{"id":"https://openalex.org/W4407783850","doi":"https://doi.org/10.1109/comsnets63942.2025.10885586","title":"Resource-Aware Monkeypox Diagnosis: Leveraging High-Capacity and Lightweight Models with Knowledge Distillation","display_name":"Resource-Aware Monkeypox Diagnosis: Leveraging High-Capacity and Lightweight Models with Knowledge Distillation","publication_year":2025,"publication_date":"2025-01-06","ids":{"openalex":"https://openalex.org/W4407783850","doi":"https://doi.org/10.1109/comsnets63942.2025.10885586"},"language":"en","primary_location":{"id":"doi:10.1109/comsnets63942.2025.10885586","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885586","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","raw_type":"proceedings-article"},"type":"article","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/A5046015188","display_name":"Avi Deb Raha","orcid":"https://orcid.org/0000-0003-0240-1214"},"institutions":[{"id":"https://openalex.org/I124386471","display_name":"Khulna University","ror":"https://ror.org/05pny7s12","country_code":"BD","type":"education","lineage":["https://openalex.org/I124386471"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Avi Deb Raha","raw_affiliation_strings":["Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh","institution_ids":["https://openalex.org/I124386471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088612895","display_name":"Mrityunjoy Gain","orcid":"https://orcid.org/0000-0002-1771-0100"},"institutions":[{"id":"https://openalex.org/I124386471","display_name":"Khulna University","ror":"https://ror.org/05pny7s12","country_code":"BD","type":"education","lineage":["https://openalex.org/I124386471"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Mrityunjoy Gain","raw_affiliation_strings":["Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh","institution_ids":["https://openalex.org/I124386471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089044044","display_name":"Sudip Saha","orcid":"https://orcid.org/0000-0002-0615-6458"},"institutions":[{"id":"https://openalex.org/I63169043","display_name":"United International University","ror":"https://ror.org/01tqv1p28","country_code":"BD","type":"education","lineage":["https://openalex.org/I63169043"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Sudip Kumar Saha","raw_affiliation_strings":["United International University,Dhaka,Bangladesh"],"affiliations":[{"raw_affiliation_string":"United International University,Dhaka,Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101407765","display_name":"MS Rahman","orcid":"https://orcid.org/0000-0003-2543-8001"},"institutions":[{"id":"https://openalex.org/I1307585291","display_name":"Khulna University of Engineering and Technology","ror":"https://ror.org/04y58d606","country_code":"BD","type":"education","lineage":["https://openalex.org/I1307585291"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md Shohanur Rahman","raw_affiliation_strings":["KUET,Dept. of Mechatronics Engineering,Khulna,Bangladesh"],"affiliations":[{"raw_affiliation_string":"KUET,Dept. of Mechatronics Engineering,Khulna,Bangladesh","institution_ids":["https://openalex.org/I1307585291"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021511574","display_name":"Apurba Adhikary","orcid":"https://orcid.org/0000-0003-3970-1878"},"institutions":[{"id":"https://openalex.org/I315729180","display_name":"Noakhali Science and Technology University","ror":"https://ror.org/05q9we431","country_code":"BD","type":"education","lineage":["https://openalex.org/I315729180"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Apurba Adhikary","raw_affiliation_strings":["Noakhali Science and Technology University,Dept. of ICE,Noakhali,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Noakhali Science and Technology University,Dept. of ICE,Noakhali,Bangladesh","institution_ids":["https://openalex.org/I315729180"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5087025013","display_name":"Rameswar Debnath","orcid":"https://orcid.org/0000-0002-1214-6133"},"institutions":[{"id":"https://openalex.org/I124386471","display_name":"Khulna University","ror":"https://ror.org/05pny7s12","country_code":"BD","type":"education","lineage":["https://openalex.org/I124386471"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Rameswar