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.22214481234550476},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.21193882822990417},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2112974226474762},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C90924648","wikidata":"https://www.wikidata.org/wiki/Q120569","display_name":"Gastroenterology","level":1,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3438872.3439073","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3438872.3439073","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 2020 2nd International Conference on Robotics, Intelligent Control and Artificial Intelligence","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":18,"referenced_works":["https://openalex.org/W2007948315","https://openalex.org/W2019301677","https://openalex.org/W2019970422","https://openalex.org/W2021756065","https://openalex.org/W2036536337","https://openalex.org/W2057793946","https://openalex.org/W2080368914","https://openalex.org/W2090169832","https://openalex.org/W2130622335","https://openalex.org/W2163605009","https://openalex.org/W2170947705","https://openalex.org/W2171857449","https://openalex.org/W2600174524","https://openalex.org/W2604337567","https://openalex.org/W2624697962","https://openalex.org/W2885689980","https://openalex.org/W4245797654","https://openalex.org/W4255712601"],"related_works":["https://openalex.org/W2381582913","https://openalex.org/W2431455317","https://openalex.org/W2169735879","https://openalex.org/W2364170391","https://openalex.org/W2394461006","https://openalex.org/W78215","https://openalex.org/W2347986048","https://openalex.org/W2359836703","https://openalex.org/W2337271078","https://openalex.org/W1524892791"],"abstract_inverted_index":{"Liver":[0],"fiber":[1],"is":[2,20,52],"an":[3],"intermediate":[4],"and":[5,15,27,48,57,77,82,102,109,125,142,156,167,193],"reversible":[6],"link":[7],"in":[8,112,191],"the":[9,25,34,62,70,73,97,120,150,161,174,177],"process":[10],"of":[11,17,21,33,61,152,163,176],"cirrhosis,":[12],"early":[13],"detection":[14,151],"intervention":[16],"liver":[18,39,91,133],"fibrosis":[19,92,110,134],"great":[22,46],"significance":[23],"for":[24,38],"development":[26],"prognosis.":[28],"Ultrasound":[29],"as":[30],"a":[31,89,103,188],"one":[32],"common":[35],"diagnostic":[36],"methods":[37],"fibers":[40],"has":[41],"many":[42],"advantages":[43],"like":[44],"convenience,":[45],"accuracy":[47],"robustness.":[49],"However,":[50],"it":[51],"difficult":[53],"to":[54,106,118,172],"get":[55],"subjective":[56],"uniform":[58],"diagnoses":[59],"because":[60],"ultrasound":[63,76,98,135],"images":[64],"can":[65,186],"be":[66],"inevitably":[67],"affected":[68],"by":[69,137,179],"device":[71],"characteristics,":[72],"interactions":[74],"between":[75,122],"body":[78],"tissues,":[79],"operation":[80],"approaches":[81],"other":[83],"uncontrollable":[84],"factors.":[85],"So":[86],"we":[87,128,159],"proposed":[88],"new":[90],"detecting":[93],"algorithm":[94],"based":[95],"on":[96],"echo":[99,164],"amplitude":[100,165],"analysis":[101,155],"deep":[104],"learning":[105],"classify":[107,173],"normal":[108],"tissue":[111],"computer":[113],"simulation":[114],"data.":[115],"In":[116],"order":[117],"study":[119],"relationship":[121],"scatterer":[123,131,140],"density":[124,132],"hepatic":[126],"fibrosis,":[127],"simulated":[129],"various":[130],"image":[136,168],"creating":[138],"random":[139],"field":[141],"convolving":[143],"with":[144,149],"point":[145],"spread":[146],"function.":[147],"Compared":[148],"traditional":[153],"statistical":[154],"parameter":[157,196],"imaging,":[158],"use":[160],"data":[162],"distribution":[166,171],"gray":[169],"histogram":[170],"category":[175],"window":[178],"CNN.":[180],"The":[181],"result":[182],"shows":[183],"that":[184],"CNN":[185],"provide":[187],"better":[189],"performance":[190],"classification":[192],"prediction":[194],"than":[195],"imaging.":[197]},"counts_by_year":[{"year":2025,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
