{"id":"https://openalex.org/W4402404691","doi":"https://doi.org/10.1007/s44196-024-00609-2","title":"COVID-19 Detection Systems Based on Speech and Image Data Using Deep Learning Algorithms","display_name":"COVID-19 Detection Systems Based on Speech and Image Data Using Deep Learning Algorithms","publication_year":2024,"publication_date":"2024-09-10","ids":{"openalex":"https://openalex.org/W4402404691","doi":"https://doi.org/10.1007/s44196-024-00609-2"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-024-00609-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00609-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00609-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00609-2.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5020867916","display_name":"Farooq Akhtar","orcid":"https://orcid.org/0000-0002-5850-0361"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Farooq Akhtar","raw_affiliation_strings":["Department of Computer Science, University of Engineering and Technology, Taxila, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Engineering and Technology, Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039674369","display_name":"Rabbia Mahum","orcid":"https://orcid.org/0000-0003-1983-8201"},"institutions":[{"id":"https://openalex.org/I173207729","display_name":"University of Engineering and Technology Taxila","ror":"https://ror.org/03v00ka07","country_code":"PK","type":"education","lineage":["https://openalex.org/I173207729"]}],"countries":["PK"],"is_corresponding":true,"raw_author_name":"Rabbia Mahum","raw_affiliation_strings":["Department of Computer Science, University of Engineering and Technology, Taxila, Pakistan"],"raw_orcid":"https://orcid.org/0000-0003-1983-8201","affiliations":[{"raw_affiliation_string":"Department of Computer Science, University of Engineering and Technology, Taxila, Pakistan","institution_ids":["https://openalex.org/I173207729"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075931395","display_name":"Adham E. Ragab","orcid":"https://orcid.org/0000-0002-7339-6419"},"institutions":[{"id":"https://openalex.org/I28022161","display_name":"King Saud University","ror":"https://ror.org/02f81g417","country_code":"SA","type":"education","lineage":["https://openalex.org/I28022161"]}],"countries":["SA"],"is_corresponding":false,"raw_author_name":"Adham E. Ragab","raw_affiliation_strings":["Industrial Engineering Department, College of Engineering, King Saud University, PO Box 800, 11421, Riyadh, Saudi Arabia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Industrial Engineering Department, College of Engineering, King Saud University, PO Box 800, 11421, Riyadh, Saudi Arabia","institution_ids":["https://openalex.org/I28022161"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5012726153","display_name":"Faisal Shafique Butt","orcid":"https://orcid.org/0000-0002-8754-6887"},"institutions":[{"id":"https://openalex.org/I16076960","display_name":"COMSATS University Islamabad","ror":"https://ror.org/00nqqvk19","country_code":"PK","type":"education","lineage":["https://openalex.org/I16076960"]}],"countries":["PK"],"is_corresponding":false,"raw_author_name":"Faisal Shafique Butt","raw_affiliation_strings":["Department of Computer Science, COMSATS University Islamabad, Wah Campus, Wah Cantt, Pakistan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science, COMSATS University Islamabad, Wah Campus, Wah Cantt, Pakistan","institution_ids":["https://openalex.org/I16076960"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030516660","display_name":"Mohammed A. El-Meligy","orcid":null},"institutions":[{"id":"https://openalex.org/I114972647","display_name":"University of Jordan","ror":"https://ror.org/05k89ew48","country_code":"JO","type":"education","lineage":["https://openalex.org/I114972647"]},{"id":"https://openalex.org/I146367977","display_name":"Applied Science Private University","ror":"https://ror.org/01ah6nb52","country_code":"JO","type":"education","lineage":["https://openalex.org/I146367977"]},{"id":"https://openalex.org/I27570832","display_name":"Jadara University","ror":"https://ror.org/001drnv35","country_code":"JO","type":"education","lineage":["https://openalex.org/I27570832"]}],"countries":["JO"],"is_corresponding":false,"raw_author_name":"Mohammed A. El-Meligy","raw_affiliation_strings":["Applied Science Research Center, Applied Science Private University, Amman, Jordan","Jadara University Research Center, Jordan University, Jordan, Jordan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Applied Science Research Center, Applied Science Private University, Amman, Jordan","institution_ids":["https://openalex.org/I146367977"]},{"raw_affiliation_string":"Jadara University Research Center, Jordan University, Jordan, Jordan","institution_ids":["https://openalex.org/I114972647","https://openalex.org/I27570832"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5019879524","display_name":"Haseeb Hassan","orcid":"https://orcid.org/0000-0002-8158-2502"},"institutions":[{"id":"https://openalex.org/I4210152380","display_name":"Shenzhen Technology University","ror":"https://ror.org/04qzpec27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210152380"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Haseeb Hassan","raw_affiliation_strings":["College of Big Data and Internet, Shenzhen Technology University (SZTU), Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Big Data and Internet, Shenzhen Technology University (SZTU), Shenzhen, China","institution_ids":["https://openalex.org/I4210152380"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5019879524","https://openalex.org/A5039674369"],"corresponding_institution_ids":["https://openalex.org/I173207729","https://openalex.org/I4210152380"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":0.7224,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.73063397,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"17","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9991000294685364,"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":0.9991000294685364,"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":0.9498000144958496,"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/T13904","display_name":"Artificial Intelligence Applications","score":0.9423999786376953,"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/computer-science","display_name":"Computer science","score":0.6782954931259155},{"id":"https://openalex.org/keywords/coronavirus-disease-2019","display_name":"Coronavirus