Debnath","raw_affiliation_strings":["Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh","institution_ids":["https://openalex.org/I124386471"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093527492","display_name":"Anupam Kumar Bairagi","orcid":"https://orcid.org/0009-0000-9132-8893"},"institutions":[{"id":"https://openalex.org/I124386471","display_name":"Khulna University","ror":"https://ror.org/05pny7s12","country_code":"BD","type":"education","lineage":["https://openalex.org/I124386471"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Anupam Kumar Bairagi","raw_affiliation_strings":["Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh"],"affiliations":[{"raw_affiliation_string":"Khulna University,Computer Science and Engineering Discipline,Khulna,Bangladesh","institution_ids":["https://openalex.org/I124386471"]}]},{"author_position":"last","author":{"id":null,"display_name":"Sujit Biswas","orcid":null},"institutions":[{"id":"https://openalex.org/I180825142","display_name":"City, University of London","ror":"https://ror.org/04489at23","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I180825142"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sujit Biswas","raw_affiliation_strings":["City University of London,Computer Science Department,UK,EC1V 0HB"],"affiliations":[{"raw_affiliation_string":"City University of London,Computer Science Department,UK,EC1V 0HB","institution_ids":["https://openalex.org/I180825142"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5046015188"],"corresponding_institution_ids":["https://openalex.org/I124386471"],"apc_list":null,"apc_paid":null,"fwci":6.5491,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.96360656,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":null,"issue":null,"first_page":"72","last_page":"77"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11767","display_name":"Poxvirus research and outbreaks","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2406","display_name":"Virology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11767","display_name":"Poxvirus research and outbreaks","score":0.9959999918937683,"subfield":{"id":"https://openalex.org/subfields/2406","display_name":"Virology"},"field":{"id":"https://openalex.org/fields/24","display_name":"Immunology and Microbiology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12859","display_name":"Cell Image Analysis Techniques","score":0.9786999821662903,"subfield":{"id":"https://openalex.org/subfields/1304","display_name":"Biophysics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.967199981212616,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"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/monkeypox","display_name":"Monkeypox","score":0.7326884269714355},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.675133228302002},{"id":"https://openalex.org/keywords/resource","display_name":"Resource (disambiguation)","score":0.5547465682029724},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.4490165114402771},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.08329695463180542},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.06628742814064026}],"concepts":[{"id":"https://openalex.org/C2778011067","wikidata":"https://www.wikidata.org/wiki/Q382370","display_name":"Monkeypox","level":5,"score":0.7326884269714355},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.675133228302002},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.5547465682029724},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.4490165114402771},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.08329695463180542},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.06628742814064026},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C2781356689","wikidata":"https://www.wikidata.org/wiki/Q1986297","display_name":"Vaccinia","level":4,"score":0.0},{"id":"https://openalex.org/C40767141","wikidata":"https://www.wikidata.org/wiki/Q285697","display_name":"Recombinant DNA","level":3,"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/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/comsnets63942.2025.10885586","is_oa":false,"landing_page_url":"https://doi.org/10.1109/comsnets63942.2025.10885586","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 