{"id":"https://openalex.org/W3006874802","doi":"https://doi.org/10.1109/access.2020.2976513","title":"Resource-Constrained Machine Learning for ADAS: A Systematic Review","display_name":"Resource-Constrained Machine Learning for ADAS: A Systematic Review","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3006874802","doi":"https://doi.org/10.1109/access.2020.2976513","mag":"3006874802"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.2976513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2976513","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09016213.pdf","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":"review","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09016213.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038234965","display_name":"Juan Borrego-Carazo","orcid":"https://orcid.org/0000-0003-3223-8227"},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan Borrego-Carazo","raw_affiliation_strings":["Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","R+D, Kostal El\u00e9ctrica, S.A., Barcelona, Spain"],"raw_orcid":"https://orcid.org/0000-0003-3223-8227","affiliations":[{"raw_affiliation_string":"Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]},{"raw_affiliation_string":"R+D, Kostal El\u00e9ctrica, S.A., Barcelona, Spain","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5039409058","display_name":"David Castells\u2010Rufas","orcid":"https://orcid.org/0000-0002-7181-9705"},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"David Castells-Rufas","raw_affiliation_strings":["Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain"],"raw_orcid":"https://orcid.org/0000-0002-7181-9705","affiliations":[{"raw_affiliation_string":"Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056920304","display_name":"Ernesto Biempica","orcid":null},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Ernesto Biempica","raw_affiliation_strings":["R+D, Kostal El\u00e9ctrica, S.A., Barcelona, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"R+D, Kostal El\u00e9ctrica, S.A., Barcelona, Spain","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055631615","display_name":"Jordi Carrabina","orcid":"https://orcid.org/0000-0002-9540-8759"},"institutions":[{"id":"https://openalex.org/I123044942","display_name":"Universitat Aut\u00f2noma de Barcelona","ror":"https://ror.org/052g8jq94","country_code":"ES","type":"education","lineage":["https://openalex.org/I123044942"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Carrabina","raw_affiliation_strings":["Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain"],"raw_orcid":"https://orcid.org/0000-0002-9540-8759","affiliations":[{"raw_affiliation_string":"Microelectronics and Electronic Systems Department, Universitat Aut\u00f2noma de Barcelona, Cerdanyola del Vall\u00e8s, Spain","institution_ids":["https://openalex.org/I123044942"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":1.4777,"has_fulltext":true,"cited_by_count":73,"citation_normalized_percentile":{"value":0.74698795,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"8","issue":null,"first_page":"40573","last_page":"40598"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/T11099","display_name":"Autonomous Vehicle Technology and Safety","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2203","display_name":"Automotive Engineering"},"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9997000098228455,"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/T12546","display_name":"Smart Parking Systems Research","score":0.9961000084877014,"subfield":{"id":"https://openalex.org/subfields/2215","display_name":"Building and Construction"},"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":0.8060189485549927},{"id":"https://openalex.org/keywords/advanced-driver-assistance-systems","display_name":"Advanced driver assistance systems","score":0.6887089014053345},{"id":"https://openalex.org/keywords/automotive-industry","display_name":"Automotive industry","score":0.6188852787017822},{"id":"https://openalex.org/keywords/mpsoc","display_name":"MPSoC","score":0.5841826796531677},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.5339139103889465},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.5110067129135132},{"id":"https://openalex.org/keywords/design-space-exploration","display_name":"Design space exploration","score":0.49535074830055237},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.4522250294685364},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.42549264430999756},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3887086808681488},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3833774924278259},{"id":"https://openalex.org/keywords/computer-engineering","display_name":"Computer engineering","score":0.3612567186355591},{"id":"https://openalex.org/keywords/system-on-a-chip","display_name":"System on a chip","score":0.291858971118927}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8060189485549927},{"id":"https://openalex.org/C87833898","wikidata":"https://www.wikidata.org/wiki/Q1060280","display_name":"Advanced driver assistance systems","level":2,"score":0.6887089014053345},{"id":"https://openalex.org/C526921623","wikidata":"https://www.wikidata.org/wiki/Q190117","display_name":"Automotive