{"id":"https://openalex.org/W3047022975","doi":"https://doi.org/10.1186/s13640-020-00520-8","title":"A study of hepatic fibrosis staging methods using diffraction enhanced imaging","display_name":"A study of hepatic fibrosis staging methods using diffraction enhanced imaging","publication_year":2020,"publication_date":"2020-08-06","ids":{"openalex":"https://openalex.org/W3047022975","doi":"https://doi.org/10.1186/s13640-020-00520-8","mag":"3047022975"},"language":"en","primary_location":{"id":"doi:10.1186/s13640-020-00520-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-020-00520-8","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-020-00520-8","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-020-00520-8","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100378347","display_name":"Jing Wang","orcid":"https://orcid.org/0000-0001-7283-909X"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jing Wang","raw_affiliation_strings":["Department of Health Information Management, Peking University Health Science Center, Beijing, 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Information Management, Peking University Health Science Center, Beijing, 100191, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100423907","display_name":"Hui Li","orcid":"https://orcid.org/0000-0002-5740-2655"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hui Li","raw_affiliation_strings":["Department of Medical Technology, Peking University Health Science Center, Beijing, 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Medical Technology, Peking University Health Science Center, Beijing, 100191, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102132052","display_name":"Xiuling Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I49496784","display_name":"Beijing City University","ror":"https://ror.org/01jfjwr55","country_code":"CN","type":"education","lineage":["https://openalex.org/I49496784"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiuling Zhou","raw_affiliation_strings":["Department of Technology and Industry Development, Beijing City University, Beijing, 100083, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Technology and Industry Development, Beijing City University, Beijing, 100083, China","institution_ids":["https://openalex.org/I49496784"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003491781","display_name":"Xiao\u2010Zhi Gao","orcid":"https://orcid.org/0000-0002-0078-5675"},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Xiao-Zhi Gao","raw_affiliation_strings":["School of Computing, University of Eastern Finland, Kuopio, Finland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computing, University of Eastern Finland, Kuopio, Finland","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101607683","display_name":"Ming Wang","orcid":"https://orcid.org/0000-0001-5811-9467"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ming Wang","raw_affiliation_strings":["Department of Health Information Management, Peking University Health Science Center, Beijing, 100191, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Health Information Management, Peking University Health Science Center, Beijing, 100191, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5100378347"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":{"value":1140,"currency":"GBP","value_usd":1398},"apc_paid":{"value":1140,"currency":"GBP","value_usd":1398},"fwci":0.1461,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.51910427,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"2020","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.9919000267982483,"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":0.9919000267982483,"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/T10862","display_name":"AI in cancer detection","score":0.9911999702453613,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9890000224113464,"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/hepatic-fibrosis","display_name":"Hepatic fibrosis","score":0.7284055948257446},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5715249180793762},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.554737389087677},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5369778275489807},{"id":"https://openalex.org/keywords/grading","display_name":"Grading (engineering)","score":0.5119960904121399},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5095117688179016},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.47045934200286865},{"id":"https://openalex.org/keywords/grayscale","display_name":"Grayscale","score":0.4543421268463135},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.41167643666267395},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.38256847858428955},{"id":"https://openalex.org/keywords/fibrosis","display_name":"Fibrosis","score":0.3680591583251953},{"id":"https://openalex.org/keywords/pathology","display_name":"Pathology","score":0.27779412269592285},{"id":"https://openalex.org/keywords/pixel","display_name":"Pixel","score":0.10026943683624268},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09192761778831482}],"concepts":[{"id":"https://openalex.org/C2993667909","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Hepatic fibrosis","level":3,"score":0.7284055948257446},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5715249180793762},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.554737389087677},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5369778275489807},{"id":"https://openalex.org/C2777286243","wikidata":"https://www.wikidata.org/wiki/Q5591926","display_name":"Grading (engineering)","level":2,"score":0.5119960904121399},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5095117688179016},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.47045934200286865},{"id":"https://openalex.org/C78201319","wikidata":"https://www.wikidata.org/wiki/Q685727","display_name":"Grayscale","level":3,"score":0.4543421268463135},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.41167643666267395},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38256847858428955},{"id":"https://openalex.org/C2780559512","wikidata":"https://www.wikidata.org/wiki/Q605709","display_name":"Fibrosis","level":2,"score":0.3680591583251953},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.27779412269592285},{"id":"https://openalex.org/C160633673","wikidata":"https://www.wikidata.org/wiki/Q355198","display_name":"Pixel","level":2,"score":0.10026943683624268},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09192761778831482},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1186/s13640-020-00520-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-020-00520-8","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-020-00520-8","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:6214e725c2a7479597c8a278b7fb2dc7","is_oa":false,"landing_page_url":"https://doaj.org/article/6214e725c2a7479597c8a278b7fb2dc7","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"EURASIP