{"id":"https://openalex.org/W3132357673","doi":"https://doi.org/10.1117/12.2580665","title":"Segmentation of retinal detachment and retinoschisis in OCT images based on improved U-shaped network with cross-fusion global feature module","display_name":"Segmentation of retinal detachment and retinoschisis in OCT images based on improved U-shaped network with cross-fusion global feature module","publication_year":2021,"publication_date":"2021-02-12","ids":{"openalex":"https://openalex.org/W3132357673","doi":"https://doi.org/10.1117/12.2580665","mag":"3132357673"},"language":"en","primary_location":{"id":"doi:10.1117/12.2580665","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2580665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2021: Image Processing","raw_type":"proceedings-article"},"type":"conference-paper","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/A5101453856","display_name":"Changqing Yang","orcid":"https://orcid.org/0000-0001-8316-4980"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Changqing Yang","raw_affiliation_strings":["Soochow Univ. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079807652","display_name":"Xinjian Chen","orcid":"https://orcid.org/0000-0002-0871-293X"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinjian Chen","raw_affiliation_strings":["Soochow Univ. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5009907657","display_name":"Jinzhu Su","orcid":null},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinzhu Su","raw_affiliation_strings":["Soochow Univ. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058024483","display_name":"Weifang Zhu","orcid":"https://orcid.org/0000-0001-9540-4101"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weifang Zhu","raw_affiliation_strings":["Soochow Univ. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101860864","display_name":"Qiuying Chen","orcid":"https://orcid.org/0000-0003-1718-6705"},"institutions":[{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiuying Chen","raw_affiliation_strings":["Shanghai General Hospital (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai General Hospital (China)","institution_ids":["https://openalex.org/I4210135742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101975414","display_name":"Jiayi Yu","orcid":"https://orcid.org/0000-0002-7663-0688"},"institutions":[{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiayi Yu","raw_affiliation_strings":["Shanghai General Hospital (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai General Hospital (China)","institution_ids":["https://openalex.org/I4210135742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100701972","display_name":"Ying Fan","orcid":"https://orcid.org/0000-0002-2361-6022"},"institutions":[{"id":"https://openalex.org/I4210135742","display_name":"Shanghai First People's Hospital","ror":"https://ror.org/04a46mh28","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210135742"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ying Fan","raw_affiliation_strings":["Shanghai General Hospital (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shanghai General Hospital (China)","institution_ids":["https://openalex.org/I4210135742"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048091475","display_name":"Fei Shi","orcid":"https://orcid.org/0000-0002-8878-6655"},"institutions":[{"id":"https://openalex.org/I3923682","display_name":"Soochow University","ror":"https://ror.org/05t8y2r12","country_code":"CN","type":"education","lineage":["https://openalex.org/I3923682"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fei Shi","raw_affiliation_strings":["Soochow Univ. (China)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Soochow Univ. (China)","institution_ids":["https://openalex.org/I3923682"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"69","last_page":"69"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9988999962806702,"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":0.9988999962806702,"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/T11377","display_name":"Retinal and Macular Surgery","score":0.9890999794006348,"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/T12599","display_name":"Retinal and Optic Conditions","score":0.958899974822998,"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/retinoschisis","display_name":"Retinoschisis","score":0.8248947858810425},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5778746008872986},{"id":"https://openalex.org/keywords/retinal-detachment","display_name":"Retinal