{"id":"https://openalex.org/W3127911287","doi":"https://doi.org/10.1109/isocc50952.2020.9332986","title":"Compact CNN Training Accelerator with Variable Floating-Point Datapath","display_name":"Compact CNN Training Accelerator with Variable Floating-Point Datapath","publication_year":2020,"publication_date":"2020-10-21","ids":{"openalex":"https://openalex.org/W3127911287","doi":"https://doi.org/10.1109/isocc50952.2020.9332986","mag":"3127911287"},"language":"en","primary_location":{"id":"doi:10.1109/isocc50952.2020.9332986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc50952.2020.9332986","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International SoC Design Conference (ISOCC)","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/A5016357109","display_name":"JiUn Hong","orcid":null},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":true,"raw_author_name":"JiUn Hong","raw_affiliation_strings":["Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea"],"affiliations":[{"raw_affiliation_string":"Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea","institution_ids":["https://openalex.org/I163753206"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011973359","display_name":"TaeGeon Lee","orcid":null},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"TaeGeon Lee","raw_affiliation_strings":["Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea"],"affiliations":[{"raw_affiliation_string":"Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea","institution_ids":["https://openalex.org/I163753206"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045397107","display_name":"Saad Arslan","orcid":"https://orcid.org/0000-0003-4038-462X"},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Saad Arslan","raw_affiliation_strings":["Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea"],"affiliations":[{"raw_affiliation_string":"Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea","institution_ids":["https://openalex.org/I163753206"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5032247984","display_name":"HyungWon Kim","orcid":"https://orcid.org/0000-0003-2602-2075"},"institutions":[{"id":"https://openalex.org/I163753206","display_name":"Chungbuk National University","ror":"https://ror.org/02wnxgj78","country_code":"KR","type":"education","lineage":["https://openalex.org/I163753206"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"HyungWon Kim","raw_affiliation_strings":["Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea"],"affiliations":[{"raw_affiliation_string":"Dept. of Electronics Engineering, Chungbuk national university, Chung-ju, Sourth Korea","institution_ids":["https://openalex.org/I163753206"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5016357109"],"corresponding_institution_ids":["https://openalex.org/I163753206"],"apc_list":null,"apc_paid":null,"fwci":0.1326,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.57977564,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"326","last_page":"327"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10320","display_name":"Neural Networks and Applications","score":0.9975000023841858,"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/T10320","display_name":"Neural Networks and Applications","score":0.9975000023841858,"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/T10201","display_name":"Speech Recognition and Synthesis","score":0.9923999905586243,"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":0.9894000291824341,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7870690822601318},{"id":"https://openalex.org/keywords/datapath","display_name":"Datapath","score":0.7617293000221252},{"id":"https://openalex.org/keywords/python","display_name":"Python (programming language)","score":0.747504711151123},{"id":"https://openalex.org/keywords/floating-point","display_name":"Floating point","score":0.7144177556037903},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.4891870319843292},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4467935860157013},{"id":"https://openalex.org/keywords/double-precision-floating-point-format","display_name":"Double-precision floating-point format","score":0.4368920922279358},{"id":"https://openalex.org/keywords/computational-science","display_name":"Computational science","score":0.3981831669807434},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.39318135380744934},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2975198030471802},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.08250242471694946}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7870690822601318},{"id":"https://openalex.org/C2781198647","wikidata":"https://www.wikidata.org/wiki/Q1633673","display_name":"Datapath","level":2,"score":0.7617293000221252},{"id":"https://openalex.org/C519991488","wikidata":"https://www.wikidata.org/wiki/Q28865","display_name":"Python (programming language)","level":2,"score":0.747504711151123},{"id":"https://openalex.org/C84211073","wikidata":"https://www.wikidata.org/wiki/Q117879","display_name":"Floating point","level":2,"score":0.7144177556037903},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.4891870319843292},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4467935860157013},{"id":"https://openalex.org/C35912277","wikidata":"https://www.wikidata.org/wiki/Q1243369","display_name":"Double-precision floating-point format","level":3,"score":0.4368920922279358},{"id":"https://openalex.org/C459310","wikidata":"https://www.wikidata.org/wiki/Q117801","display_name":"Computational science","level":1,"score":0.3981831669807434},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.39318135380744934},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2975198030471802},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.08250242471694946}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/isocc50952.2020.9332986","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isocc50952.2020.9332986","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 International SoC Design Conference (ISOCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":6,"referenced_works":["https://openalex.org/W2160815625","https://openalex.org/W2184045248","https://openalex.org/W2521727659","https://openalex.org/W2743559954","https://openalex.org/W2761757071","https://openalex.org/W2966333421"],"related_works":["https://openalex.org/W3215589575","https://openalex.org/W3150959508","https://openalex.org/W4297795876","https://openalex.org/W1571090276","https://openalex.org/W2012407419","https://openalex.org/W2773283032","https://openalex.org/W2336476964","https://openalex.org/W2239119680","https://openalex.org/W1973800584","https://openalex.org/W3150370983"],"abstract_inverted_index":{"This":[0],"paper":[1],"presents":[2],"a":[3],"compact":[4],"architecture":[5,69],"of":[6,46,65],"CNN":[7,21,48,68],"training":[8],"accelerator":[9],"targeted":[10],"for":[11],"mobile":[12],"devices.":[13],"Accuracy":[14],"was":[15,25,70,78,84],"verified":[16,58,71,79,85],"using":[17,72,80],"python":[18],"in":[19,43],"the":[20,44,47,59,74],"structure,":[22,49],"and":[23,50,57,62,82],"accuracy":[24],"compared":[26],"by":[27],"applying":[28],"several":[29],"data":[30,35],"types":[31],"to":[32,51],"find":[33],"optimized":[34],"types.":[36],"In":[37],"addition,":[38,60],"floating-point":[39],"operations":[40],"are":[41],"used":[42],"computation":[45],"implemented":[52],"them,":[53],"we":[54],"have":[55],"created":[56],"subtraction,":[61],"multiplication":[63],"circuits":[64],"floating-point.":[66],"The":[67],"python,":[73],"floating":[75],"point":[76],"operation":[77],"Vivado,":[81],"Area":[83],"TSMC":[86],"180nm.":[87]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
