{"id":"https://openalex.org/W3214376327","doi":"https://doi.org/10.1109/jbhi.2021.3129462","title":"LamNet: A Lesion Attention Maps-Guided Network for the Prediction of Choroidal Neovascularization Volume in SD-OCT Images","display_name":"LamNet: A Lesion Attention Maps-Guided Network for the Prediction of Choroidal Neovascularization Volume in SD-OCT Images","publication_year":2021,"publication_date":"2021-11-19","ids":{"openalex":"https://openalex.org/W3214376327","doi":"https://doi.org/10.1109/jbhi.2021.3129462","mag":"3214376327","pmid":"https://pubmed.ncbi.nlm.nih.gov/34797769"},"language":"en","primary_location":{"id":"doi:10.1109/jbhi.2021.3129462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3129462","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Yuhan Zhang","orcid":"https://orcid.org/0000-0002-4421-2414"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhan Zhang","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-4421-2414","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Xiao Ma","orcid":"https://orcid.org/0000-0002-1842-5029"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Ma","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-1842-5029","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Mingchao Li","orcid":"https://orcid.org/0000-0001-7034-3357"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mingchao Li","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-7034-3357","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Zexuan Ji","orcid":"https://orcid.org/0000-0003-1665-0270"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zexuan Ji","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0003-1665-0270","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Songtao Yuan","orcid":"https://orcid.org/0000-0001-9212-0664"},"institutions":[{"id":"https://openalex.org/I83519826","display_name":"Nanjing Medical University","ror":"https://ror.org/059gcgy73","country_code":"CN","type":"education","lineage":["https://openalex.org/I83519826"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Songtao Yuan","raw_affiliation_strings":["Department of Ophthalmology, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0001-9212-0664","affiliations":[{"raw_affiliation_string":"Department of Ophthalmology, The First Affiliated Hospital with Nanjing Medical University, Nanjing, China","institution_ids":["https://openalex.org/I83519826"]}]},{"author_position":"last","author":{"id":null,"display_name":"Qiang Chen","orcid":"https://orcid.org/0000-0002-6685-2447"},"institutions":[{"id":"https://openalex.org/I36399199","display_name":"Nanjing University of Science and Technology","ror":"https://ror.org/00xp9wg62","country_code":"CN","type":"education","lineage":["https://openalex.org/I36399199"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Chen","raw_affiliation_strings":["School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China"],"raw_orcid":"https://orcid.org/0000-0002-6685-2447","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanjing University of Science and Technology, Nanjing, China","institution_ids":["https://openalex.org/I36399199"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.5561,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.66473988,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"26","issue":"4","first_page":"1660","last_page":"1671"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10170","display_name":"Retinal Diseases and Treatments","score":0.6962000131607056,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.6962000131607056,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/T11438","display_name":"Retinal Imaging and Analysis","score":0.2777000069618225,"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/T11194","display_name":"Ocular Diseases and Beh\u00e7et\u2019s Syndrome","score":0.00860000029206276,"subfield":{"id":"https://openalex.org/subfields/2731","display_name":"Ophthalmology"},"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/choroidal-neovascularization","display_name":"Choroidal neovascularization","score":0.7705000042915344},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.6236000061035156},{"id":"https://openalex.org/keywords/volume","display_name":"Volume (thermodynamics)","score":0.5214999914169312},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.47200000286102295},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4715999960899353},{"id":"https://openalex.org/keywords/lesion","display_name":"Lesion","score":0.4697999954223633},{"id":"https://openalex.org/keywords/focus","display_name":"Focus (optics)","score":0.40709999203681946}],"concepts":[{"id":"https://openalex.org/C2781359195","wikidata":"https://www.wikidata.org/wiki/Q5105209","display_name":"Choroidal neovascularization","level":3,"score":0.7705000042915344},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6244999766349792},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.6236000061035156},{"id":"https://openalex.org/C20556612","wikidata":"https://www.wikidata.org/wiki/Q4469374","display_name":"Volume (thermodynamics)","level":2,"score":0.5214999914169312},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.47200000286102295},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4715999960899353},{"id":"https://openalex.org/C2781156865","wikidata":"https://www.wikidata.org/wiki/Q827023","display_name":"Lesion","level":2,"score":0.4697999954223633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45089998841285706},{"id":"https://openalex.org/C192209626","wikidata":"https://www.wikidata.org/wiki/Q190909","display_name":"Focus (optics)","level":2,"score":0.40709999203681946},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3937000036239624},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.34139999747276306},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.313400000333786},{"id":"https://openalex.org/C2993807640","wikidata":"https://www.wikidata.org/wiki/Q103709453","display_name":"Attention network","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C68387754","wikidata":"https://www.wikidata.org/wiki/Q7271585","display_name":"Schedule","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2806999981403351},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2745000123977661},{"id":"https://openalex.org/C2776403814","wikidata":"https://www.wikidata.org/wiki/Q27429789","display_name":"Macular degeneration","level":2,"score":0.2605000138282776},{"id":"https://openalex.org/C2781181686","wikidata":"https://www.wikidata.org/wiki/Q4226068","display_name":"Coherence (philosophical gambling strategy)","level":2,"score":0.25189998745918274}],"mesh":[{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001288","descriptor_name":"Attention","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002829","descriptor_name":"Choroid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002829","descriptor_name":"Choroid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002829","descriptor_name":"Choroid","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005451","descriptor_name":"Fluorescein Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005451","descriptor_name":"Fluorescein Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005451","descriptor_name":"Fluorescein Angiography","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020256","descriptor_name":"Choroidal Neovascularization","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D020256","descriptor_name":"Choroidal Neovascularization","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D020256","descriptor_name":"Choroidal Neovascularization","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D041623","descriptor_name":"Tomography, Optical Coherence","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false}],"locations_count":2,"locations":[{"id":"doi:10.1109/jbhi.2021.3129462","is_oa":false,"landing_page_url":"https://doi.org/10.1109/jbhi.2021.3129462","pdf_url":null,"source":{"id":"https://openalex.org/S2495854775","display_name":"IEEE Journal of Biomedical and Health Informatics","issn_l":"2168-2194","issn":["2168-2194","2168-2208"],"is_oa":false,"is_in_doaj":false,"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":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Journal of Biomedical and Health Informatics","raw_type":"journal-article"},{"id":"pmid:34797769","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34797769","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE journal of biomedical and health informatics","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2979113009","display_name":"\u57fa\u4e8e\u6df1\u5ea6\u975e\u5bf9\u79f0\u6df7\u5408\u6a21\u578b\u7684OCT\u56fe\u50cf\u89c6\u7f51\u819c\u75c5\u53d8\u8f85\u52a9\u8bca\u65ad\u65b9\u6cd5\u7814\u7a76","funder_award_id":"62072241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G534615032","display_name":null,"funder_award_id":"BK20180069","funder_id":"https://openalex.org/F4320322769","funder_display_name":"Natural Science Foundation of Jiangsu