detachment","score":0.5581722259521484},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5422329902648926},{"id":"https://openalex.org/keywords/optical-coherence-tomography","display_name":"Optical coherence tomography","score":0.5239660739898682},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5198577046394348},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4601514935493469},{"id":"https://openalex.org/keywords/retinal","display_name":"Retinal","score":0.4537295997142792},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3990587592124939},{"id":"https://openalex.org/keywords/ophthalmology","display_name":"Ophthalmology","score":0.2738081216812134},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.14859026670455933}],"concepts":[{"id":"https://openalex.org/C2779594218","wikidata":"https://www.wikidata.org/wiki/Q1049881","display_name":"Retinoschisis","level":4,"score":0.8248947858810425},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5778746008872986},{"id":"https://openalex.org/C2780428090","wikidata":"https://www.wikidata.org/wiki/Q625164","display_name":"Retinal detachment","level":3,"score":0.5581722259521484},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5422329902648926},{"id":"https://openalex.org/C2778818243","wikidata":"https://www.wikidata.org/wiki/Q899552","display_name":"Optical coherence tomography","level":2,"score":0.5239660739898682},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5198577046394348},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4601514935493469},{"id":"https://openalex.org/C2780827179","wikidata":"https://www.wikidata.org/wiki/Q422001","display_name":"Retinal","level":2,"score":0.4537295997142792},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3990587592124939},{"id":"https://openalex.org/C118487528","wikidata":"https://www.wikidata.org/wiki/Q161437","display_name":"Ophthalmology","level":1,"score":0.2738081216812134},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.14859026670455933},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1117/12.2580665","is_oa":false,"landing_page_url":"https://doi.org/10.1117/12.2580665","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Medical Imaging 2021: Image Processing","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":0,"referenced_works":[],"related_works":["https://openalex.org/W4224879723","https://openalex.org/W2398797032","https://openalex.org/W2134112366","https://openalex.org/W1014602304","https://openalex.org/W1033756233","https://openalex.org/W4313375874","https://openalex.org/W2406636347","https://openalex.org/W4327954448","https://openalex.org/W1528728240","https://openalex.org/W2035977639"],"abstract_inverted_index":{"Retinal":[0,30],"detachment":[1,31,57,81,141],"(RD)":[2],"refers":[3],"to":[4,39,75,110],"the":[5,8,24,35,50,104,107,112,130,134],"separation":[6],"of":[7,79,106,114,125,139],"retinal":[9,14,56,80,140],"neuroepithelium":[10],"layer":[11],"(RNE)":[12],"and":[13,18,32,58,82,142,147,149],"pigment":[15],"epithelium":[16],"(RPE),":[17],"retinoschisis":[19,33,143],"(RS)":[20],"is":[21,49,95,101],"characterized":[22],"by":[23],"RNE":[25],"splitting":[26],"into":[27,103],"multiple":[28],"layers.":[29],"are":[34],"main":[36,51],"complications":[37],"leading":[38],"vision":[40],"loss":[41],"in":[42],"high":[43],"myopia.":[44],"Optical":[45],"coherence":[46],"tomography":[47],"(OCT)":[48],"imaging":[52],"method":[53,118],"for":[54],"observing":[55],"retinoschisis.":[59,83],"This":[60],"paper":[61],"proposes":[62],"a":[63,69,122],"U-shaped":[64],"convolutional":[65],"neural":[66],"network":[67,109],"with":[68],"cross-fusion":[70,90],"global":[71,91],"feature":[72,92],"module":[73,93],"(CFCNN)":[74],"achieve":[76],"automatic":[77],"segmentation":[78,144,156],"Main":[84],"contributions":[85],"include:":[86],"(1)":[87],"A":[88],"new":[89],"(CFGF)":[94],"proposed.":[96],"(2)":[97],"The":[98,117],"residual":[99],"block":[100],"integrated":[102],"encoder":[105],"U-Net":[108],"enhance":[111],"extraction":[113],"semantic":[115],"information.":[116],"was":[119],"tested":[120],"on":[121],"dataset":[123],"consisting":[124],"540":[126],"OCT":[127],"B-scans.":[128],"With":[129],"proposed":[131],"CFCNN":[132],"method,":[133],"mean":[135],"Dice":[136],"similarity":[137],"coefficient":[138],"reached":[145],"94.33%":[146],"90.29%":[148],"were":[150],"better":[151],"than":[152],"some":[153],"existing":[154],"advanced":[155],"networks.":[157]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}