industry","level":2,"score":0.6188852787017822},{"id":"https://openalex.org/C2777187653","wikidata":"https://www.wikidata.org/wiki/Q975106","display_name":"MPSoC","level":3,"score":0.5841826796531677},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.5339139103889465},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.5110067129135132},{"id":"https://openalex.org/C2776221188","wikidata":"https://www.wikidata.org/wiki/Q21072556","display_name":"Design space exploration","level":2,"score":0.49535074830055237},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.4522250294685364},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.42549264430999756},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3887086808681488},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3833774924278259},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.3612567186355591},{"id":"https://openalex.org/C118021083","wikidata":"https://www.wikidata.org/wiki/Q610398","display_name":"System on a chip","level":2,"score":0.291858971118927},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"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.2020.2976513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2976513","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09016213.pdf","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:8f4dd80b7df54083bfc5af2c6907588b","is_oa":true,"landing_page_url":"https://doaj.org/article/8f4dd80b7df54083bfc5af2c6907588b","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 8, Pp 40573-40598 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.2976513","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.2976513","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09016213.pdf","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":[{"id":"https://metadata.un.org/sdg/7","score":0.5,"display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2030742839","display_name":null,"funder_award_id":"RTI2018-095209","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G2181666576","display_name":null,"funder_award_id":"RTI2018-095209-B-C22","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"},{"id":"https://openalex.org/G6663600809","display_name":null,"funder_award_id":"RTI2018-095209-B-C22","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G8181105605","display_name":null,"funder_award_id":"RTI2018","funder_id":"https://openalex.org/F4320315062","funder_display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades"}],"funders":[{"id":"https://openalex.org/F4320315062","display_name":"Ministerio de Ciencia, Innovaci\u00f3n y Universidades","ror":null},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3006874802.pdf","grobid_xml":"https://content.openalex.org/works/W3006874802.grobid-xml"},"referenced_works_count":170,"referenced_works":["https://openalex.org/W34239198","https://openalex.org/W52643673","https://openalex.org/W639708223","https://openalex.org/W1508957029","https://openalex.org/W1529355025","https://openalex.org/W1618905105","https://openalex.org/W1646310306","https://openalex.org/W1658425115","https://openalex.org/W1686810756","https://openalex.org/W1873332500","https://openalex.org/W1901129140","https://openalex.org/W1904701389","https://openalex.org/W1954702524","https://openalex.org/W1964867524","https://openalex.org/W1966756094","https://openalex.org/W1977610018","https://openalex.org/W1978439621","https://openalex.org/W1989454313","https://openalex.org/W2002427601","https://openalex.org/W2019459561","https://openalex.org/W2020062325","https://openalex.org/W2024553996","https://openalex.org/W2024892529","https://openalex.org/W2037777662","https://openalex.org/W2047030012","https://openalex.org/W2047875689","https://openalex.org/W2052123415","https://openalex.org/W2056898157","https://openalex.org/W2075596229","https://openalex.org/W2078728791","https://openalex.org/W2084663230","https://openalex.org/W2096727211","https://openalex.org/W2098699644","https://openalex.org/W2100488636","https://openalex.org/W2103560185","https://openalex.org/W2112468675","https://openalex.org/W2124404372","https://openalex.org/W2125874614","https://openalex.org/W2128172975","https://openalex.org/W2132679010","https://openalex.org/W2141548667","https://openalex.org/W2142704643","https://openalex.org/W2147800946","https://openalex.org/W2153635508","https://openalex.org/W2161629484","https://openalex.org/W2161969291","https://openalex.org/W2163605009","https://openalex.org/W2169060624","https://openalex.org/W2171196813","https://openalex.org/W2191835017","https://openalex.org/W2193145675","https://openalex.org/W2242976112","https://openalex.org/W2244989617","https://openalex.org/W2257868038","https://openalex.org/W2260498192","https://openalex.org/W2261250177","https://openalex.org/W2279098554","https://openalex.org/W2280206420","https://openalex.org/W2289615953","https://openalex.org/W2295870746","https://openalex.org/W2340897893","https://openalex.org/W2341528187","https://openalex.org/W2344951736","https://openalex.org/W2384495648","https://openalex.org/W2402144811","https://openalex.org/W2419654905","https://openalex.org/W2435703814","https://openalex.org/W2478820856","https://openalex.org/W2497335382","https://openalex.org/W2508482253","https://openalex.org/W2518858372","https://openalex.org/W2545300838","https://openalex.org/W2559728122","https://openalex.org/W2577160189","https://openalex.org/W2585776351","https://openalex.org/W2587901004","https://openalex.org/W2601194679","