Journal on Image and Video Processing, Vol 2020, Iss 1, Pp 1-17 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s13640-020-00520-8","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s13640-020-00520-8","pdf_url":"https://jivp-eurasipjournals.springeropen.com/counter/pdf/10.1186/s13640-020-00520-8","source":{"id":"https://openalex.org/S153767265","display_name":"EURASIP Journal on Image and Video Processing","issn_l":"1687-5176","issn":["1687-5176","1687-5281"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"EURASIP Journal on Image and Video Processing","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6899999976158142,"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being"}],"awards":[{"id":"https://openalex.org/G1096084752","display_name":null,"funder_award_id":"7142084","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G1126643094","display_name":"\u591a\u5143\u4eff\u751f\u673a\u5236\u4e0b\u81ea\u4e3b\u673a\u5668\u4eba\u89c6\u89c9\u53d7\u6c61\u540e\u7684\u81ea\u7701\u5f0f\u5076\u7136\u6027\u89c4\u5212","funder_award_id":"51875113","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1816988863","display_name":null,"funder_award_id":"BMU2018MX007","funder_id":"https://openalex.org/F4320324787","funder_display_name":"Peking University"},{"id":"https://openalex.org/G42689364","display_name":null,"funder_award_id":"4162027","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5549290920","display_name":null,"funder_award_id":"BMU2018MX007","funder_id":"https://openalex.org/F4320335889","funder_display_name":"Interdisciplinary Medicine Seed Fund of Peking University"},{"id":"https://openalex.org/G8932176146","display_name":null,"funder_award_id":"4162027","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320324787","display_name":"Peking University","ror":"https://ror.org/02v51f717"},{"id":"https://openalex.org/F4320335889","display_name":"Interdisciplinary Medicine Seed Fund of Peking University","ror":null},{"id":"https://openalex.org/F4320336234","display_name":"Beijing Synchrotron Radiation Facility","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3047022975.pdf","grobid_xml":"https://content.openalex.org/works/W3047022975.grobid-xml"},"referenced_works_count":30,"referenced_works":["https://openalex.org/W1645341736","https://openalex.org/W1977366836","https://openalex.org/W1984318470","https://openalex.org/W1985055249","https://openalex.org/W2002163127","https://openalex.org/W2034609088","https://openalex.org/W2048284433","https://openalex.org/W2049224600","https://openalex.org/W2085807853","https://openalex.org/W2091481662","https://openalex.org/W2127227873","https://openalex.org/W2128728535","https://openalex.org/W2147583694","https://openalex.org/W2156792510","https://openalex.org/W2209944545","https://openalex.org/W2391708868","https://openalex.org/W2737416694","https://openalex.org/W2765799726","https://openalex.org/W2768226094","https://openalex.org/W2773708607","https://openalex.org/W2800737063","https://openalex.org/W2889524820","https://openalex.org/W2891968130","https://openalex.org/W2902553417","https://openalex.org/W2912348842","https://openalex.org/W2913782821","https://openalex.org/W2915159015","https://openalex.org/W2942951823","https://openalex.org/W2972256375","https://openalex.org/W4211191129"],"related_works":["https://openalex.org/W115686965","https://openalex.org/W2768918307","https://openalex.org/W2040020606","https://openalex.org/W2110031805","https://openalex.org/W4362659915","https://openalex.org/W2113071088","https://openalex.org/W2321543601","https://openalex.org/W1990016983","https://openalex.org/W2972861887","https://openalex.org/W2359836703"],"abstract_inverted_index":{"Abstract":[0],"The":[1,90,99,117,156],"early":[2],"hepatic":[3,46,61,154,162,187],"fibrosis":[4,62,163],"staging":[5,186],"is":[6,96,103],"very":[7],"important":[8],"for":[9,152],"timely":[10],"diagnosis,":[11],"prognosis,":[12],"and":[13,44,55,85,112,129,143],"treatment":[14],"of":[15,74,92,109,136,139,174,181],"all":[16],"chronic":[17],"liver":[18],"diseases.":[19],"Diffraction-enhanced":[20],"imaging,":[21],"which":[22],"can":[23,147],"provide":[24],"much":[25],"more":[26],"information":[27,114],"on":[28],"soft":[29],"tissue":[30],"morphology":[31],"than":[32],"conventional":[33],"absorption":[34],"radiography,":[35],"might":[36],"be":[37],"a":[38,72],"potential":[39,180],"noninvasive":[40],"technique":[41],"to":[42,58,105],"diagnose":[43],"stage":[45],"fibrosis.":[47,155,188],"This":[48],"paper":[49],"presents":[50],"different":[51,140],"feature":[52,141],"extraction":[53],"strategies":[54,142],"classification":[56,124,144,172],"methods":[57,76,151],"automatically":[59],"classify":[60],"using":[63,71,121],"diffraction-enhanced":[64],"imaging":[65],"images.":[66],"Texture":[67],"features":[68,95,111,118],"are":[69,119],"obtained":[70],"total":[73],"three":[75],"including":[77],"first":[78],"order":[79],"feature,":[80],"gray":[81],"level":[82],"co-occurrence":[83,88],"matrix,":[84],"grayscale":[86],"gradient":[87],"matrix.":[89],"fusion":[91],"these":[93],"texture":[94],"also":[97],"studied.":[98],"principal":[100],"component":[101],"analysis":[102],"used":[104],"reduce":[106],"the":[107,110,134,137,149,161,170,179,182],"dimension":[108],"redundant":[113],"among":[115],"data.":[116],"classified":[120],"two":[122],"popular":[123],"techniques,":[125],"namely,":[126],"K-nearest":[127],"neighbors":[128],"support":[130],"vector":[131],"machines.":[132],"On":[133],"basis":[135],"comparison":[138],"methods,":[145],"we":[146],"identify":[148],"suitable":[150],"grading":[153],"proposed":[157],"approach":[158],"efficiently":[159],"classifies":[160],"DEI":[164,183],"images":[165,184],"into":[166],"four":[167],"classes":[168],"with":[169],"highest":[171],"accuracy":[173],"99.99%.":[175],"We":[176],"further":[177],"demonstrate":[178],"in":[185]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-06-19T15:47:20.252518","created_date":"2025-10-10T00:00:00"}