{"id":"https://openalex.org/W4404031431","doi":"https://doi.org/10.1109/icccnt61001.2024.10725453","title":"Realization of CNN Using Hybrid Multiplier With PYNQ-Z2","display_name":"Realization of CNN Using Hybrid Multiplier With PYNQ-Z2","publication_year":2024,"publication_date":"2024-06-24","ids":{"openalex":"https://openalex.org/W4404031431","doi":"https://doi.org/10.1109/icccnt61001.2024.10725453"},"language":"en","primary_location":{"id":"doi:10.1109/icccnt61001.2024.10725453","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10725453","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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/A5075234336","display_name":"A. Umamaheswari","orcid":"https://orcid.org/0000-0002-0896-1530"},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"A. Umamaheswari","raw_affiliation_strings":["Anna University,CEG,Department of ECE,Chennai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anna University,CEG,Department of ECE,Chennai,India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5015954898","display_name":"S. Kripa","orcid":null},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"S. Kripa","raw_affiliation_strings":["Anna University,CEG,Department of ECE,Chennai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anna University,CEG,Department of ECE,Chennai,India","institution_ids":["https://openalex.org/I33585257"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064810328","display_name":"V. Jeyalakshmi","orcid":"https://orcid.org/0000-0003-3458-2267"},"institutions":[{"id":"https://openalex.org/I33585257","display_name":"Anna University, Chennai","ror":"https://ror.org/01qhf1r47","country_code":"IN","type":"education","lineage":["https://openalex.org/I33585257"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"V. Jeyalakshmi","raw_affiliation_strings":["Anna University,CEG,Department of ECE,Chennai,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anna University,CEG,Department of ECE,Chennai,India","institution_ids":["https://openalex.org/I33585257"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I33585257"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.28745152,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.7328000068664551,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.7328000068664551,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12702","display_name":"Brain Tumor Detection and Classification","score":0.6697999835014343,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T13182","display_name":"Quantum-Dot Cellular Automata","score":0.6410999894142151,"subfield":{"id":"https://openalex.org/subfields/1703","display_name":"Computational Theory and Mathematics"},"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/realization","display_name":"Realization (probability)","score":0.7499154806137085},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6472437977790833},{"id":"https://openalex.org/keywords/multiplier","display_name":"Multiplier (economics)","score":0.5304139256477356},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.20432236790657043},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.06601792573928833}],"concepts":[{"id":"https://openalex.org/C2781089630","wikidata":"https://www.wikidata.org/wiki/Q21856745","display_name":"Realization (probability)","level":2,"score":0.7499154806137085},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6472437977790833},{"id":"https://openalex.org/C124584101","wikidata":"https://www.wikidata.org/wiki/Q1053266","display_name":"Multiplier (economics)","level":2,"score":0.5304139256477356},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.20432236790657043},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.06601792573928833},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icccnt61001.2024.10725453","is_oa":false,"landing_page_url":"http://dx.doi.org/10.1109/icccnt61001.2024.10725453","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 15th International Conference on Computing Communication and Networking Technologies (ICCCNT)","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":9,"referenced_works":["https://openalex.org/W3033581023","https://openalex.org/W3081966421","https://openalex.org/W4312551941","https://openalex.org/W4312579686","https://openalex.org/W4312864984","https://openalex.org/W4380359050","https://openalex.org/W4388038748","https://openalex.org/W4394765478","https://openalex.org/W6796221331"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2022544890","https://openalex.org/W2394097730","https://openalex.org/W2043523297","https://openalex.org/W2475378634","https://openalex.org/W2113405914","https://openalex.org/W4312353617","https://openalex.org/W2260963831"],"abstract_inverted_index":{"Smart":[0],"technologies":[1],"namely":[2],"Machine":[3],"Learning":[4,8],"(ML)":[5],"and":[6,60,90,94,104,118,133,138],"Deep":[7,22],"(DL)":[9],"are":[10],"evolved":[11],"day":[12,14],"by":[13,147,179,183],"to":[15,47,97,123,164],"develop":[16],"smart":[17],"products":[18],"for":[19,34,66,78,162,187],"various":[20,54],"applications.":[21,38],"learning":[23,51],"is":[24,31,43,58,64,75,159,177],"one":[25],"of":[26,37,56,68,110,152,168],"the":[27,44,49,61,71,82,99,108,149,153,166,174],"recent":[28],"technology,":[29],"which":[30],"widely":[32],"applicable":[33],"all":[35],"kind":[36],"CNN":[39,57,73,141],"(Convolutional":[40],"Neural":[41],"Network)":[42],"basic":[45],"structure":[46,55,63,74],"simulate":[48],"deep":[50],"algorithms.":[52],"So":[53],"studied":[59],"selected":[62,72],"used":[65],"classification":[67],"images.":[69],"Then":[70],"further":[76],"analyzed":[77],"its":[79],"performance":[80,100,109,142],"in":[81,101,116,121,136],"FPGA":[83,154],"(Field":[84],"Programmable":[85],"Gate":[86],"Array)":[87],"board.":[88],"LeNet":[89,129,163],"EfficientNet":[91],"uses":[92],"MNIST":[93],"CIFAR-10":[95],"datasets":[96],"analyse":[98],"both":[102],"software":[103,117,137],"hardware.":[105],"By":[106,171],"comparing":[107],"EfficientNet,":[111],"it":[112],"takes":[113,130],"124":[114],"ms":[115,120,132,135],"0.172":[119],"hardware":[122,139,150,169],"classify":[124],"a":[125],"single":[126],"image.":[127],"Whereas":[128],"19":[131],"0.16":[134],"respectively.":[140],"can":[143],"be":[144],"highly":[145],"improved":[146],"exploring":[148],"resources":[151],"chip.":[155],"An":[156],"efficient":[157],"multiplier":[158,186],"designed":[160],"here":[161],"reduce":[165],"utilization":[167],"resources.":[170],"implementing":[172],"it,":[173],"area":[175],"utilized":[176],"reduced":[178],"$51.2":[180],"\\%$":[181],"than":[182],"using":[184],"conventional":[185],"CNN.":[188]},"counts_by_year":[],"updated_date":"2026-06-26T08:34:08.712188","created_date":"2025-10-10T00:00:00"}