Province"},{"id":"https://openalex.org/G538652250","display_name":null,"funder_award_id":"30921013105","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G5668888126","display_name":null,"funder_award_id":"62172223","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5849093410","display_name":null,"funder_award_id":"SWYY-056","funder_id":"https://openalex.org/F4320326182","funder_display_name":"Six Talent Peaks Project in Jiangsu Province"},{"id":"https://openalex.org/G6045690201","display_name":"\u57fa\u4e8e\u5149\u5b66\u76f8\u5e72\u65ad\u5c42\u56fe\u50cf\u7684\u8001\u5e74\u9ec4\u6591\u53d8\u6027\u5206\u6790\u82e5\u5e72\u5173\u952e\u6280\u672f\u7814\u7a76","funder_award_id":"61671242","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322769","display_name":"Natural Science Foundation of Jiangsu Province","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320326182","display_name":"Six Talent Peaks Project in Jiangsu Province","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":35,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W1904413589","https://openalex.org/W1976810450","https://openalex.org/W1985623028","https://openalex.org/W1999477909","https://openalex.org/W2033011949","https://openalex.org/W2061273505","https://openalex.org/W2068250244","https://openalex.org/W2108789326","https://openalex.org/W2122789959","https://openalex.org/W2156097926","https://openalex.org/W2178063321","https://openalex.org/W2295107390","https://openalex.org/W2330023307","https://openalex.org/W2464708700","https://openalex.org/W2484677340","https://openalex.org/W2560023338","https://openalex.org/W2614783294","https://openalex.org/W2621101817","https://openalex.org/W2734118236","https://openalex.org/W2787314811","https://openalex.org/W2796809202","https://openalex.org/W2884561390","https://openalex.org/W2898931542","https://openalex.org/W2914016683","https://openalex.org/W2946303964","https://openalex.org/W2957746479","https://openalex.org/W2962858109","https://openalex.org/W2962914239","https://openalex.org/W3013530016","https://openalex.org/W3023998086","https://openalex.org/W3089071011","https://openalex.org/W3162024566","https://openalex.org/W4253255479","https://openalex.org/W6739696289"],"related_works":[],"abstract_inverted_index":{"Choroidal":[0],"neovascularization":[1],"(CNV)":[2],"volume":[3,35,113,138,185],"prediction":[4],"has":[5],"an":[6,85],"important":[7],"clinical":[8,192],"significance":[9],"to":[10,30,66,70,89,108],"predict":[11,32],"the":[12,17,33,53,68,73,91,97,110,131,135,142,147,180,191,196],"therapeutic":[13],"effect":[14],"and":[15,102,182,194],"schedule":[16],"follow-up.":[18],"In":[19,51,64,115],"this":[20],"paper,":[21],"we":[22,78,117],"propose":[23],"a":[24,58,120,126,153],"Lesion":[25],"Attention":[26],"Maps-Guided":[27],"Network":[28],"(LamNet)":[29],"automatically":[31],"CNV":[34,75,80,112,137,148,166,184],"of":[36,55,99,134,146,155,165],"next":[37],"follow-up":[38],"visit":[39],"after":[40],"therapy":[41],"based":[42],"on":[43,72],"3-dimentional":[44],"spectral-domain":[45],"optical":[46],"coherence":[47],"tomography":[48],"(SD-OCT)":[49],"images.":[50],"particular,":[52],"backbone":[54],"LamNet":[56,177],"is":[57,139],"3D":[59],"convolutional":[60],"neural":[61],"network":[62,69],"(3D-CNN).":[63],"order":[65],"guide":[67],"focus":[71],"local":[74,93,101],"lesion":[76],"regions,":[77],"use":[79],"attention":[81,86],"maps":[82,105],"generated":[83],"by":[84,168],"map":[87],"generator":[88],"produce":[90],"multi-scale":[92,98],"context":[94],"features.":[95],"Then,":[96],"both":[100],"global":[103],"feature":[104],"are":[106],"fused":[107],"achieve":[109],"high-precision":[111],"prediction.":[114],"addition,":[116],"also":[118],"design":[119,195],"synergistic":[121],"multi-task":[122],"predictor,":[123],"in":[124],"which":[125,187],"trend-consistent":[127],"loss":[128],"ensures":[129],"that":[130,176],"change":[132,144],"trend":[133,145],"predicted":[136],"consistent":[140],"with":[141,162],"real":[143],"volume.":[149],"The":[150,173],"experiments":[151],"include":[152],"total":[154],"541":[156],"SD-OCT":[157,171],"cubes":[158],"from":[159],"68":[160],"patients":[161],"two":[163,169],"types":[164],"captured":[167],"different":[170],"devices.":[172],"results":[174],"demonstrate":[175],"can":[178],"provide":[179],"reliable":[181],"accurate":[183],"prediction,":[186],"would":[188],"further":[189],"assist":[190],"diagnosis":[193],"treatment":[197],"options.":[198]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2021-11-22T00:00:00"}
