{"id":"https://openalex.org/W3133164560","doi":"https://doi.org/10.1109/icip42928.2021.9506646","title":"Boosting Deep Transfer Learning For Covid-19 Classification","display_name":"Boosting Deep Transfer Learning For Covid-19 Classification","publication_year":2021,"publication_date":"2021-08-23","ids":{"openalex":"https://openalex.org/W3133164560","doi":"https://doi.org/10.1109/icip42928.2021.9506646","mag":"3133164560"},"language":"en","primary_location":{"id":"doi:10.1109/icip42928.2021.9506646","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip42928.2021.9506646","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2102.08085","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007043330","display_name":"Fouzia Altaf","orcid":"https://orcid.org/0000-0002-3185-5058"},"institutions":[{"id":"https://openalex.org/I12079687","display_name":"Edith Cowan University","ror":"https://ror.org/05jhnwe22","country_code":"AU","type":"education","lineage":["https://openalex.org/I12079687"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Fouzia Altaf","raw_affiliation_strings":["Edith Cowan University,School of Science","(Edith Cowan University)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Edith Cowan University,School of Science","institution_ids":["https://openalex.org/I12079687"]},{"raw_affiliation_string":"(Edith Cowan University)","institution_ids":["https://openalex.org/I12079687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034900636","display_name":"Syed Mohammed Shamsul Islam","orcid":"https://orcid.org/0000-0002-3200-2903"},"institutions":[{"id":"https://openalex.org/I12079687","display_name":"Edith Cowan University","ror":"https://ror.org/05jhnwe22","country_code":"AU","type":"education","lineage":["https://openalex.org/I12079687"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Syed M.S. Islam","raw_affiliation_strings":["Edith Cowan University,School of Science","(Edith Cowan University)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Edith Cowan University,School of Science","institution_ids":["https://openalex.org/I12079687"]},{"raw_affiliation_string":"(Edith Cowan University)","institution_ids":["https://openalex.org/I12079687"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034645046","display_name":"Naeem Khalid Janjua","orcid":"https://orcid.org/0000-0003-0483-8196"},"institutions":[{"id":"https://openalex.org/I12079687","display_name":"Edith Cowan University","ror":"https://ror.org/05jhnwe22","country_code":"AU","type":"education","lineage":["https://openalex.org/I12079687"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Naeem K. Janjua","raw_affiliation_strings":["Edith Cowan University,School of Science","(Edith Cowan University)"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Edith Cowan University,School of Science","institution_ids":["https://openalex.org/I12079687"]},{"raw_affiliation_string":"(Edith Cowan University)","institution_ids":["https://openalex.org/I12079687"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069697936","display_name":"Naveed Akhtar","orcid":"https://orcid.org/0000-0003-3406-673X"},"institutions":[{"id":"https://openalex.org/I177877127","display_name":"The University of Western Australia","ror":"https://ror.org/047272k79","country_code":"AU","type":"education","lineage":["https://openalex.org/I177877127"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Naveed Akhtar","raw_affiliation_strings":["University of Western Australia.,Department of Computer Science","Computer Science and Software Engineering"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Western Australia.,Department of Computer Science","institution_ids":["https://openalex.org/I177877127"]},{"raw_affiliation_string":"Computer Science and Software Engineering","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.1434,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.46210635,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"10","issue":null,"first_page":"210","last_page":"214"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","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/T11775","display_name":"COVID-19 diagnosis using AI","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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.994700014591217,"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9836999773979187,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.916895866394043},{"id":"https://openalex.org/keywords/boosting","display_name":"Boosting (machine learning)","score":0.7713233232498169},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7133510708808899},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7129095792770386},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.6792998313903809},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.6338603496551514},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.6262083053588867},{"id":"https://openalex.org/keywords/labeled-data","display_name":"Labeled data","score":0.46497535705566406},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.45192548632621765},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.09940409660339355},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.06126806139945984}],"concepts":[{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.916895866394043},{"id":"https://openalex.org/C46686674","wikidata":"https://www.wikidata.org/wiki/Q466303","display_name":"Boosting (machine learning)","level":2,"score":0.7713233232498169},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7133510708808899},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7129095792770386},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6792998313903809},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.6338603496551514},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6262083053588867},{"id":"https://openalex.org/C2776145971","wikidata":"https://www.wikidata.org/wiki/Q30673951","display_name":"Labeled data","level":2,"score":0.46497535705566406},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.45192548632621765},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.09940409660339355},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.06126806139945984},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.0},{"id":"https://openalex.org/C524204448","wikidata":"https://www.wikidata.org/wiki/Q788926","display_name":"Infectious