17th International Conference on COMmunication Systems and NETworks (COMSNETS)","raw_type":"proceedings-article"},{"id":"pmh:oai:openaccess.city.ac.uk:34828","is_oa":false,"landing_page_url":"https://openaccess.city.ac.uk/view/creators_id/sujit=2Ebiswas.html>","pdf_url":null,"source":{"id":"https://openalex.org/S4306401940","display_name":"City Research Online (City University London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I180825142","host_organization_name":"City, University of London","host_organization_lineage":["https://openalex.org/I180825142"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":15,"referenced_works":["https://openalex.org/W2581082771","https://openalex.org/W3034368386","https://openalex.org/W4312443924","https://openalex.org/W4313562219","https://openalex.org/W4321439249","https://openalex.org/W4323060053","https://openalex.org/W4386461150","https://openalex.org/W4392188166","https://openalex.org/W4392252176","https://openalex.org/W4394564297","https://openalex.org/W4402824355","https://openalex.org/W6638523607","https://openalex.org/W6839436057","https://openalex.org/W6862610447","https://openalex.org/W6868435665"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2031710541","https://openalex.org/W4312205156","https://openalex.org/W4378651324","https://openalex.org/W4311511477","https://openalex.org/W4378807269","https://openalex.org/W4389060959","https://openalex.org/W2943342539"],"abstract_inverted_index":{"Monkeypox,":[0],"a":[1,69,96,112,172,189],"novel":[2],"zoonotic":[3],"disease":[4],"akin":[5],"to":[6,203],"smallpox,":[7],"necessitates":[8],"prompt":[9],"and":[10,32,91,111,201],"accurate":[11,183],"diagnosis":[12,47,83],"for":[13,45,106,116],"effective":[14,198],"treatment.":[15],"Conventional":[16],"diagnostic":[17,76],"techniques,":[18],"such":[19,88],"as":[20,89],"Polymerase":[21],"Chain":[22],"Reaction":[23],"(PCR),":[24],"offer":[25],"high":[26],"precision":[27],"but":[28],"require":[29],"specialized":[30],"equipment":[31],"trained":[33,100],"personnel,":[34],"rendering":[35],"them":[36],"impractical":[37],"in":[38,84,108],"resource-limited":[39],"settings.":[40],"Existing":[41],"deep":[42],"learning":[43],"approaches":[44],"monkeypox":[46,184],"have":[48],"predominantly":[49],"relied":[50],"on":[51,101],"single,":[52],"resource-intensive":[53],"models,":[54],"prioritizing":[55],"accuracy":[56,77,149,168],"over":[57,175],"deployment":[58,72,107],"feasibility":[59],"across":[60,188],"diverse":[61],"computing":[62],"platforms.":[63],"In":[64],"this":[65],"study,":[66],"we":[67,136],"present":[68],"resource-conscious":[70],"model":[71,131,146,165],"strategy":[73],"that":[74,143,182],"balances":[75],"with":[78],"computational":[79,134,193],"efficiency,":[80],"enabling":[81],"precise":[82],"both":[85],"resource-rich":[86],"environments,":[87,194],"hospitals,":[90],"resource-constrained":[92],"contexts.":[93],"We":[94],"utilize":[95],"pretrained":[97],"ConvNeXt-B":[98,145],"model,":[99,114],"the":[102,120,125,128,144,157,161,176],"extensive":[103],"ImageNet-22K":[104],"dataset,":[105],"resource-abundant":[109],"scenarios,":[110],"SqueezeNet":[113,130,164],"optimized":[115],"resourcelimited":[117],"devices":[118],"using":[119],"ImageNet-1K":[121],"dataset.":[122],"To":[123],"enhance":[124],"performance":[126],"of":[127,150,169,192],"lightweight":[129],"without":[132],"increasing":[133],"complexity,":[135],"apply":[137],"Knowledge":[138,162],"Distillation.":[139],"Experimental":[140],"results":[141],"demonstrate":[142],"achieves":[147],"an":[148,167],"95.75%,":[151],"which":[152],"is":[153],"3.47%":[154],"higher":[155],"than":[156],"previous":[158],"studies.":[159],"Similarly,":[160],"Distillation-enhanced":[163],"attains":[166],"91.89%,":[170],"representing":[171],"2.32%":[173],"improvement":[174],"baseline.":[177],"This":[178],"dualmodel":[179],"approach":[180],"ensures":[181],"diagnostics":[185],"are":[186],"accessible":[187],"wide":[190],"range":[191],"thereby":[195],"supporting":[196],"more":[197],"outbreak":[199],"management":[200],"contributing":[202],"improved":[204],"public":[205],"health":[206],"outcomes.":[207]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-04-21T08:09:41.155169","created_date":"2025-10-10T00:00:00"}
