{"id":"https://openalex.org/W7138964255","doi":"https://doi.org/10.31449/inf.v50i10.11293","title":"Automated Pneumonia Detection Using Dual-Architecture Deep Learning with GhostNet and Mo-bileNetV2","display_name":"Automated Pneumonia Detection Using Dual-Architecture Deep Learning with GhostNet and Mo-bileNetV2","publication_year":2026,"publication_date":"2026-03-18","ids":{"openalex":"https://openalex.org/W7138964255","doi":"https://doi.org/10.31449/inf.v50i10.11293"},"language":null,"primary_location":{"id":"doi:10.31449/inf.v50i10.11293","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i10.11293","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11293/6630","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://www.informatica.si/index.php/informatica/article/download/11293/6630","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5129799499","display_name":"Amrendra Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I2799532815","display_name":"Madan Mohan Malaviya University of Technology","ror":"https://ror.org/04h1w2j35","country_code":"IN","type":"education","lineage":["https://openalex.org/I2799532815"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Amrendra Kumar","raw_affiliation_strings":["Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2799532815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007220312","display_name":"Meenu Meenu","orcid":null},"institutions":[{"id":"https://openalex.org/I2799532815","display_name":"Madan Mohan Malaviya University of Technology","ror":"https://ror.org/04h1w2j35","country_code":"IN","type":"education","lineage":["https://openalex.org/I2799532815"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Meenu Meenu","raw_affiliation_strings":["Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2799532815"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081094289","display_name":"T. N. V. Ashok Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I2799532815","display_name":"Madan Mohan Malaviya University of Technology","ror":"https://ror.org/04h1w2j35","country_code":"IN","type":"education","lineage":["https://openalex.org/I2799532815"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tushant Kumar","raw_affiliation_strings":["Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2799532815"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5130018476","display_name":"Adarsh Kumar","orcid":null},"institutions":[{"id":"https://openalex.org/I2799532815","display_name":"Madan Mohan Malaviya University of Technology","ror":"https://ror.org/04h1w2j35","country_code":"IN","type":"education","lineage":["https://openalex.org/I2799532815"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Adarsh Kumar","raw_affiliation_strings":["Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Madan Mohan Malaviya University of Technology, Gorakhpur, 273010, Uttar Pradesh, India","institution_ids":["https://openalex.org/I2799532815"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I2799532815"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28138919,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"50","issue":"10","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":0.8567000031471252,"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":0.8567000031471252,"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/T11307","display_name":"Domain Adaptation and Few-Shot Learning","score":0.03660000115633011,"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/T10654","display_name":"Pneumonia and Respiratory Infections","score":0.015300000086426735,"subfield":{"id":"https://openalex.org/subfields/2713","display_name":"Epidemiology"},"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/interpretability","display_name":"Interpretability","score":0.8899999856948853},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.7620999813079834},{"id":"https://openalex.org/keywords/generalizability-theory","display_name":"Generalizability theory","score":0.7458000183105469},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.4690999984741211},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.4075999855995178},{"id":"https://openalex.org/keywords/concatenation","display_name":"Concatenation (mathematics)","score":0.40389999747276306},{"id":"https://openalex.org/keywords/salient","display_name":"Salient","score":0.3700000047683716},{"id":"https://openalex.org/keywords/pneumonia","display_name":"Pneumonia","score":0.36739999055862427}],"concepts":[{"id":"https://openalex.org/C2781067378","wikidata":"https://www.wikidata.org/wiki/Q17027399","display_name":"Interpretability","level":2,"score":0.8899999856948853},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.7620999813079834},{"id":"https://openalex.org/C27158222","wikidata":"https://www.wikidata.org/wiki/Q5532422","display_name":"Generalizability theory","level":2,"score":0.7458000183105469},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7229999899864197},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6446999907493591},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.6444000005722046},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.4690999984741211},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4075999855995178},{"id":"https://openalex.org/C87619178","wikidata":"https://www.wikidata.org/wiki/Q126002","display_name":"Concatenation (mathematics)","level":2,"score":0.40389999747276306},{"id":"https://openalex.org/C2780719617","wikidata":"https://www.wikidata.org/wiki/Q1030752","display_name":"Salient","level":2,"score":0.3700000047683716},{"id":"https://openalex.org/C2777914695","wikidata":"https://www.wikidata.org/wiki/Q12192","display_name":"Pneumonia","level":2,"score":0.36739999055862427},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3650999963283539},{"id":"https://openalex.org/C145642194","wikidata":"https://www.wikidata.org/wiki/Q870895","display_name":"Health