disease 2019 (COVID-19)","score":0.6000734567642212},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5783312320709229},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5677128434181213},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3864746391773224},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.377977579832077},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.3764500916004181},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34138262271881104}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6782954931259155},{"id":"https://openalex.org/C3008058167","wikidata":"https://www.wikidata.org/wiki/Q84263196","display_name":"Coronavirus disease 2019 (COVID-19)","level":4,"score":0.6000734567642212},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5783312320709229},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5677128434181213},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3864746391773224},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.377977579832077},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.3764500916004181},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34138262271881104},{"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/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"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":2,"locations":[{"id":"doi:10.1007/s44196-024-00609-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00609-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00609-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:d3ab6253527f4a6dacfab43668ef598c","is_oa":true,"landing_page_url":"https://doaj.org/article/d3ab6253527f4a6dacfab43668ef598c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 17, Iss 1, Pp 1-16 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-024-00609-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-024-00609-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-024-00609-2.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4402404691.pdf","grobid_xml":"https://content.openalex.org/works/W4402404691.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W1950365613","https://openalex.org/W2009459906","https://openalex.org/W2165698076","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2526050071","https://openalex.org/W2789876780","https://openalex.org/W2954743925","https://openalex.org/W2963400281","https://openalex.org/W2963446712","https://openalex.org/W2963459241","https://openalex.org/W2963578416","https://openalex.org/W3002539152","https://openalex.org/W3013507463","https://openalex.org/W3028563376","https://openalex.org/W3040660552","https://openalex.org/W3041133507","https://openalex.org/W3091468319","https://openalex.org/W3098831650","https://openalex.org/W3104903508","https://openalex.org/W3109783949","https://openalex.org/W3121645793","https://openalex.org/W3133191822","https://openalex.org/W3133379831","https://openalex.org/W3156342878","https://openalex.org/W3170411765","https://openalex.org/W3196692235","https://openalex.org/W3197899539","https://openalex.org/W3201159086","https://openalex.org/W4200447609","https://openalex.org/W4212980161","https://openalex.org/W4248083651","https://openalex.org/W4295903198","https://openalex.org/W4307263152","https://openalex.org/W4310154136","https://openalex.org/W4312603798","https://openalex.org/W4367049989","https://openalex.org/W4388622895","https://openalex.org/W4390397628","https://openalex.org/W4400051874"],"related_works":["https://openalex.org/W4205698903","https://openalex.org/W4400613637","https://openalex.org/W4294968941","https://openalex.org/W4283819461","https://openalex.org/W4390279739","https://openalex.org/W4205413867","https://openalex.org/W3179695362","https://openalex.org/W3087333412","https://openalex.org/W3081561731","https://openalex.org/W4394620624"],"abstract_inverted_index":{"COVID-19":[0,65,211],"is":[1,82,102,199],"a":[2,67,168],"worldwide":[3],"epidemic":[4],"that":[5,88,194],"seriously":[6],"affected":[7],"the":[8,22,36,46,53,79,85,99,113,117,141,181],"lives":[9],"of":[10,115,134,143,170,178,218],"people.":[11],"Since":[12],"its":[13,26],"inception,":[14],"physicians":[15],"have":[16,31,124],"tried":[17],"their":[18],"best":[19],"to":[20,34,63,187,202],"trace":[21],"virus":[23],"and":[24,41,60,96,98,121,129,159,205,209],"reduce":[25],"spread.":[27],"Several":[28],"diagnostic":[29],"approaches":[30,77],"been":[32,125],"reported":[33],"detect":[35,64],"coronavirus":[37],"in":[38,52,66,71],"research,":[39],"clinical,":[40],"public":[42],"health":[43],"laboratories.":[44],"Although":[45],"existing":[47],"systems":[48],"aid":[49],"medical":[50],"experts":[51],"diagnosis,":[54],"they":[55],"still":[56],"lack":[57],"precise":[58],"detection":[59,184],"may":[61],"fail":[62],"timely":[68],"manner.":[69],"Therefore,":[70],"this":[72],"study,":[73],"we":[74,174,192],"recommend":[75],"two":[76],"i.e.,":[78],"first":[80],"approach":[81,101],"based":[83,103],"on":[84,90,104],"VGGish":[86],"network":[87],"focuses":[89],"vocal":[91],"signals,":[92],"such":[93,149],"as":[94,110,127,150,207],"breathing":[95],"coughing,":[97],"second":[100],"ResNet50,":[105,151],"which":[106],"takes":[107],"chest":[108],"X-rays":[109,204],"input.":[111],"With":[112],"help":[114],"VGGish,":[116],"patient\u2019s":[118],"cough,":[119],"voice,":[120],"respiration":[122],"audios":[123],"classified":[126],"patient":[128],"non-patient":[130],"achieving":[131],"an":[132,216],"accuracy":[133,182,217],"more":[135],"than":[136],"98%.":[137],"We":[138],"also":[139],"assessed":[140],"performance":[142],"several":[144],"methods":[145],"for":[146,183],"X-ray":[147],"classification,":[148],"VGG16,":[152],"VGG19,":[153],"Densnet201,":[154],"Inceptionv3,":[155],"Darknet,":[156],"GoogleNet,":[157],"squeezeNet,":[158],"Alex-Net.":[160],"TheResNet50":[161],"outpaced":[162],"all":[163],"supplementary":[164],"CNN":[165],"models":[166],"with":[167],"precision":[169],"94%.":[171],"However,":[172],"when":[173],"took":[175],"both":[176],"types":[177],"inputs":[179],"simultaneously,":[180],"was":[185],"increased":[186],"99.7%.":[188,219],"After":[189],"extensive":[190],"experimentation,":[191],"believe":[193],"our":[195],"proposed":[196],"hybrid":[197],"method":[198],"robust":[200],"enough":[201],"take":[203],"audio":[206],"mel-spectrograms":[208],"identify":[210],"at":[212],"early":[213],"stages,":[214],"attaining":[215]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-06-18T10:00:31.954636","created_date":"2025-10-10T00:00:00"}
