{"id":"https://openalex.org/W4411098776","doi":"https://doi.org/10.1145/3723178.3723198","title":"An Ensemble Deep Learning Approach to Detect Common Chicken Diseases from Fecal Matter Images","display_name":"An Ensemble Deep Learning Approach to Detect Common Chicken Diseases from Fecal Matter Images","publication_year":2024,"publication_date":"2024-10-17","ids":{"openalex":"https://openalex.org/W4411098776","doi":"https://doi.org/10.1145/3723178.3723198"},"language":"en","primary_location":{"id":"doi:10.1145/3723178.3723198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723198","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723198","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/10.1145/3723178.3723198","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5098790323","display_name":"Al-Momen Reyad","orcid":null},"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":true,"raw_author_name":"Al-Momen Reyad","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0005-3905-6073","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113226467","display_name":"Sonjoy Dey","orcid":null},"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":"Sonjoy Dey","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0001-2637-1366","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114449929","display_name":"Wasi Uddin Bhuyian","orcid":"https://orcid.org/0009-0001-0656-5016"},"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":"Wasi Uddin Bhuyian","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0001-0656-5016","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117857325","display_name":"Sahadat Islam Evan","orcid":null},"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":"Sahadat Islam Evan","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0009-5276-1622","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Nusrat Jahan","orcid":"https://orcid.org/0009-0003-3174-7529"},"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":"Nusrat Jahan","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0003-3174-7529","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5113068477","display_name":"Raiyan Rahman","orcid":"https://orcid.org/0009-0007-8492-935X"},"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":"Raiyan Rahman","raw_affiliation_strings":["Computer Science and Engineering, United International University, Dhaka, Bangladesh"],"raw_orcid":"https://orcid.org/0009-0007-8492-935X","affiliations":[{"raw_affiliation_string":"Computer Science and Engineering, United International University, Dhaka, Bangladesh","institution_ids":["https://openalex.org/I63169043"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5098790323"],"corresponding_institution_ids":["https://openalex.org/I63169043"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2509434,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"145","last_page":"153"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11688","display_name":"Microbial infections and disease research","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"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/T11688","display_name":"Microbial infections and disease research","score":0.9811999797821045,"subfield":{"id":"https://openalex.org/subfields/2404","display_name":"Microbiology"},"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/T12388","display_name":"Identification and Quantification in Food","score":0.9538999795913696,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9535999894142151,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/feces","display_name":"Feces","score":0.63985276222229},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5906698703765869},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5130776166915894},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4694884419441223},{"id":"https://openalex.org/keywords/ensemble-learning","display_name":"Ensemble learning","score":0.46078479290008545},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39026591181755066},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.14733821153640747},{"id":"https://openalex.org/keywords/microbiology","display_name":"Microbiology","score":0.09180518984794617}],"concepts":[{"id":"https://openalex.org/C61716771","wikidata":"https://www.wikidata.org/wiki/Q496","display_name":"Feces","level":2,"score":0.63985276222229},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5906698703765869},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5130776166915894},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4694884419441223},{"id":"https://openalex.org/C45942800","wikidata":"https://www.wikidata.org/wiki/Q245652","display_name":"Ensemble