{"id":"https://openalex.org/W2943128543","doi":"https://doi.org/10.1109/iscas.2019.8702325","title":"An Analog-to-Information VGA Image Sensor Architecture for Support Vector Machine on Compressive Measurements","display_name":"An Analog-to-Information VGA Image Sensor Architecture for Support Vector Machine on Compressive Measurements","publication_year":2019,"publication_date":"2019-05-01","ids":{"openalex":"https://openalex.org/W2943128543","doi":"https://doi.org/10.1109/iscas.2019.8702325","mag":"2943128543"},"language":"en","primary_location":{"id":"doi:10.1109/iscas.2019.8702325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"http://hdl.handle.net/2078.1/216656","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5086090298","display_name":"Wissam Benjilali","orcid":"https://orcid.org/0000-0002-6681-7887"},"institutions":[{"id":"https://openalex.org/I3020098449","display_name":"CEA Grenoble","ror":"https://ror.org/02mg6n827","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I3020098449"]},{"id":"https://openalex.org/I4210150049","display_name":"Laboratoire d'\u00c9lectronique des Technologies de l'Information","ror":"https://ror.org/04mf0wv34","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I4210117989","https://openalex.org/I4210150049"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]}],"countries":["FR"],"is_corresponding":true,"raw_author_name":"Wissam Benjilali","raw_affiliation_strings":["CEA, LETI, Univ. Grenoble Alpes, Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CEA, LETI, Univ. Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I899635006","https://openalex.org/I4210150049","https://openalex.org/I3020098449","https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022822165","display_name":"William Guicqu\u00e9ro","orcid":"https://orcid.org/0000-0001-8925-0441"},"institutions":[{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]},{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I4210150049","display_name":"Laboratoire d'\u00c9lectronique des Technologies de l'Information","ror":"https://ror.org/04mf0wv34","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I4210117989","https://openalex.org/I4210150049"]},{"id":"https://openalex.org/I3020098449","display_name":"CEA Grenoble","ror":"https://ror.org/02mg6n827","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I3020098449"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"William Guicquero","raw_affiliation_strings":["CEA, LETI, Univ. Grenoble Alpes, Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CEA, LETI, Univ. Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I899635006","https://openalex.org/I4210150049","https://openalex.org/I3020098449","https://openalex.org/I2738703131"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053892288","display_name":"Laurent Jacques","orcid":"https://orcid.org/0000-0002-6261-0328"},"institutions":[{"id":"https://openalex.org/I95674353","display_name":"UCLouvain","ror":"https://ror.org/02495e989","country_code":"BE","type":"education","lineage":["https://openalex.org/I95674353"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Laurent Jacques","raw_affiliation_strings":["ISPGroup, ICTEAM/ELEN, UCLouvain, Louvain-la-Neuve, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"ISPGroup, ICTEAM/ELEN, UCLouvain, Louvain-la-Neuve, Belgium","institution_ids":["https://openalex.org/I95674353"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5110936990","display_name":"Gilles Sicard","orcid":null},"institutions":[{"id":"https://openalex.org/I2738703131","display_name":"Commissariat \u00e0 l'\u00c9nergie Atomique et aux \u00c9nergies Alternatives","ror":"https://ror.org/00jjx8s55","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131"]},{"id":"https://openalex.org/I899635006","display_name":"Universit\u00e9 Grenoble Alpes","ror":"https://ror.org/02rx3b187","country_code":"FR","type":"education","lineage":["https://openalex.org/I899635006"]},{"id":"https://openalex.org/I3020098449","display_name":"CEA Grenoble","ror":"https://ror.org/02mg6n827","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I3020098449"]},{"id":"https://openalex.org/I4210150049","display_name":"Laboratoire d'\u00c9lectronique des Technologies de