乐胖代购免代理版

{"id":"https://openalex.org/W4386596995","doi":"https://doi.org/10.1109/icip49359.2023.10222058","title":"Exploring Self-Supervised Representation Learning for Low-Resource Medical Image Analysis","display_name":"Exploring Self-Supervised Representation Learning for Low-Resource Medical Image Analysis","publication_year":2023,"publication_date":"2023-09-11","ids":{"openalex":"https://openalex.org/W4386596995","doi":"https://doi.org/10.1109/icip49359.2023.10222058"},"language":"en","primary_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/icip49359.2023.10222058","pdf_url":null,"source":{"id":"https://openalex.org/S4363607719","display_name":"2022 IEEE International Conference on Image Processing (ICIP)","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},"type":"article","type_crossref":"proceedings-article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.1109/icip49359.2023.10222058","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5013857985","display_name":"Soumitri Chattopadhyay","orcid":"https://orcid.org/0000-0002-2647-6053"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Soumitri Chattopadhyay","raw_affiliation_strings":["Jadavpur University"],"affiliations":[{"raw_affiliation_string":"Jadavpur University","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037361439","display_name":"Soham Ganguly","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Soham Ganguly","raw_affiliation_strings":["Jadavpur University"],"affiliations":[{"raw_affiliation_string":"Jadavpur University","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038789828","display_name":"Sreejit Chaudhury","orcid":null},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Sreejit Chaudhury","raw_affiliation_strings":["Jadavpur University"],"affiliations":[{"raw_affiliation_string":"Jadavpur University","institution_ids":["https://openalex.org/I170979836"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101977185","display_name":"Sayan Nag","orcid":"https://orcid.org/0000-0001-5652-125X"},"institutions":[{"id":"https://openalex.org/I185261750","display_name":"University of Toronto","ror":"https://ror.org/03dbr7087","country_code":"CA","type":"education","lineage":["https://openalex.org/I185261750"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Sayan Nag","raw_affiliation_strings":["University of Toronto"],"affiliations":[{"raw_affiliation_string":"University of Toronto","institution_ids":["https://openalex.org/I185261750"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5075720299","display_name":"Samiran Chattopadhyay","orcid":"https://orcid.org/0000-0002-8929-9605"},"institutions":[{"id":"https://openalex.org/I170979836","display_name":"Jadavpur University","ror":"https://ror.org/02af4h012","country_code":"IN","type":"education","lineage":["https://openalex.org/I170979836"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Samiran Chattopadhyay","raw_affiliation_strings":["Jadavpur University"],"affiliations":[{"raw_affiliation_string":"Jadavpur University","institution_ids":["https://openalex.org/I170979836"]}]}],"institution_assertions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.397,"has_fulltext":true,"fulltext_origin":"pdf","cited_by_count":1,"citation_normalized_percentile":{"value":0.433349,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":67,"max":78},"biblio":{"volume":null,"issue":null,"first_page":"1440","last_page":"1444"},"is_retracted":false,"is_paratext":false,"primary_topic":{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9988,"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"}},"topics":[{"id":"https://openalex.org/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.9988,"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/T10862","display_name":"AI in cancer detection","score":0.9982,"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/T11775","display_name":"COVID-19 diagnosis using AI","score":0.997,"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/labeled-data","display_name":"Labeled data","score":0.5482472},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.52255267},{"id":"https://openalex.org/keywords/representation","display_name":"Representation","score":0.49902987}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.84332025},{"id":"https://openalex.org/C36503486","wikidata":"https://www.wikidata.org/wiki/Q11235244","display_name":"Domain (mathematical analysis)","level":2,"score":0.60563344},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.56596017},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.5482472},{"id":"https://openalex.org/C2778755073","wikidata":"https://www.wikidata.org/wiki/Q10858537","display_name":"Scale (ratio)","level":2,"score":0.5376592},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.52255267},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5199105},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4992504},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.49902987},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.45123088},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.4496947},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.36559403},{"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/C31258907","wikidata":"https://www.wikidata.org/wiki/Q1301371","display_name":"Computer network","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/icip49359.2023.10222058","pdf_url":null,"source":{"id":"https://openalex.org/S4363607719","display_name":"2022 IEEE International Conference on Image Processing (ICIP)","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},{"is_oa":true,"landing_page_url":"https://arxiv.org/abs/2303.02245","pdf_url":"https://arxiv.org/pdf/2303.02245","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":["Cornell University"],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false}],"best_oa_location":{"is_oa":true,"landing_page_url":"https://doi.org/10.1109/icip49359.2023.10222058","pdf_url":null,"source":{"id":"https://openalex.org/S4363607719","display_name":"2022 IEEE International Conference on Image Processing (ICIP)","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},"sustainable_development_goals":[],"grants":[],"datasets":[],"versions":[],"referenced_works_count":21,"referenced_works":["https://openalex.org/W2108598243","https://openalex.org/W2321533354","https://openalex.org/W2344480160","https://openalex.org/W2435090885","https://openalex.org/W2798251715","https://openalex.org/W2798991696","https://openalex.org/W2963420272","https://openalex.org/W2964317695","https://openalex.org/W2964744899","https://openalex.org/W3035524453","https://openalex.org/W3108516814","https://openalex.org/W3114632476","https://openalex.org/W3120430728","https://openalex.org/W3138904876","https://openalex.org/W3171007011","https://openalex.org/W3201190151","https://openalex.org/W3205809313","https://openalex.org/W4206494117","https://openalex.org/W4225904073","https://openalex.org/W4296121024","https://openalex.org/W4304950258"],"related_works":["https://openalex.org/W4386828785","https://openalex.org/W4282827391","https://openalex.org/W3201126466","https://openalex.org/W3165580226","https://openalex.org/W3144173820","https://openalex.org/W3135401135","https://openalex.org/W3133164560","https://openalex.org/W3041001745","https://openalex.org/W2886688859","https://openalex.org/W2576964996"],"abstract_inverted_index":{"The":[0],"success":[1],"of":[2,13,37,69,146],"self-supervised":[3,70],"learning":[4,71,108],"(SSL)":[5],"has":[6],"mostly":[7],"been":[8],"attributed":[9],"to":[10,65,106,122,154],"the":[11,35,45,67,134,144,151],"availability":[12,39],"unlabeled":[14],"yet":[15],"large-scale":[16,110],"datasets.":[17,77,93,161],"However,":[18],"in":[19,52],"a":[20,29,139],"specialized":[21],"domain":[22],"such":[23],"as":[24,44,113],"medical":[25,75,91,160],"imaging":[26,76,92],"which":[27],"is":[28,40,48,150],"lot":[30],"different":[31],"from":[32,109],"natural":[33],"images,":[34],"assumption":[36],"data":[38,46],"unrealistic":[41],"and":[42,50],"impractical,":[43],"itself":[47],"scanty":[49],"found":[51],"small":[53,90],"databases,":[54],"collected":[55],"for":[56,129,136],"specific":[57],"prognosis":[58],"tasks.":[59],"To":[60,143],"this":[61,149],"end,":[62],"we":[63,80,116],"seek":[64],"investigate":[66],"applicability":[68],"algorithms":[72],"on":[73,86,138,158],"small-scale":[74],"In":[78],"particular,":[79],"evaluate":[81],"4":[82],"state-of-the-art":[83],"SSL":[84,100],"methods":[85],"three":[87],"publicly":[88],"accessible":[89],"Our":[94],"investigation":[95],"reveals":[96],"that":[97,126],"in-domain":[98],"low-resource":[99,159],"pre-training":[101,137],"can":[102,127],"yield":[103],"competitive":[104],"performance":[105],"transfer":[107],"datasets":[111],"(such":[112],"ImageNet).":[114],"Furthermore,":[115],"extensively":[117],"analyse":[118],"our":[119,147],"empirical":[120],"findings":[121],"provide":[123],"valuable":[124],"insights":[125],"motivate":[128],"further":[130],"research":[131],"towards":[132],"circumventing":[133],"need":[135],"large":[140],"image":[141],"corpus.":[142],"best":[145],"knowledge,":[148],"first":[152],"attempt":[153],"holistically":[155],"explore":[156],"self-supervision":[157],"Source":[162],"codes":[163],"are":[164],"available":[165],"at:":[166],"https://github.com/soumitri2001/SmallDataSSL":[167]},"cited_by_api_url":"https://api.openalex.org/works?filter=cites:W4386596995","counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2025-01-17T21:10:13.009241","created_date":"2023-09-12"}