{"id":"https://openalex.org/W4316660567","doi":"https://doi.org/10.1109/vcip56404.2022.10008874","title":"Improved PSP-Net Segmentation Network for Automatic Detection of Neovascularization in Color Fundus Images","display_name":"Improved PSP-Net Segmentation Network for Automatic Detection of Neovascularization in Color Fundus Images","publication_year":2022,"publication_date":"2022-12-13","ids":{"openalex":"https://openalex.org/W4316660567","doi":"https://doi.org/10.1109/vcip56404.2022.10008874"},"language":"en","primary_location":{"id":"doi:10.1109/vcip56404.2022.10008874","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/vcip56404.2022.10008874","pdf_url":null,"source":{"id":"https://openalex.org/S4363608486","display_name":"2022 IEEE International Conference on Visual Communications and Image Processing (VCIP)","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 IEEE International Conference on Visual Communications and Image Processing (VCIP)","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/A5028897084","display_name":"Qiuming Liu","orcid":"https://orcid.org/0000-0003-4700-0844"},"institutions":[{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]},{"id":"https://openalex.org/I3131412887","display_name":"Jiangxi University of Technology","ror":"https://ror.org/05k2j8e48","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131412887"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiuming Liu","raw_affiliation_strings":["School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","institution_ids":["https://openalex.org/I4510145","https://openalex.org/I3131412887"]},{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100377060","display_name":"Shen Wang","orcid":"https://orcid.org/0000-0001-5140-648X"},"institutions":[{"id":"https://openalex.org/I3131412887","display_name":"Jiangxi University of Technology","ror":"https://ror.org/05k2j8e48","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131412887"]},{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shen Wang","raw_affiliation_strings":["School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","institution_ids":["https://openalex.org/I4510145","https://openalex.org/I3131412887"]},{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019930335","display_name":"Yulan Dai","orcid":"https://orcid.org/0000-0003-3143-7347"},"institutions":[{"id":"https://openalex.org/I139660479","display_name":"Central South University","ror":"https://ror.org/00f1zfq44","country_code":"CN","type":"education","lineage":["https://openalex.org/I139660479"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yulan Dai","raw_affiliation_strings":["School of Computer Science and Engineering, Central South University,Changsha,China","School of Computer Science and Engineering, Central South University, Changsha, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University,Changsha,China","institution_ids":["https://openalex.org/I139660479"]},{"raw_affiliation_string":"School of Computer Science and Engineering, Central South University, Changsha, China","institution_ids":["https://openalex.org/I139660479"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412788","display_name":"Jintao Zhang","orcid":"https://orcid.org/0000-0003-2300-4998"},"institutions":[{"id":"https://openalex.org/I53592917","display_name":"Jiangxi Normal University","ror":"https://ror.org/05nkgk822","country_code":"CN","type":"education","lineage":["https://openalex.org/I53592917"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jintao Zhang","raw_affiliation_strings":["School of Computer Info. Engineering, Jiangxi Normal University,Jiangxi,China","School of Computer Info. Engineering, Jiangxi Normal University, Jiangxi, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Info. Engineering, Jiangxi Normal University,Jiangxi,China","institution_ids":["https://openalex.org/I53592917"]},{"raw_affiliation_string":"School of Computer Info. Engineering, Jiangxi Normal University, Jiangxi, China","institution_ids":["https://openalex.org/I53592917"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110875390","display_name":"Yichen Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I3131412887","display_name":"Jiangxi University of Technology","ror":"https://ror.org/05k2j8e48","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131412887"]},{"id":"https://openalex.org/I4510145","display_name":"Jiangxi University of Science and Technology","ror":"https://ror.org/03q0t9252","country_code":"CN","type":"education","lineage":["https://openalex.org/I4510145"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yichen Wang","raw_affiliation_strings":["School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China"],"affiliations":[{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech.,Jiangxi,China","institution_ids":["https://openalex.org/I4510145","https://openalex.org/I3131412887"]},{"raw_affiliation_string":"School of Software Engineering, Jiangxi Univ. of Sci. and Tech., Jiangxi, China","institution_ids":["https://openalex.org/I4510145"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055120020","display_name":"Ruoxuan Zhou","orcid":null},"institutions":[{"id":"https://openalex.org/I4210154792","display_name":"Virtual Technology (United States)","ror":"https://ror.org/054grzz74","country_code":"US","type":"company","lineage":["https://openalex.org/I4210154792"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ruoxuan Zhou","raw_affiliation_strings":["Nanchang Key lab. of Virtual Digital,Factory and Cultural Communications,Jiangxi,China","Factory and Cultural Communications, Nanchang Key lab. of Virtual Digital, Jiangxi, China"],"affiliations":[{"raw_affiliation_string":"Nanchang Key lab. of Virtual Digital,Factory and Cultural Communications,Jiangxi,China","institution_ids":["https://openalex.org/I4210154792"]},{"raw_affiliation_string":"Factory and Cultural Communications, Nanchang Key lab. of Virtual Digital, Jiangxi, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5028897084"],"corresponding_institution_ids":["https://openalex.org/I3131412887","https://openalex.org/I4510145"],"apc_list":null,"apc_paid":null,"fwci":0.4468,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.65110013,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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/T11438","display_name":"Retinal