learning","level":2,"score":0.46078479290008545},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39026591181755066},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.14733821153640747},{"id":"https://openalex.org/C89423630","wikidata":"https://www.wikidata.org/wiki/Q7193","display_name":"Microbiology","level":1,"score":0.09180518984794617}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3723178.3723198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723198","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723198","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:10.1145/3723178.3723198","is_oa":true,"landing_page_url":"https://doi.org/10.1145/3723178.3723198","pdf_url":"https://dl.acm.org/doi/pdf/10.1145/3723178.3723198","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":[{"id":"https://metadata.un.org/sdg/2","display_name":"Zero hunger","score":0.7400000095367432}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4411098776.pdf","grobid_xml":"https://content.openalex.org/works/W4411098776.grobid-xml"},"referenced_works_count":15,"referenced_works":["https://openalex.org/W2649827397","https://openalex.org/W3135533134","https://openalex.org/W3138516171","https://openalex.org/W3178900897","https://openalex.org/W3195746136","https://openalex.org/W4214946558","https://openalex.org/W4289170362","https://openalex.org/W4296935322","https://openalex.org/W4322746485","https://openalex.org/W4360819958","https://openalex.org/W4385730522","https://openalex.org/W4385880098","https://openalex.org/W4387272338","https://openalex.org/W4390045698","https://openalex.org/W4395058049"],"related_works":["https://openalex.org/W2731899572","https://openalex.org/W3215138031","https://openalex.org/W3009238340","https://openalex.org/W4360585206","https://openalex.org/W4321369474","https://openalex.org/W4285208911","https://openalex.org/W3082895349","https://openalex.org/W4213079790","https://openalex.org/W2248239756","https://openalex.org/W3086377361"],"abstract_inverted_index":{"Disease":[0],"detection":[1,151],"from":[2,113],"chicken":[3],"fecal":[4,91,156],"matter":[5],"images":[6],"can":[7],"be":[8],"a":[9,43,107,142,170],"significant":[10],"step":[11],"towards":[12],"automation":[13],"in":[14,46,65,182],"the":[15,39,79,139,161,177],"poultry":[16,40,87,110,153,195],"industry.Poultry":[17],"diseases":[18,56,154],"pose":[19],"substantial":[20],"threats":[21],"to":[22,54,136,138],"global":[23],"food":[24],"security":[25],"and":[26,34,62,73,103,128,144,163,186,193],"economic":[27],"stability.Traditional":[28],"diagnostic":[29],"methods":[30],"are":[31],"often":[32],"time-consuming":[33],"require":[35],"specialized":[36],"skills.In":[37],"Bangladesh,":[38],"sector":[41],"plays":[42],"vital":[44],"role":[45],"fulfilling":[47],"protein":[48],"requirements":[49],"yet":[50],"faces":[51],"challenges":[52],"due":[53],"prevalent":[55],"such":[57],"as":[58],"salmonellosis,":[59],"Newcastle":[60],"disease,":[61],"coccidiosis.Recent":[63],"advancements":[64],"deep":[66,146],"learning":[67,166],"offer":[68],"promising":[69,189],"alternatives":[70],"for":[71,85,149,191],"rapid":[72],"non-invasive":[74],"disease":[75,111,184],"detection.This":[76],"paper":[77],"investigates":[78],"efficacy":[80],"of":[81,141,152,173,179],"various":[82],"deep-learning":[83],"architectures":[84],"classifying":[86],"health":[88],"based":[89],"on":[90],"image":[92],"analysis.Five":[93],"prominent":[94],"models":[95,162],"were":[96],"evaluated:":[97],"EfficientNetB7,":[98],"VGG19,":[99],"Mo-bileNetV3,":[100],"Vision":[101,129],"Transformer,":[102,105],"Swin":[104,125],"utilizing":[106],"publicly":[108],"available":[109],"dataset":[112],"Kaggle.The":[114],"results":[115],"demonstrate":[116],"that":[117],"EfficientNetB7":[118],"achieved":[119],"95%,":[120],"MobileNetV3":[121],"91%,":[122],"VGG19":[123],"96%,":[124],"Transformer":[126,130],"99%,":[127],"99%":[131],"accuracy,":[132],"respectively.The":[133],"aim":[134],"is":[135],"contribute":[137],"development":[140],"reliable":[143],"efficient":[145],"learning-based":[147],"system":[148],"early":[150],"using":[155],"samples.Notably,":[157],"we":[158],"combined":[159],"all":[160],"performed":[164],"ensemble":[165],"majority":[167],"voting,":[168],"achieving":[169],"remarkable":[171],"accuracy":[172],"99.25%.This":[174],"study":[175],"underscores":[176],"potential":[178],"advanced":[180],"technologies":[181],"enhancing":[183],"surveillance":[185],"control,":[187],"offering":[188],"prospects":[190],"sustainable":[192],"safe":[194],"farming":[196],"practices.":[197]},"counts_by_year":[],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
