{"id":"https://openalex.org/W3193808826","doi":"https://doi.org/10.1109/ecai52376.2021.9515098","title":"Comparison of Tensorflow and PyTorch in Convolutional Neural Network - based Applications","display_name":"Comparison of Tensorflow and PyTorch in Convolutional Neural Network - based Applications","publication_year":2021,"publication_date":"2021-07-01","ids":{"openalex":"https://openalex.org/W3193808826","doi":"https://doi.org/10.1109/ecai52376.2021.9515098","mag":"3193808826"},"language":"en","primary_location":{"id":"doi:10.1109/ecai52376.2021.9515098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecai52376.2021.9515098","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 13th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","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/A5102750812","display_name":"Mihai Cristian Chirodea","orcid":"https://orcid.org/0009-0004-0205-531X"},"institutions":[{"id":"https://openalex.org/I162871001","display_name":"University of Oradea","ror":"https://ror.org/00wzhv093","country_code":"RO","type":"education","lineage":["https://openalex.org/I162871001"]}],"countries":["RO"],"is_corresponding":true,"raw_author_name":"Mihai Cristian Chirodea","raw_affiliation_strings":["Management in Information Technology, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania"],"affiliations":[{"raw_affiliation_string":"Management in Information Technology, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania","institution_ids":["https://openalex.org/I162871001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103165391","display_name":"Ovidiu Constantin Novac","orcid":"https://orcid.org/0000-0002-5472-6611"},"institutions":[{"id":"https://openalex.org/I162871001","display_name":"University of Oradea","ror":"https://ror.org/00wzhv093","country_code":"RO","type":"education","lineage":["https://openalex.org/I162871001"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Ovidiu Constantin Novac","raw_affiliation_strings":["Department of Computers and Information Technology, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Computers and Information Technology, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania","institution_ids":["https://openalex.org/I162871001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044950528","display_name":"Cornelia Mihaela Novac","orcid":null},"institutions":[{"id":"https://openalex.org/I162871001","display_name":"University of Oradea","ror":"https://ror.org/00wzhv093","country_code":"RO","type":"education","lineage":["https://openalex.org/I162871001"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Cornelia Mihaela Novac","raw_affiliation_strings":["Department of Electrical Engineering, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania","institution_ids":["https://openalex.org/I162871001"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023539744","display_name":"Nicu Bizon","orcid":"https://orcid.org/0000-0001-9311-7598"},"institutions":[{"id":"https://openalex.org/I185286233","display_name":"University of Pitesti","ror":"https://ror.org/058b16x44","country_code":"RO","type":"education","lineage":["https://openalex.org/I185286233"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Nicu Bizon","raw_affiliation_strings":["Faculty of Electronics, Telecommunication and Computer Science, University of Pitesti, Pitesti, Romania"],"affiliations":[{"raw_affiliation_string":"Faculty of Electronics, Telecommunication and Computer Science, University of Pitesti, Pitesti, Romania","institution_ids":["https://openalex.org/I185286233"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007243437","display_name":"Mihai Oproescu","orcid":"https://orcid.org/0000-0003-0324-0846"},"institutions":[{"id":"https://openalex.org/I185286233","display_name":"University of Pitesti","ror":"https://ror.org/058b16x44","country_code":"RO","type":"education","lineage":["https://openalex.org/I185286233"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Mihai Oproescu","raw_affiliation_strings":["Faculty of Electronics, Telecommunication and Computer Science, University of Pitesti, Pitesti, Romania"],"affiliations":[{"raw_affiliation_string":"Faculty of Electronics, Telecommunication and Computer Science, University of Pitesti, Pitesti, Romania","institution_ids":["https://openalex.org/I185286233"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000139168","display_name":"Cornelia Emilia Gordan","orcid":null},"institutions":[{"id":"https://openalex.org/I162871001","display_name":"University of Oradea","ror":"https://ror.org/00wzhv093","country_code":"RO","type":"education","lineage":["https://openalex.org/I162871001"]}],"countries":["RO"],"is_corresponding":false,"raw_author_name":"Cornelia Emilia