l'Information","ror":"https://ror.org/04mf0wv34","country_code":"FR","type":"government","lineage":["https://openalex.org/I2738703131","https://openalex.org/I2738703131","https://openalex.org/I4210117989","https://openalex.org/I4210150049"]}],"countries":["FR"],"is_corresponding":false,"raw_author_name":"Gilles Sicard","raw_affiliation_strings":["CEA, LETI, Univ. Grenoble Alpes, Grenoble, France"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"CEA, LETI, Univ. Grenoble Alpes, Grenoble, France","institution_ids":["https://openalex.org/I899635006","https://openalex.org/I4210150049","https://openalex.org/I3020098449","https://openalex.org/I2738703131"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5086090298"],"corresponding_institution_ids":["https://openalex.org/I2738703131","https://openalex.org/I3020098449","https://openalex.org/I4210150049","https://openalex.org/I899635006"],"apc_list":null,"apc_paid":null,"fwci":0.7768,"has_fulltext":true,"cited_by_count":6,"citation_normalized_percentile":{"value":0.68934359,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T10500","display_name":"Sparse and Compressive Sensing Techniques","score":1.0,"subfield":{"id":"https://openalex.org/subfields/2206","display_name":"Computational Mechanics"},"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9962000250816345,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11739","display_name":"Microwave Imaging and Scattering Analysis","score":0.9916999936103821,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6975276470184326},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.6687480211257935},{"id":"https://openalex.org/keywords/video-graphics-array","display_name":"Video Graphics Array","score":0.6169524788856506},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.6120445132255554},{"id":"https://openalex.org/keywords/compressed-sensing","display_name":"Compressed sensing","score":0.5053175091743469},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.45573127269744873},{"id":"https://openalex.org/keywords/digital-signal-processing","display_name":"Digital signal processing","score":0.4499184489250183},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.44929400086402893},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.41752728819847107},{"id":"https://openalex.org/keywords/affine-transformation","display_name":"Affine transformation","score":0.41264548897743225},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.33287137746810913},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13235720992088318}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6975276470184326},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.6687480211257935},{"id":"https://openalex.org/C139983466","wikidata":"https://www.wikidata.org/wiki/Q17194","display_name":"Video Graphics Array","level":3,"score":0.6169524788856506},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6120445132255554},{"id":"https://openalex.org/C124851039","wikidata":"https://www.wikidata.org/wiki/Q2665459","display_name":"Compressed sensing","level":2,"score":0.5053175091743469},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.45573127269744873},{"id":"https://openalex.org/C84462506","wikidata":"https://www.wikidata.org/wiki/Q173142","display_name":"Digital signal processing","level":2,"score":0.4499184489250183},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.44929400086402893},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.41752728819847107},{"id":"https://openalex.org/C92757383","wikidata":"https://www.wikidata.org/wiki/Q382497","display_name":"Affine transformation","level":2,"score":0.41264548897743225},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.33287137746810913},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13235720992088318},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/iscas.2019.8702325","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas.2019.8702325","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2019 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"},{"id":"pmh:oai:HAL:cea-04548791v1","is_oa":false,"landing_page_url":"https://cea.hal.science/cea-04548791","pdf_url":null,"source":{"id":"https://openalex.org/S4306402512","display_name":"HAL (Le Centre pour la Communication Scientifique Directe)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1294671590","host_organization_name":"Centre