{"id":"https://openalex.org/W4411098749","doi":"https://doi.org/10.1145/3723178.3723273","title":"Optimized Malaria Identification through Transfer Learning Appoach","display_name":"Optimized Malaria Identification through Transfer Learning Appoach","publication_year":2024,"publication_date":"2024-10-17","ids":{"openalex":"https://openalex.org/W4411098749","doi":"https://doi.org/10.1145/3723178.3723273"},"language":"en","primary_location":{"id":"doi:10.1145/3723178.3723273","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723273","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723273","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723273","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5107014102","display_name":"Al Jubayer Pial","orcid":"https://orcid.org/0009-0000-0160-674X"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]}],"countries":["BD"],"is_corresponding":true,"raw_author_name":"Al Jubayer Pial","raw_affiliation_strings":["CSE, North South University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0000-0160-674X","affiliations":[{"raw_affiliation_string":"CSE, North South University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5104249917","display_name":"Md. Ashiq Ul Islam Sajid","orcid":null},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Md. Ashiq Ul Islam Sajid","raw_affiliation_strings":["Computer Science, BRAC UNIVERSITY, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0001-3740-3386","affiliations":[{"raw_affiliation_string":"Computer Science, BRAC UNIVERSITY, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Abdullah Mubin","orcid":"https://orcid.org/0009-0003-6667-2408"},"institutions":[{"id":"https://openalex.org/I5518804","display_name":"BRAC University","ror":"https://ror.org/00sge8677","country_code":"BD","type":"education","lineage":["https://openalex.org/I5518804"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Abdullah Mubin","raw_affiliation_strings":["EEE, BRAC University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0003-6667-2408","affiliations":[{"raw_affiliation_string":"EEE, BRAC University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I5518804"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108332511","display_name":"Muhammad Zawad Mahmud","orcid":"https://orcid.org/0009-0005-6251-2890"},"institutions":[{"id":"https://openalex.org/I157386601","display_name":"North South University","ror":"https://ror.org/05wdbfp45","country_code":"BD","type":"education","lineage":["https://openalex.org/I157386601"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Muhammad Zawad Mahmud","raw_affiliation_strings":["CSE, North South University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-6251-2890","affiliations":[{"raw_affiliation_string":"CSE, North South University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I157386601"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071208302","display_name":"M. F. Mridha","orcid":"https://orcid.org/0000-0001-5738-1631"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Dr. M. Firoz Mridha","raw_affiliation_strings":["CSE, AIUB, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-5738-1631","affiliations":[{"raw_affiliation_string":"CSE, AIUB, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5013085859","display_name":"Md. Abdullah-Al-Jubair","orcid":"https://orcid.org/0000-0001-6649-4435"},"institutions":[{"id":"https://openalex.org/I103434671","display_name":"American International University-Bangladesh","ror":"https://ror.org/02j8ga255","country_code":"BD","type":"education","lineage":["https://openalex.org/I103434671"]}],"countries":["BD"],"is_corresponding":false,"raw_author_name":"Abdullah Jubair","raw_affiliation_strings":["CSE, AIUB, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0000-0001-6649-4435","affiliations":[{"raw_affiliation_string":"CSE, AIUB, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I103434671"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5107014102"],"corresponding_institution_ids":["https://openalex.org/I157386601"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.29213867,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"719","last_page":"724"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T12874","display_name":"Digital Imaging for Blood Diseases","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.9904999732971191,"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/identification","display_name":"Identification (biology)","score":0.7290008068084717},{"id":"https://openalex.org/keywords/malaria","display_name":"Malaria","score":0.725928008556366},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6395223736763},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.5781837701797485},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.39367955923080444},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.10525819659233093},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06991684436798096}],"concepts":[{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.7290008068084717},{"id":"https://openalex.org/C2778048844","wikidata":"https://www.wikidata.org/wiki/Q12156","display_name":"Malaria","level":2,"score":0.725928008556366},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6395223736763},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.5781837701797485},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.39367955923080444},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.10525819659233093},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06991684436798096},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C203014093","wikidata":"https://www.wikidata.org/wiki/Q101929","display_name":"Immunology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3723178.3723273","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723273","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723273","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.1145/3723178.3723273","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723273","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723273","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 3rd International Conference on Computing Advancements","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411098749.pdf","grobid_xml":"https://content.openalex.org/works/W4411098749.grobid-xml"},"referenced_works_count":13,"referenced_works":["https://openalex.org/W2015157245","https://openalex.org/W2054019556","https://openalex.org/W2090253820","https://openalex.org/W2115358736","https://openalex.org/W2752636198","https://openalex.org/W2799742832","https://openalex.org/W2899792733","https://openalex.org/W2946933691","https://openalex.org/W3013404591","https://openalex.org/W3042926029","https://openalex.org/W3128862819","https://openalex.org/W3211823222","https://openalex.org/W4399509051"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2115261803","https://openalex.org/W4367362025","https://openalex.org/W2108574175","https://openalex.org/W2347627655","https://openalex.org/W1477123016","https://openalex.org/W2386208584","https://openalex.org/W2226154164"],"abstract_inverted_index":{"Plasmodium":[0],"parasites":[1],"invade":[2],"red":[3,44],"blood":[4,33,45,153],"cells":[5],"and":[6,35,43,50,57,78,93,113,126,137,168,184,195,244,256,265],"replicate":[7],"inside;":[8],"they":[9],"cause":[10],"malaria,":[11,183],"a":[12,39,48,85,123,239,245,251,257,271],"deadly":[13],"disease":[14],"transmitted":[15],"by":[16,213],"female":[17],"Anopheles":[18],"mosquitoes.Untreated,":[19],"this":[20,174],"has":[21],"dire":[22],"health":[23],"implications.The":[24],"classic":[25],"way":[26],"to":[27,31,65,121,165,224],"diagnose":[28],"malaria":[29,116,128,150,232],"is":[30,84,100,120,132],"collect":[32],"samples":[34],"examine":[36],"them":[37],"under":[38],"microscope":[40],"for":[41,68,134,144,173,207],"parasite":[42],"cell":[46,196],"counts,":[47],"lengthy":[49],"often":[51],"unreliable":[52],"process.Recently,":[53],"new":[54],"machine":[55],"learning":[56,59,83,163,235],"deep":[58,162],"approaches":[60],"emerged":[61],"as":[62,191],"promising":[63],"alternatives":[64],"standard":[66],"microscopy":[67],"enhancing":[69],"the":[70,115,147,170,200,208,229],"diagnosis":[71],"of":[72,89,105,149,179,182,187,202,231,242,248,254,260,274],"pathological":[73],"imaging":[74],"at":[75],"lower":[76],"costs":[77],"with":[79,102,220,250],"improved":[80],"discrimination":[81],"accuracy.Deep":[82],"three-part":[86],"process,":[87],"consisting":[88],"training,":[90],"feature":[91,209],"extraction,":[92],"testing":[94,240,258,272],"&":[95],"validation.The":[96],"data":[97,145],"group":[98],"itself":[99],"diverse":[101],"different":[103,142],"kinds":[104],"images":[106,176],"so":[107],"that":[108],"these":[109],"image":[110],"systems":[111],"learn":[112],"predict":[114],"infection":[117],"accurately.The":[118],"aim":[119],"create":[122],"reliable,":[124],"rapid,":[125],"inexpensive":[127],"diagnostic":[129],"method,":[130],"which":[131],"necessary":[133],"its":[135,263],"treatment":[136],"prevention.We":[138],"compared":[139],"results":[140],"from":[141],"studies":[143],"on":[146],"classification":[148],"vs.":[151],"healthy":[152],"samples.We":[154],"used":[155],"Convolutional":[156],"Neural":[157],"Networks":[158],"(CNNs),":[159],"specifically":[160],"pre-trained":[161,214],"models,":[164],"extract":[166],"features":[167,186],"identified":[169],"best":[171],"layers":[172],"purpose.The":[175],"captured":[177],"were":[178],"various":[180],"facets":[181],"key":[185],"those":[188],"images,":[189],"such":[190],"size,":[192,197],"color,":[193],"shape,":[194],"helped":[198],"improve":[199],"accuracy":[201,241,247,273],"classification.Statistical":[203],"analysis":[204],"was":[205],"performed":[206],"extraction":[210],"outputs":[211],"produced":[212],"CNNs.Improvements":[215],"in":[216,228,267],"microscopy,":[217],"when":[218],"combined":[219],"automation,":[221],"enable":[222],"detectives":[223],"make":[225],"more":[226],"arrests":[227],"case":[230],"identification.Our":[233],"transfer":[234],"model":[236],"VGG16":[237],"achieved":[238,270],"97%":[243],"training":[246,252],"96%,":[249],"loss":[253,259],"10%":[255],"9%":[261],"indicating":[262],"reliability":[264],"efficiency":[266],"identifying":[268],"malaria.InceptionV3":[269],"95%.":[275]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
