{"id":"https://openalex.org/W4289912950","doi":"https://doi.org/10.1109/access.2022.3196647","title":"Optimizing CNN Hyperparameters for Blastocyst Quality Assessment in Small Datasets","display_name":"Optimizing CNN Hyperparameters for Blastocyst Quality Assessment in Small Datasets","publication_year":2022,"publication_date":"2022-01-01","ids":{"openalex":"https://openalex.org/W4289912950","doi":"https://doi.org/10.1109/access.2022.3196647"},"language":"en","primary_location":{"id":"doi:10.1109/access.2022.3196647","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3196647","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1109/access.2022.3196647","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101571666","display_name":"Irmawati Irmawati","orcid":"https://orcid.org/0000-0002-6990-082X"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":true,"raw_author_name":"Irmawati","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-6990-082X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","institution_ids":["https://openalex.org/I29617571"]},{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia","institution_ids":["https://openalex.org/I29617571"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018877662","display_name":"Rifai Chai","orcid":"https://orcid.org/0000-0002-1922-7024"},"institutions":[{"id":"https://openalex.org/I57093077","display_name":"Swinburne University of Technology","ror":"https://ror.org/031rekg67","country_code":"AU","type":"education","lineage":["https://openalex.org/I57093077"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Rifai Chai","raw_affiliation_strings":["School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia"],"raw_orcid":"https://orcid.org/0000-0002-1922-7024","affiliations":[{"raw_affiliation_string":"School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Hawthorn, VIC, Australia","institution_ids":["https://openalex.org/I57093077"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027108119","display_name":"Basari Basari","orcid":"https://orcid.org/0000-0002-5608-0893"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Basari","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","Biomedical Engineering, Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-5608-0893","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","institution_ids":["https://openalex.org/I29617571"]},{"raw_affiliation_string":"Biomedical Engineering, Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia","institution_ids":["https://openalex.org/I29617571"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5077709092","display_name":"Dadang Gunawan","orcid":"https://orcid.org/0000-0002-6320-003X"},"institutions":[{"id":"https://openalex.org/I29617571","display_name":"University of Indonesia","ror":"https://ror.org/0116zj450","country_code":"ID","type":"education","lineage":["https://openalex.org/I29617571"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Dadang Gunawan","raw_affiliation_strings":["Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia"],"raw_orcid":"https://orcid.org/0000-0002-6320-003X","affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Indonesia, Depok, Indonesia","institution_ids":["https://openalex.org/I29617571"]},{"raw_affiliation_string":"Department of Electrical Engineering, Universitas Indonesia, Depok, Jawa Barat, Indonesia","institution_ids":["https://openalex.org/I29617571"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101571666"],"corresponding_institution_ids":["https://openalex.org/I29617571"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":3.333,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.93117845,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"10","issue":null,"first_page":"88621","last_page":"88631"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.8823999762535095,"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"}},"topics":[{"id":"https://openalex.org/T10862","display_name":"AI in cancer detection","score":0.8823999762535095,"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/T13693","display_name":"Smart Systems and Machine Learning","score":0.8292999863624573,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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/T12120","display_name":"Air Quality Monitoring and Forecasting","score":0.8241999745368958,"subfield":{"id":"https://openalex.org/subfields/2305","display_name":"Environmental Engineering"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/hyperparameter","display_name":"Hyperparameter","score":0.8409414887428284},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7941857576370239},{"id":"https://openalex.org/keywords/blastocyst","display_name":"Blastocyst","score":0.6057783365249634},{"id":"https://openalex.org/keywords/quality-assessment","display_name":"Quality assessment","score":0.5220734477043152},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4690922498703003},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4690048396587372},{"id":"https://openalex.org/keywords/quality","display_name":"Quality (philosophy)","score":0.4545007646083832},{"id":"https://openalex.org/keywords/reliability-engineering","display_name":"Reliability engineering","score":0.12328600883483887},{"id":"https://openalex.org/keywords/evaluation-methods","display_name":"Evaluation methods","score":0.09407046437263489},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06894558668136597}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.8409414887428284},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7941857576370239},{"id":"https://openalex.org/C2778177303","wikidata":"https://www.wikidata.org/wiki/Q227717","display_name":"Blastocyst","level":4,"score":0.6057783365249634},{"id":"https://openalex.org/C3020001037","wikidata":"https://www.wikidata.org/wiki/Q836575","display_name":"Quality