{"id":"https://openalex.org/W3094575259","doi":"https://doi.org/10.23919/mipro48935.2020.9245336","title":"Retinal OCT Image Segmentation: How Well do Algorithms Generalize or How Transferable are the Data?","display_name":"Retinal OCT Image Segmentation: How Well do Algorithms Generalize or How Transferable are the Data?","publication_year":2020,"publication_date":"2020-09-28","ids":{"openalex":"https://openalex.org/W3094575259","doi":"https://doi.org/10.23919/mipro48935.2020.9245336","mag":"3094575259"},"language":"en","primary_location":{"id":"doi:10.23919/mipro48935.2020.9245336","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro48935.2020.9245336","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)","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/A5051830521","display_name":"Martina Melin\u0161\u010dak","orcid":"https://orcid.org/0000-0001-5128-3213"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]},{"id":"https://openalex.org/I4210151249","display_name":"Karlovac University of Applied Sciences","ror":"https://ror.org/04y50an90","country_code":"HR","type":"education","lineage":["https://openalex.org/I4210151249"]},{"id":"https://openalex.org/I4390039327","display_name":"Faculty of Electrical Engineering and Computing in Zagreb","ror":"https://ror.org/04e90ca47","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428","https://openalex.org/I4390039327"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"M. Melinscak","raw_affiliation_strings":["Faculty of Electrical Engineering and Computing, Zagreb, Croatia","Karlovac University of Applied Sciences, Karlovac, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computing, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428","https://openalex.org/I4390039327"]},{"raw_affiliation_string":"Karlovac University of Applied Sciences, Karlovac, Croatia","institution_ids":["https://openalex.org/I4210151249"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5047540566","display_name":"Sven Lon\u010dari\u0107","orcid":"https://orcid.org/0000-0002-4857-5351"},"institutions":[{"id":"https://openalex.org/I181343428","display_name":"University of Zagreb","ror":"https://ror.org/00mv6sv71","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428"]},{"id":"https://openalex.org/I4390039327","display_name":"Faculty of Electrical Engineering and Computing in Zagreb","ror":"https://ror.org/04e90ca47","country_code":"HR","type":"education","lineage":["https://openalex.org/I181343428","https://openalex.org/I4390039327"]}],"countries":["HR"],"is_corresponding":false,"raw_author_name":"S. Loncaric","raw_affiliation_strings":["Faculty of Electrical Engineering and Computing, Zagreb, Croatia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Electrical Engineering and Computing, Zagreb, Croatia","institution_ids":["https://openalex.org/I181343428","https://openalex.org/I4390039327"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.4803,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.62696058,"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":"192","last_page":"196"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11438","display_name":"Retinal Imaging and Analysis","score":0.9997000098228455,"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":0.9997000098228455,"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/T10862","display_name":"AI in cancer detection","score":0.9524999856948853,"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/T10170","display_name":"Retinal Diseases and Treatments","score":0.9409000277519226,"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/computer-science","display_name":"Computer science","score":0.8159439563751221},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.8037903308868408},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.7660749554634094},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6384941339492798},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.5628336071968079},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5035333037376404},{"id":"https://openalex.org/keywords/image-segmentation","display_name":"Image segmentation","score":0.43953120708465576},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4371703565120697},{"id":"https://openalex.org/keywords/transfer","display_name":"Transfer (computing)","score":0.433917760848999},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4231995940208435},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3874920606613159},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3716585040092468},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.32781583070755005},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.07386109232902527}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8159439563751221},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.8037903308868408},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.7660749554634094},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6384941339492798},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.5628336071968079},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5035333037376404},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.43953120708465576},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4371703565120697},{"id":"https://openalex.org/C2776175482","wikidata":"https://www.wikidata.org/wiki/Q1195816","display_name":"Transfer (computing)","level":2,"score":0.433917760848999},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4231995940208435},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3874920606613159},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3716585040092468},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.32781583070755005},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.07386109232902527},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/mipro48935.2020.9245336","is_oa":false,"landing_page_url":"https://doi.org/10.23919/mipro48935.2020.9245336","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 43rd International Convention on Information, Communication and Electronic Technology (MIPRO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.4099999964237213},{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.4000000059604645}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2149933564","https://openalex.org/W2592929672","https://openalex.org/W2606534623","https://openalex.org/W2765515037","https://openalex.org/W2886801379","https://openalex.org/W2919070891","https://openalex.org/W2947706148","https://openalex.org/W2963239200","https://openalex.org/W2970656679","https://openalex.org/W2991391304","https://openalex.org/W4211020962","https://openalex.org/W4299518610","https://openalex.org/W6639824700","https://openalex.org/W6682132143","https://openalex.org/W6745475985","https://openalex.org/W6756427901"],"related_works":["https://openalex.org/W4206357785","https://openalex.org/W4281381188","https://openalex.org/W3192840557","https://openalex.org/W2951211570","https://openalex.org/W4375928479","https://openalex.org/W3167935049","https://openalex.org/W3023427754","https://openalex.org/W3131673289","https://openalex.org/W4393011546","https://openalex.org/W3198847674"],"abstract_inverted_index":{"The":[0,55],"success":[1],"of":[2,13,43,51,57,90,97,123,167],"deep":[3],"learning":[4,112,135,163],"depends,":[5],"among":[6],"other":[7],"things,":[8],"on":[9,87,120],"a":[10,49,66,95],"large":[11,20],"amount":[12,89],"labeled":[14,21],"data.":[15,91],"However,":[16],"in":[17,165,172],"medical":[18],"applications,":[19],"datasets":[22],"are":[23],"the":[24,28,41,69,76,88,121,140,154,174,180],"exception,":[25],"rather":[26],"than":[27],"rule.":[29],"Manual":[30],"image":[31],"labeling":[32],"is":[33,36,60,64,177],"time-consuming":[34],"and":[35,46,74,148,169],"generally":[37],"performed":[38,137],"only":[39],"with":[40,144,151],"purpose":[42],"developing":[44],"algorithms,":[45],"not":[47],"as":[48,130,132],"part":[50],"standard":[52],"clinical":[53],"practice.":[54],"goal":[56],"this":[58,93],"study":[59],"twofold.":[61],"Since":[62],"there":[63],"always":[65],"trade-off":[67],"between":[68],"ability":[70],"to":[71,82,107,179],"collect":[72],"data":[73],"achieve":[75],"best":[77],"possible":[78],"performance,":[79],"we":[80,105],"wanted":[81,106],"explore":[83],"how":[84,109],"performance":[85],"depends":[86],"For":[92],"purpose,":[94],"database":[96,176],"manually":[98],"annotated":[99],"OCT":[100,116,146],"images":[101,117,147,152,196],"was":[102,136,142],"collected.":[103],"Also,":[104],"see":[108],"much":[110],"transfer":[111,162],"can":[113,184,190],"help.":[114],"Retinal":[115],"vary":[118],"depending":[119],"type":[122],"device,":[124],"therefore":[125],"developed":[126],"methods":[127],"should":[128],"be":[129,192],"robust":[131],"possible.":[133],"Transfer":[134],"so":[138],"that":[139,161,187],"model":[141],"trained":[143],"similar":[145,178],"then":[149],"fine-tuned":[150],"from":[153,197],"collected":[155],"database.":[156,182],"It":[157],"has":[158],"been":[159],"shown":[160],"helps":[164],"terms":[166],"generalization":[168],"better":[170],"prediction":[171],"case":[173],"source":[175],"target":[181],"We":[183],"also":[185],"assume":[186],"further":[188],"improvement":[189],"probably":[191],"achieved":[193],"by":[194],"adding":[195],"another":[198],"distribution":[199],"(medical":[200],"or":[201],"nonmedical).":[202]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
