{"id":"https://openalex.org/W4404412085","doi":"https://doi.org/10.1109/istt63363.2024.10750743","title":"Classification of Freshwater Broodstock Using Image-Based Machine Learning","display_name":"Classification of Freshwater Broodstock Using Image-Based Machine Learning","publication_year":2024,"publication_date":"2024-10-21","ids":{"openalex":"https://openalex.org/W4404412085","doi":"https://doi.org/10.1109/istt63363.2024.10750743"},"language":"en","primary_location":{"id":"doi:10.1109/istt63363.2024.10750743","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/istt63363.2024.10750743","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 7th International Symposium on Telecommunication Technologies (ISTT)","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/A5114659975","display_name":"Syara Hadira Mohd Helmen","orcid":null},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Syara Hadira Mohd Helmen","raw_affiliation_strings":["Universiti Teknologi,Faculty of Electrical Engineering,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi,Faculty of Electrical Engineering,Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045836628","display_name":"Nor Aishah Muhammad","orcid":"https://orcid.org/0000-0001-8669-1516"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nor Aishah Muhammad","raw_affiliation_strings":["Universiti Teknologi,Faculty of Electrical Engineering,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi,Faculty of Electrical Engineering,Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056617212","display_name":"Nur Najahatul Huda Saris","orcid":"https://orcid.org/0000-0003-3172-4450"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nur Najahatul Huda Saris","raw_affiliation_strings":["Universiti Teknologi,Faculty of Electrical Engineering,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi,Faculty of Electrical Engineering,Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023809960","display_name":"Norhashimah Mohd Norsuddin","orcid":"https://orcid.org/0000-0003-3877-1292"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Norhashimah Mohd Norsuddin","raw_affiliation_strings":["Universiti Kebangsaan,Fakulti Sains Kesihatan,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Kebangsaan,Fakulti Sains Kesihatan,Malaysia","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016387685","display_name":"Nurul Ashikin Binti Daud","orcid":"https://orcid.org/0000-0003-0942-6895"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Nurul Ashikin Daud","raw_affiliation_strings":["Universiti Teknologi,Faculty of Electrical Engineering,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi,Faculty of Electrical Engineering,Malaysia","institution_ids":["https://openalex.org/I4576418"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087244543","display_name":"Mohd Adib Sarijari","orcid":"https://orcid.org/0000-0002-1191-4049"},"institutions":[{"id":"https://openalex.org/I4576418","display_name":"University of Technology Malaysia","ror":"https://ror.org/026w31v75","country_code":"MY","type":"education","lineage":["https://openalex.org/I4576418"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Mohd Adib Sarijari","raw_affiliation_strings":["Universiti Teknologi,Faculty of Electrical Engineering,Malaysia"],"affiliations":[{"raw_affiliation_string":"Universiti Teknologi,Faculty of Electrical Engineering,Malaysia","institution_ids":["https://openalex.org/I4576418"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5114659975"],"corresponding_institution_ids":["https://openalex.org/I4576418"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.19441187,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"114","last_page":"119"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.8820000290870667,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12697","display_name":"Water Quality Monitoring Technologies","score":0.8820000290870667,"subfield":{"id":"https://openalex.org/subfields/2312","display_name":"Water Science and Technology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12388","display_name":"Identification and Quantification in Food","score":0.7975000143051147,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/broodstock","display_name":"Broodstock","score":0.8401438593864441},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6044999361038208},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5552030205726624},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3369593322277069},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33432942628860474},{"id":"https://openalex.org/keywords/fishery","display_name":"Fishery","score":0.1919073462486267},{"id":"https://openalex.org/keywords/fish-actinopterygii","display_name":"Fish <Actinopterygii>","score":0.15698307752609253},{"id":"https://openalex.org/keywords/aquaculture","display_name":"Aquaculture","score":0.13298705220222473},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.09480047225952148}],"concepts":[{"id":"https://openalex.org/C110175623","wikidata":"https://www.wikidata.org/wiki/Q4284904","display_name":"Broodstock","level":4,"score":0.8401438593864441},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6044999361038208},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5552030205726624},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3369593322277069},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33432942628860474},{"id":"https://openalex.org/C505870484","wikidata":"https://www.wikidata.org/wiki/Q180538","display_name":"Fishery","level":1,"score":0.1919073462486267},{"id":"https://openalex.org/C2909208804","wikidata":"https://www.wikidata.org/wiki/Q127282","display_name":"Fish <Actinopterygii>","level":2,"score":0.15698307752609253},{"id":"https://openalex.org/C86909935","wikidata":"https://www.wikidata.org/wiki/Q188989","display_name":"Aquaculture","level":3,"score":0.13298705220222473},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.09480047225952148}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/istt63363.2024.10750743","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/istt63363.2024.10750743","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 IEEE 7th International Symposium on Telecommunication Technologies (ISTT)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320323300","display_name":"Universiti Teknologi Malaysia","ror":"https://ror.org/026w31v75"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W2131251535","https://openalex.org/W2766648222","https://openalex.org/W3204792513","https://openalex.org/W4205900964","https://openalex.org/W4385488382","https://openalex.org/W4389952344","https://openalex.org/W4391094123","https://openalex.org/W6736380887","https://openalex.org/W6755387590","https://openalex.org/W6760200315","https://openalex.org/W6770105778","https://openalex.org/W6850480308"],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4306674287","https://openalex.org/W3046775127","https://openalex.org/W4394896187","https://openalex.org/W3170094116","https://openalex.org/W4386462264","https://openalex.org/W3107602296","https://openalex.org/W4364306694","https://openalex.org/W4312192474","https://openalex.org/W2033914206"],"abstract_inverted_index":{"The":[0,125],"extinction":[1],"of":[2,30,49,56,60,76,82,85,108,135,149,167,176],"freshwater":[3],"fish":[4,18,42,87],"is":[5],"mainly":[6],"due":[7,72],"to":[8,14,39,70,73,92,104,121,173],"environmental":[9],"destruction,":[10],"which":[11],"has":[12],"led":[13],"an":[15],"increase":[16],"in":[17,21,170],"breeding":[19,43],"activities":[20],"the":[22,28,36,41,47,53,100,105,123,129,163,174,177],"aquaculture":[23,178],"sector.":[24,179],"This":[25,155],"study":[26],"presents":[27],"implementation":[29],"a":[31,74,94,133,146],"machine":[32],"learning":[33],"approach":[34],"using":[35,145],"YOLOv5":[37,101,130,159],"model":[38,131],"facilitate":[40],"process":[44],"by":[45],"classifying":[46,140],"sex":[48,61,141],"Mahseer":[50],"(Kelah)":[51],"and":[52,62,68,78,90,98,137,142,152,165],"gravid":[54],"broodstock":[55,63,168],"Tilapia.":[57],"Traditional":[58],"methods":[59],"identification":[64],"are":[65],"often":[66],"time-consuming":[67],"prone":[69],"errors":[71],"lack":[75],"expertise":[77],"equipment.":[79],"A":[80],"collection":[81],"X-ray":[83],"images":[84,116,151],"Tilapia":[86],"was":[88],"gathered":[89],"labeled":[91],"develop":[93],"dataset":[95,148],"for":[96,112,139],"training":[97],"evaluating":[99],"model.":[102],"Due":[103],"high":[106],"cost":[107],"obtaining":[109],"original":[110],"data":[111],"Mahseer,":[113],"publicly":[114],"available":[115],"from":[117],"Google":[118],"were":[119],"used":[120],"build":[122],"dataset.":[124],"results":[126],"demonstrated":[127],"that":[128,158],"achieved":[132],"precision":[134],"94%":[136],"99.4%":[138],"broodstock,":[143],"respectively,":[144],"maximum":[147],"430":[150],"40":[153],"images.":[154],"finding":[156],"indicates":[157],"can":[160],"significantly":[161],"improve":[162],"efficiency":[164],"accuracy":[166],"management":[169],"aquaculture,":[171],"contributing":[172],"growth":[175]},"counts_by_year":[],"updated_date":"2025-12-27T23:08:20.325037","created_date":"2025-10-10T00:00:00"}