assessment","level":3,"score":0.5220734477043152},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4690922498703003},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4690048396587372},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4545007646083832},{"id":"https://openalex.org/C200601418","wikidata":"https://www.wikidata.org/wiki/Q2193887","display_name":"Reliability engineering","level":1,"score":0.12328600883483887},{"id":"https://openalex.org/C3018395757","wikidata":"https://www.wikidata.org/wiki/Q1379672","display_name":"Evaluation methods","level":2,"score":0.09407046437263489},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06894558668136597},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C95444343","wikidata":"https://www.wikidata.org/wiki/Q7141","display_name":"Cell biology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C196843134","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryo","level":2,"score":0.0},{"id":"https://openalex.org/C87073359","wikidata":"https://www.wikidata.org/wiki/Q33196","display_name":"Embryogenesis","level":3,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2022.3196647","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3196647","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:a563e501e9a14909a44fad267bb29834","is_oa":true,"landing_page_url":"https://doaj.org/article/a563e501e9a14909a44fad267bb29834","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"IEEE Access, Vol 10, Pp 88621-88631 (2022)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2022.3196647","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2022.3196647","pdf_url":null,"source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7549654774","display_name":null,"funder_award_id":"NKB-782/UN2.RST/HKP.05.00/2020","funder_id":"https://openalex.org/F4320323819","funder_display_name":"Universitas Indonesia"}],"funders":[{"id":"https://openalex.org/F4320323819","display_name":"Universitas Indonesia","ror":"https://ror.org/0116zj450"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":42,"referenced_works":["https://openalex.org/W2010673989","https://openalex.org/W2097117768","https://openalex.org/W2097998348","https://openalex.org/W2109334201","https://openalex.org/W2111228710","https://openalex.org/W2112198083","https://openalex.org/W2150306018","https://openalex.org/W2604753693","https://openalex.org/W2605516844","https://openalex.org/W2761920516","https://openalex.org/W2897795150","https://openalex.org/W2927030462","https://openalex.org/W2927960701","https://openalex.org/W2935410449","https://openalex.org/W2947985854","https://openalex.org/W2949941775","https://openalex.org/W2963459241","https://openalex.org/W2972774669","https://openalex.org/W2975612154","https://openalex.org/W2975812220","https://openalex.org/W2977076326","https://openalex.org/W2981066394","https://openalex.org/W2981769100","https://openalex.org/W3012006449","https://openalex.org/W3014785587","https://openalex.org/W3086140339","https://openalex.org/W3091827510","https://openalex.org/W3095975025","https://openalex.org/W3122871864","https://openalex.org/W3123920941","https://openalex.org/W3126120540","https://openalex.org/W3132659982","https://openalex.org/W3135359414","https://openalex.org/W3136418969","https://openalex.org/W3188848007","https://openalex.org/W4238795768","https://openalex.org/W4309563912","https://openalex.org/W4312538065","https://openalex.org/W4388702925","https://openalex.org/W6631190155","https://openalex.org/W6674385629","https://openalex.org/W6684191040"],"related_works":["https://openalex.org/W2602382373","https://openalex.org/W3003615511","https://openalex.org/W4285827128","https://openalex.org/W3198113463","https://openalex.org/W2787698406","https://openalex.org/W2963844355","https://openalex.org/W4361251046","https://openalex.org/W98577079","https://openalex.org/W1963988314","https://openalex.org/W1924500548"],"abstract_inverted_index":{"Morphological":[0],"assessment":[1,19,51],"of":[2,7,26,48,95,168,172],"blastocyst":[3,87],"quality":[4,88],"is":[5,20,31,55],"one":[6],"the":[8,13,17,24,46,49,61,69,96,136,150,187],"most":[9],"significant":[10],"challenges":[11],"in":[12,44,60,85,89],"IVF":[14,62],"process":[15,126],"because":[16],"current":[18],"still":[21,32],"based":[22],"on":[23],"evaluation":[25],"an":[27],"embryologist,":[28],"so":[29],"it":[30,54],"manual,":[33],"subjective,":[34],"and":[35,53,79,119,127,147,174],"lacks":[36],"precision.":[37],"Artificial":[38],"Intelligence":[39],"(AI)":[40],"plays":[41],"a":[42,90,124],"role":[43],"overcoming":[45],"limitations":[47],"manual":[50],"system,":[52],"expected":[56],"to":[57,67],"increase":[58],"implantation":[59],"process.":[63],"The":[64,93,156],"study":[65],"aims":[66],"optimize":[68],"convolutional":[70],"neural":[71],"networks":[72],"(CNN)":[73],"model":[74,98,164,185],"by":[75],"grid":[76],"search":[77],"method":[78],"evaluate":[80,135],"different":[81,139],"machine":[82,104,112],"learning":[83,105],"models":[84],"classifying":[86],"small":[91],"dataset.":[92],"reliability":[94],"proposed":[97,162],"will":[99],"be":[100],"compared":[101],"with":[102,138],"other":[103,188],"as":[106,123,132],"logistic":[107],"regression":[108],"(LR),":[109],"support":[110,181],"vector":[111],"(SVM),":[113],"k-nearest":[114],"neighbors":[115],"(KNN),":[116],"boosting":[117],"algorithm,":[118],"adding":[120],"canny":[121],"operator":[122],"segmentation":[125],"principal":[128],"component":[129],"analysis":[130],"(PCA)":[131],"feature":[133],"extraction.We":[134],"results":[137,158,180],"performance":[140],"measures":[141],"like":[142],"Precision,":[143],"Recall,":[144],"F1-measure,":[145],"Accuracy,":[146],"Area":[148],"under":[149],"receiver":[151],"operating":[152],"characteristic":[153],"curve":[154],"(AUC-ROC).":[155],"final":[157],"showed":[159],"that":[160,182],"our":[161,183],"CNN":[163,184],"achieves":[165],"validation":[166],"accuracy":[167,171],"84.00%,":[169],"test":[170,179],"83.33%,":[173],"AUC":[175],"0.844.":[176],"McNemar&#x2019;s":[177],"statistical":[178],"outperforms":[186],"classifiers.":[189]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":4}],"updated_date":"2026-05-06T08:25:59.206177","created_date":"2025-10-10T00:00:00"}