National de la Recherche Scientifique","host_organization_lineage":["https://openalex.org/I1294671590"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"https://ieeexplore.ieee.org/document/8702325","raw_type":"Conference papers"},{"id":"pmh:oai:dial.uclouvain.be:boreal:216656","is_oa":true,"landing_page_url":"http://hdl.handle.net/2078.1/216656","pdf_url":null,"source":{"id":"https://openalex.org/S4306401902","display_name":"Digital Access to Libraries (Universit\u00e9 catholique de Louvain (UCL), l'Universit\u00e9 de Namur (UNamur) and the Universit\u00e9 Saint-Louis (USL-B))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I95674353","host_organization_name":"UCLouvain","host_organization_lineage":["https://openalex.org/I95674353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:dial.uclouvain.be:boreal:216656","is_oa":true,"landing_page_url":"http://hdl.handle.net/2078.1/216656","pdf_url":null,"source":{"id":"https://openalex.org/S4306401902","display_name":"Digital Access to Libraries (Universit\u00e9 catholique de Louvain (UCL), l'Universit\u00e9 de Namur (UNamur) and the Universit\u00e9 Saint-Louis (USL-B))","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I95674353","host_organization_name":"UCLouvain","host_organization_lineage":["https://openalex.org/I95674353"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":21,"referenced_works":["https://openalex.org/W1639211413","https://openalex.org/W1976695342","https://openalex.org/W1999455876","https://openalex.org/W2015037592","https://openalex.org/W2100143133","https://openalex.org/W2119667497","https://openalex.org/W2120961178","https://openalex.org/W2127124180","https://openalex.org/W2129131372","https://openalex.org/W2167469399","https://openalex.org/W2268321833","https://openalex.org/W2338691615","https://openalex.org/W2588347943","https://openalex.org/W2591049986","https://openalex.org/W2594639291","https://openalex.org/W2770950730","https://openalex.org/W2774669597","https://openalex.org/W2794398455","https://openalex.org/W4298996593","https://openalex.org/W4300930208","https://openalex.org/W6629510986"],"related_works":["https://openalex.org/W2360664843","https://openalex.org/W2364087260","https://openalex.org/W2390465755","https://openalex.org/W2094322362","https://openalex.org/W2351631418","https://openalex.org/W2353540338","https://openalex.org/W2367611520","https://openalex.org/W2156243629","https://openalex.org/W2370092517","https://openalex.org/W2797696337"],"abstract_inverted_index":{"This":[0],"work":[1],"presents":[2],"a":[3,30,37,78],"compact":[4],"VGA":[5],"(480":[6],"\u00d7":[7],"640)":[8],"CMOS":[9],"Image":[10],"Sensor":[11],"(CIS)":[12],"architecture":[13,26],"with":[14],"dedicated":[15,104],"end-of-column":[16],"Compressive":[17],"Sensing":[18],"(CS)":[19],"scheme":[20,106],"allowing":[21],"embedded":[22],"object":[23,57],"recognition.":[24],"The":[25,52],"takes":[27],"advantage":[28],"of":[29,60,74,127],"low-footprint":[31],"pseudo-random":[32],"data":[33],"mixing":[34],"circuit":[35],"and":[36],"first":[38],"order":[39],"incremental":[40],"Sigma-Delta":[41],"(\u03a3\u0394)":[42],"Analog":[43],"to":[44,48,77,109,121],"Digital":[45,89],"Converter":[46],"(ADC)":[47],"extract":[49],"compressed":[50],"features.":[51],"proposed":[53],"CIS":[54],"achieves":[55],"an":[56,87],"recognition":[58,68],"accuracy":[59],"\u2243":[61],"93%":[62],"on":[63],"the":[64,96,122,128],"Georgia":[65],"Tech":[66],"face":[67],"database":[69],"(GIT,":[70],"10":[71],"classes":[72],"out":[73],"50)":[75],"thanks":[76],"linear":[79,129],"Support":[80],"Vector":[81],"Machine":[82],"(SVM)":[83],"classifier":[84],"implemented":[85],"by":[86,102],"optimized":[88],"Signal":[90],"Processing":[91],"(DSP).":[92],"We":[93],"stress":[94],"that":[95],"signal":[97],"independent":[98],"dimensionality":[99],"reduction":[100],"performed":[101],"our":[103,119],"CS":[105],"(1/480)":[107],"allows":[108],"dramatically":[110],"reduce":[111],"memory":[112],"requirements":[113],"(\u2248":[114],"32":[115],"kbit)":[116],"related":[117],"-in":[118],"case-":[120],"ex-situ":[123],"learned":[124],"affine":[125],"function":[126],"SVM.":[130]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2023,"cited_by_count":1},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":2}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