Imaging and Analysis","score":1.0,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9936000108718872,"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/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9750999808311462,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/computer-science","display_name":"Computer science","score":0.7546979188919067},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6999478340148926},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6246833205223083},{"id":"https://openalex.org/keywords/fundus","display_name":"Fundus (uterus)","score":0.560552179813385},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.556386411190033},{"id":"https://openalex.org/keywords/jaccard-index","display_name":"Jaccard index","score":0.4735647439956665},{"id":"https://openalex.org/keywords/diabetic-retinopathy","display_name":"Diabetic retinopathy","score":0.43191808462142944},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.2698615789413452},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.18926754593849182},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.1829519271850586}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7546979188919067},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6999478340148926},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6246833205223083},{"id":"https://openalex.org/C2776391266","wikidata":"https://www.wikidata.org/wiki/Q9612","display_name":"Fundus (uterus)","level":2,"score":0.560552179813385},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.556386411190033},{"id":"https://openalex.org/C203519979","wikidata":"https://www.wikidata.org/wiki/Q865360","display_name":"Jaccard index","level":3,"score":0.4735647439956665},{"id":"https://openalex.org/C2779829184","wikidata":"https://www.wikidata.org/wiki/Q631361","display_name":"Diabetic retinopathy","level":3,"score":0.43191808462142944},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.2698615789413452},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.18926754593849182},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.1829519271850586},{"id":"https://openalex.org/C134018914","wikidata":"https://www.wikidata.org/wiki/Q162606","display_name":"Endocrinology","level":1,"score":0.0},{"id":"https://openalex.org/C555293320","wikidata":"https://www.wikidata.org/wiki/Q12206","display_name":"Diabetes mellitus","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/vcip56404.2022.10008874","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/vcip56404.2022.10008874","pdf_url":null,"source":{"id":"https://openalex.org/S4363608486","display_name":"2022 IEEE International Conference on Visual Communications and Image Processing (VCIP)","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 IEEE International Conference on Visual Communications and Image Processing (VCIP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.4300000071525574}],"awards":[{"id":"https://openalex.org/G5259878014","display_name":null,"funder_award_id":"61761021,61961005,61871437","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"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":16,"referenced_works":["https://openalex.org/W2194775991","https://openalex.org/W2509559153","https://openalex.org/W2560023338","https://openalex.org/W2621360439","https://openalex.org/W2746338382","https://openalex.org/W2928133111","https://openalex.org/W2963420686","https://openalex.org/W2976376778","https://openalex.org/W2994982782","https://openalex.org/W3049563779","https://openalex.org/W3107362462","https://openalex.org/W3127802464","https://openalex.org/W3158522809","https://openalex.org/W3168978348","https://openalex.org/W3190658604","https://openalex.org/W4213276044"],"related_works":["https://openalex.org/W1980571360","https://openalex.org/W3176448898","https://openalex.org/W4379115808","https://openalex.org/W3207986206","https://openalex.org/W2429379476","https://openalex.org/W1979866946","https://openalex.org/W4226141369","https://openalex.org/W2413307231","https://openalex.org/W4361800274","https://openalex.org/W4296525407"],"abstract_inverted_index":{"Proliferative":[0],"Diabetic":[1],"Retinopathy":[2],"(PDR)":[3],"is":[4,19,92,105,146,160],"a":[5,59],"seri-ous":[6],"retinal":[7,13,17,41,60],"disease":[8],"threatening":[9],"diabetic":[10],"patients.":[11],"Intense":[12],"neovascularization":[14,39,61],"in":[15,113],"the":[16,20,75,78,82,88,103,143,150,155],"image":[18],"most":[21],"important":[22],"clinical":[23,164],"symptom":[24],"of":[25,38,77,129,139,152,157,162],"PDR,":[26],"leading":[27],"to":[28,45,49,107,148],"visual":[29],"distortion":[30],"if":[31],"not":[32],"controlled.":[33],"Accurate":[34],"and":[35,111,115,125,131,159],"timely":[36],"detection":[37],"from":[40,98],"images":[42,97],"allows":[43],"patients":[44],"receive":[46],"adequate":[47],"treatment":[48],"avoid":[50],"further":[51,163],"vision":[52],"loss.":[53],"In":[54],"this":[55],"work,":[56],"we":[57,80],"propose":[58],"automatic":[62],"segmentation":[63],"model":[64,118,145],"based":[65],"on":[66],"im-proved":[67],"Pyramid":[68],"Scene":[69],"Parsing":[70],"Network":[71],"(PSP-Net).":[72],"To":[73],"improve":[74,149],"accuracy":[76,114,151],"model,":[79],"introduce":[81],"proposed":[83],"channel":[84],"attention":[85],"module":[86],"into":[87],"model.":[89],"The":[90,117],"network":[91,104,144],"evaluated":[93],"with":[94],"color":[95],"fundus":[96],"practice.":[99],"Evaluation":[100],"results":[101,141],"show":[102],"superior":[106],"FCN,":[108],"SegNet,":[109],"U-Net":[110],"PSP-Net":[112],"sensitivity.":[116],"could":[119],"achieve":[120],"accuracy,":[121],"sensitivity,":[122],"specificity,":[123],"precision":[124],"Jaccard":[126],"similarity":[127],"score":[128],"0.9832,0.9265,0.9897,0.9116":[130],"0.8501,":[132],"respectively.":[133],"This":[134],"paper":[135],"proves":[136],"through":[137],"plenty":[138],"experimental":[140],"that":[142],"able":[147],"segmentation,":[153],"relieve":[154],"workload":[156],"doctors,":[158],"worthy":[161],"promotion.":[165]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2025-12-21T23:12:01.093139","created_date":"2025-10-10T00:00:00"}