disease (medical specialty)","level":3,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0}],"mesh":[],"locations_count":7,"locations":[{"id":"doi:10.1109/icip42928.2021.9506646","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icip42928.2021.9506646","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE International Conference on Image Processing (ICIP)","raw_type":"proceedings-article"},{"id":"pmh:oai:pure.atira.dk:publications/d377c127-9759-41db-a7a5-971260307909","is_oa":false,"landing_page_url":"https://research-repository.uwa.edu.au/en/publications/d377c127-9759-41db-a7a5-971260307909","pdf_url":null,"source":{"id":"https://openalex.org/S4306402523","display_name":"UWA Profiles and Research Repository (University of Western Australia)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I177877127","host_organization_name":"The University of Western Australia","host_organization_lineage":["https://openalex.org/I177877127"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Altaf, F, Islam, S, Janjua, N & Akhtar, N 2021, Boosting Deep Transfer Learning for COVID-19 Classification. in 2021 IEEE International Conference on Image Processing (ICIP). IEEE, Institute of Electrical and Electronics Engineers, USA, pp. 210-214, 2021 IEEE International Conference on Image Processing, Virtual, 19/09/21. https://doi.org/10.1109/ICIP42928.2021.9506646","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:arXiv.org:2102.08085","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.08085","pdf_url":"https://arxiv.org/pdf/2102.08085","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},{"id":"pmh:oai:ro.ecu.edu.au:ecuworkspost2013-12188","is_oa":true,"landing_page_url":"https://ro.ecu.edu.au/ecuworkspost2013/11182","pdf_url":null,"source":{"id":"https://openalex.org/S2765015692","display_name":"Australasian Journal of Paramedicine","issn_l":"2202-7270","issn":["2202-7270"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Research outputs 2014 to 2021","raw_type":"text"},{"id":"doi:10.48550/arxiv.2102.08085","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2102.08085","pdf_url":null,"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":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"doi:10.17023/f19r-wy04","is_oa":true,"landing_page_url":"https://doi.org/10.17023/f19r-wy04","pdf_url":null,"source":{"id":"https://openalex.org/S7407051697","display_name":"IEEE RESOURCE CENTERS","issn_l":null,"issn":[],"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":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"article"},{"id":"mag:3133164560","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2102.08085","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2102.08085","pdf_url":"https://arxiv.org/pdf/2102.08085","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":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/4","score":0.46000000834465027,"display_name":"Quality Education"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320315885","display_name":"Australian Government","ror":"https://ror.org/0314h5y94"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1890834058","https://openalex.org/W2108598243","https://openalex.org/W2128659236","https://openalex.org/W2194775991","https://openalex.org/W2296399167","https://openalex.org/W2561057809","https://openalex.org/W2919115771","https://openalex.org/W2963446712","https://openalex.org/W3005879071","https://openalex.org/W3007170347","https://openalex.org/W3014337038","https://openalex.org/W3014472741","https://openalex.org/W3015058572","https://openalex.org/W3015622421","https://openalex.org/W3017644243","https://openalex.org/W3022915549","https://openalex.org/W3023180050","https://openalex.org/W3028231159","https://openalex.org/W3037538421","https://openalex.org/W3101156210","https://openalex.org/W6725739302","https://openalex.org/W6768888876","https://openalex.org/W6773675225","https://openalex.org/W6775859349","https://openalex.org/W7015098694"],"related_works":["https://openalex.org/W3120762669","https://openalex.org/W3124405554","https://openalex.org/W2901026139","https://openalex.org/W2969465322","https://openalex.org/W2755846764","https://openalex.org/W3021669159","https://openalex.org/W3090747900","https://openalex.org/W2802138567","https://openalex.org/W2995700071","https://openalex.org/W2107213321","https://openalex.org/W2951433186","https://openalex.org/W3021208824","https://openalex.org/W3139688219","https://openalex.org/W3123356983","https://openalex.org/W3212218375","https://openalex.org/W2148463593","https://openalex.org/W2777097994","https://openalex.org/W3203961807","https://openalex.org/W3133630613","https://openalex.org/W2964282813"],"abstract_inverted_index":{"COVID-19":[0,54],"classification":[1,55],"using":[2],"chest":[3],"Computed":[4],"Tomography":[5],"(CT)":[6],"has":[7],"been":[8],"found":[9],"pragmatically":[10],"useful":[11],"by":[12],"several":[13],"studies.":[14,128],"Due":[15],"to":[16,78],"the":[17,29,82,88,92,109,126],"lack":[18],"of":[19,31,111],"annotated":[20],"samples,":[21],"these":[22],"studies":[23],"recommend":[24],"transfer":[25,49,79],"learning":[26,50,80,101,105],"and":[27,34,94,97,118],"explore":[28],"choices":[30],"pre-trained":[32],"models":[33],"data":[35],"augmentation.":[36],"However,":[37],"it":[38],"is":[39],"still":[40],"unknown":[41],"if":[42],"there":[43],"are":[44],"better":[45],"strategies":[46],"than":[47],"vanilla":[48],"for":[51,81],"more":[52],"accurate":[53],"with":[56,102,114,121],"limited":[57],"CT":[58],"data.":[59],"This":[60],"paper":[61],"provides":[62],"an":[63],"affirmative":[64],"answer,":[65],"devising":[66],"a":[67,74],"novel":[68],"\u2018model\u2019":[69],"augmentation":[70],"technique":[71],"that":[72],"allows":[73],"considerable":[75],"performance":[76],"boost":[77],"task.":[83],"Our":[84],"method":[85,113],"systematically":[86],"reduces":[87],"distributional":[89],"shift":[90],"between":[91],"source":[93],"target":[95],"domains":[96],"considers":[98],"augmenting":[99],"deep":[100],"complementary":[103],"representation":[104],"techniques.":[106],"We":[107],"establish":[108],"efficacy":[110],"our":[112],"publicly":[115],"available":[116],"datasets":[117],"models,":[119],"along":[120],"identifying":[122],"contrasting":[123],"observations":[124],"in":[125],"previous":[127]},"counts_by_year":[{"year":2021,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