informatics","level":3,"score":0.36160001158714294},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.3321000039577484},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.3294000029563904},{"id":"https://openalex.org/C2777267654","wikidata":"https://www.wikidata.org/wiki/Q3519023","display_name":"Test (biology)","level":2,"score":0.32109999656677246},{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.311599999666214},{"id":"https://openalex.org/C16910744","wikidata":"https://www.wikidata.org/wiki/Q7705759","display_name":"Test data","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C63000827","wikidata":"https://www.wikidata.org/wiki/Q3080428","display_name":"Software portability","level":2,"score":0.3059000074863434},{"id":"https://openalex.org/C136389625","wikidata":"https://www.wikidata.org/wiki/Q334384","display_name":"Supervised learning","level":3,"score":0.289000004529953},{"id":"https://openalex.org/C51632099","wikidata":"https://www.wikidata.org/wiki/Q3985153","display_name":"Training set","level":2,"score":0.2777000069618225},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.2687999904155731}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.31449/inf.v50i10.11293","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i10.11293","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11293/6630","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.31449/inf.v50i10.11293","is_oa":true,"landing_page_url":"https://doi.org/10.31449/inf.v50i10.11293","pdf_url":"https://www.informatica.si/index.php/informatica/article/download/11293/6630","source":{"id":"https://openalex.org/S4210173311","display_name":"Informatica","issn_l":"0350-5596","issn":["0350-5596","1854-3871"],"is_oa":true,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310314525","host_organization_name":"Slovenian Society Informatika","host_organization_lineage":["https://openalex.org/P4310314525"],"host_organization_lineage_names":["Slovenian Society Informatika"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Informatica","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7138964255.pdf","grobid_xml":"https://content.openalex.org/works/W7138964255.grobid-xml"},"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Pneumonia":[0],"remains":[1],"a":[2,27,57,72,156],"significant":[3],"global":[4],"health":[5],"concern,":[6],"especially":[7],"in":[8,203],"regions":[9,185],"with":[10,129],"limited":[11],"medical":[12],"resources,":[13],"underscoring":[14],"the":[15,83,130,141,145,194,213],"need":[16],"for":[17,36,95,98,102,200],"accurate,":[18],"efficient,":[19],"and":[20,34,51,86,100,136,155,166,169,176,190,224,227,237],"interpretable":[21],"diagnostic":[22],"solutions.":[23],"This":[24],"study":[25],"proposes":[26],"dual-architecture":[28],"deep":[29],"learning":[30,220],"framework":[31],"combining":[32],"GhostNet":[33],"MobileNetV2":[35],"automated":[37],"pneumonia":[38],"detection":[39],"using":[40],"chest":[41,76],"X-ray":[42,77],"images.":[43],"The":[44,188],"model":[45,131,195],"leverages":[46],"GhostNet\u2019s":[47],"efficient":[48],"feature":[49],"extraction":[50],"MobileNetV2\u2019s":[52],"lightweight":[53,189],"precision,":[54,152],"integrated":[55],"via":[56],"custom":[58],"concatenation":[59],"layer":[60],"to":[61,232],"enhance":[62,234],"performance":[63],"while":[64],"maintaining":[65],"computational":[66],"efficiency.":[67],"Training":[68,168],"was":[69,104,114,118],"conducted":[70],"on":[71,120,211],"publicly":[73],"available":[74],"pediatric":[75],"dataset":[78,124],"comprising":[79],"5,872":[80],"images":[81],"from":[82,125],"Guangzhou":[84],"Women":[85],"Children\u2019s":[87],"Medical":[88],"Center.":[89],"A":[90],"patient-level":[91],"split":[92],"of":[93,193],"70%":[94],"training,":[96],"15%":[97,101],"validation,":[99],"testing":[103],"used,":[105],"ensuring":[106],"no":[107],"data":[108],"leakage":[109],"across":[110],"subsets.":[111],"Although":[112],"cross-validation":[113],"not":[115],"applied,":[116],"generalizability":[117],"assessed":[119],"an":[121],"external":[122],"adult":[123],"Indiana":[126],"University":[127],"(Open-i),":[128],"achieving":[132],"85%":[133],"test":[134,143],"accuracy":[135],"87%":[137],"validation":[138,170],"accuracy.":[139],"On":[140],"internal":[142],"set,":[144],"proposed":[146],"method":[147],"attained":[148],"97.45%":[149],"accuracy,":[150],"99.82%":[151],"96.74%":[153],"recall,":[154],"98.25%":[157],"F1-score,":[158],"outperforming":[159],"established":[160],"models":[161],"such":[162],"as":[163],"ResNet50,":[164],"VGG16,":[165],"EfficientNet.":[167],"loss":[171],"curves":[172],"showed":[173],"minimal":[174],"divergence,":[175],"Grad-CAM":[177],"visualizations":[178],"offered":[179],"interpretability":[180],"by":[181],"highlighting":[182],"salient":[183],"lung":[184],"influencing":[186],"predictions.":[187],"adaptable":[191],"nature":[192],"makes":[196],"it":[197],"particularly":[198],"suitable":[199],"real-world":[201],"deployment":[202],"resource-constrained":[204],"healthcare":[205],"environments.":[206],"Future":[207],"work":[208],"will":[209],"focus":[210],"expanding":[212],"dataset,":[214],"adopting":[215],"k-fold":[216],"cross-validation,":[217],"integrating":[218],"continual":[219],"strategies,":[221],"conducting":[222],"subgroup":[223],"fairness":[225],"analyses,":[226],"exploring":[228],"explainable":[229],"AI":[230],"tools":[231],"further":[233],"clinical":[235],"applicability":[236],"trust.":[238]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-03-20T00:00:00"}