Gordan","raw_affiliation_strings":["Department of of Electronics and Telecommunications, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania"],"affiliations":[{"raw_affiliation_string":"Department of of Electronics and Telecommunications, Electrical Engineering and Information Technology Faculty, University of Oradea Oradea, Romania","institution_ids":["https://openalex.org/I162871001"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5102750812"],"corresponding_institution_ids":["https://openalex.org/I162871001"],"apc_list":null,"apc_paid":null,"fwci":3.4932,"has_fulltext":false,"cited_by_count":33,"citation_normalized_percentile":{"value":0.93764595,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"6"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973000288009644,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9973000288009644,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9951000213623047,"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/T10320","display_name":"Neural Networks and Applications","score":0.9937000274658203,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.8367189168930054},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.7548764944076538},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6968986988067627},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6318436861038208},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5149246454238892},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4767611622810364},{"id":"https://openalex.org/keywords/recurrent-neural-network","display_name":"Recurrent neural network","score":0.4563615024089813},{"id":"https://openalex.org/keywords/deep-neural-networks","display_name":"Deep neural networks","score":0.42648953199386597}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8367189168930054},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.7548764944076538},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6968986988067627},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6318436861038208},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5149246454238892},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4767611622810364},{"id":"https://openalex.org/C147168706","wikidata":"https://www.wikidata.org/wiki/Q1457734","display_name":"Recurrent neural network","level":3,"score":0.4563615024089813},{"id":"https://openalex.org/C2984842247","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep neural networks","level":3,"score":0.42648953199386597}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ecai52376.2021.9515098","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ecai52376.2021.9515098","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 13th International Conference on Electronics, Computers and Artificial Intelligence (ECAI)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":9,"referenced_works":["https://openalex.org/W1528140509","https://openalex.org/W1772650917","https://openalex.org/W2115579991","https://openalex.org/W2953384591","https://openalex.org/W2963502507","https://openalex.org/W2970971581","https://openalex.org/W4295312788","https://openalex.org/W4301971222","https://openalex.org/W6638039622"],"related_works":["https://openalex.org/W4226493464","https://openalex.org/W4312417841","https://openalex.org/W3133861977","https://openalex.org/W3008584592","https://openalex.org/W2951211570","https://openalex.org/W3103566983","https://openalex.org/W4377865163","https://openalex.org/W3193857078","https://openalex.org/W2888956734","https://openalex.org/W3000197790"],"abstract_inverted_index":{"In":[0],"this":[1],"paper,":[2],"we":[3],"present":[4],"a":[5,27,54],"comparison":[6],"between":[7],"the":[8,24,30,34,49,67,76],"PyTorch":[9],"and":[10,39,62,70,78],"TensorFlow":[11],"environments,":[12],"used":[13,81],"in":[14],"defining":[15],"neural":[16,55],"networks.":[17],"The":[18],"purpose":[19],"is":[20],"to":[21,82],"find":[22],"whether":[23],"choice":[25],"of":[26,33,48],"library":[28],"affects":[29],"overall":[31],"performance":[32],"system":[35],"both":[36],"during":[37],"training":[38],"design.":[40],"To":[41],"do":[42],"so,":[43],"our":[44],"approach":[45],"involves":[46],"analysis":[47],"processes":[50],"involved":[51],"when":[52],"creating":[53],"network,":[56],"as":[57,59],"well":[58],"taking":[60],"measurements":[61],"monitoring":[63],"its":[64],"evolution":[65],"over":[66],"epochs.":[68],"Advantages":[69],"disadvantages":[71],"are":[72,79],"then":[73,80],"extracted":[74],"from":[75],"results":[77],"draw":[83],"conclusions.":[84]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":10},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":2}],"updated_date":"2026-03-03T08:47:05.690250","created_date":"2025-10-10T00:00:00"}