https://openalex.org/W2602041922","https://openalex.org/W2604101178","https://openalex.org/W2604436650","https://openalex.org/W2612445135","https://openalex.org/W2619890685","https://openalex.org/W2649930952","https://openalex.org/W2735098297","https://openalex.org/W2736585828","https://openalex.org/W2737236189","https://openalex.org/W2738749209","https://openalex.org/W2741777758","https://openalex.org/W2741922652","https://openalex.org/W2742063911","https://openalex.org/W2753092418","https://openalex.org/W2757513592","https://openalex.org/W2768061942","https://openalex.org/W2768408353","https://openalex.org/W2773065167","https://openalex.org/W2773147029","https://openalex.org/W2773855309","https://openalex.org/W2785456876","https://openalex.org/W2788097838","https://openalex.org/W2790978696","https://openalex.org/W2798341898","https://openalex.org/W2798420954","https://openalex.org/W2798811713","https://openalex.org/W2799925204","https://openalex.org/W2800257712","https://openalex.org/W2804784163","https://openalex.org/W2806529715","https://openalex.org/W2806936883","https://openalex.org/W2807450745","https://openalex.org/W2816015660","https://openalex.org/W2844606858","https://openalex.org/W2885876042","https://openalex.org/W2888761931","https://openalex.org/W2890690833","https://openalex.org/W2891619122","https://openalex.org/W2897255551","https://openalex.org/W2898080689","https://openalex.org/W2899288919","https://openalex.org/W2901169005","https://openalex.org/W2904300946","https://openalex.org/W2947565354","https://openalex.org/W2953384591","https://openalex.org/W2963037989","https://openalex.org/W2963087201","https://openalex.org/W2963122961","https://openalex.org/W2963481481","https://openalex.org/W2963670480","https://openalex.org/W2963813458","https://openalex.org/W2964137095","https://openalex.org/W2964350391","https://openalex.org/W2968483100","https://openalex.org/W2969890494","https://openalex.org/W3026054707","https://openalex.org/W3047375952","https://openalex.org/W3101276005","https://openalex.org/W3101998545","https://openalex.org/W3106250896","https://openalex.org/W3118608800","https://openalex.org/W4239949931","https://openalex.org/W4242473664","https://openalex.org/W4297775537","https://openalex.org/W4361787200","https://openalex.org/W4394635593","https://openalex.org/W6601402213","https://openalex.org/W6635552349","https://openalex.org/W6636501900","https://openalex.org/W6636889972","https://openalex.org/W6637373629","https://openalex.org/W6639175750","https://openalex.org/W6639824700","https://openalex.org/W6656735762","https://openalex.org/W6656803868","https://openalex.org/W6674305251","https://openalex.org/W6684191040","https://openalex.org/W6694260854","https://openalex.org/W6696711501","https://openalex.org/W6713134421","https://openalex.org/W6737664043","https://openalex.org/W6739000085","https://openalex.org/W6741433401","https://openalex.org/W6744086685","https://openalex.org/W6746870188","https://openalex.org/W6750215062","https://openalex.org/W6750562406","https://openalex.org/W6751109714","https://openalex.org/W6756166730","https://openalex.org/W6758283773","https://openalex.org/W6763341371","https://openalex.org/W6787972765","https://openalex.org/W6864879824"],"related_works":["https://openalex.org/W2092181573","https://openalex.org/W2576551918","https://openalex.org/W2056447856","https://openalex.org/W3116777825","https://openalex.org/W2998838928","https://openalex.org/W2783693002","https://openalex.org/W4294611724","https://openalex.org/W3043614744","https://openalex.org/W2105957719","https://openalex.org/W1973069902"],"abstract_inverted_index":{"The":[0,65,113],"advent":[1],"of":[2,154,185,194],"machine":[3,59],"learning":[4,60],"(ML)":[5],"methods":[6,26,61],"for":[7,19,83,206],"the":[8,15,45,71,77,110,140,152,155,160,165,183,192,195,212,215],"industry":[9],"has":[10],"opened":[11],"new":[12],"possibilities":[13],"in":[14,52,69,182],"automotive":[16],"domain,":[17],"especially":[18],"Advanced":[20],"Driver":[21],"Assistance":[22],"Systems":[23],"(ADAS).":[24],"These":[25],"mainly":[27],"focus":[28],"on":[29],"specific":[30,135],"problems":[31],"ranging":[32],"from":[33,120],"traffic":[34],"sign":[35],"and":[36,48,79,129,132,159,172,175,209,219],"light":[37],"recognition":[38],"to":[39,74,90,107,125,190],"pedestrian":[40],"detection.":[41],"In":[42,177],"most":[43,58],"cases,":[44],"computational":[46],"resources":[47],"power":[49],"budget":[50],"found":[51],"ADAS":[53,114,207],"systems":[54],"are":[55,62,87,118,211],"constrained":[56],"while":[57,98],"computationally":[63],"intensive.":[64],"usual":[66],"solution":[67],"consists":[68],"adapting":[70],"ML":[72,156,201,216],"models":[73,86,202],"comply":[75],"with":[76],"memory":[78],"real-time":[80],"(RT)":[81],"requirements":[82],"inference.":[84],"Some":[85],"easily":[88],"adapted":[89],"resource-constrained":[91,204],"hardware,":[92],"such":[93],"as":[94,139],"Support":[95],"Vector":[96],"Machines,":[97],"others,":[99],"like":[100],"Neural":[101],"Networks,":[102],"need":[103],"more":[104],"complex":[105,121],"processes":[106],"fit":[108],"into":[109,203],"desired":[111],"hardware.":[112],"hardware":[115],"(HW":[116],"platforms)":[117],"diverse,":[119],"MPSoC":[122],"CPUs":[123],"down":[124],"classical":[126],"MCUs,":[127],"DPSs":[128],"application-specific":[130],"FPGAs":[131],"ASICs":[133],"or":[134,144],"GPU":[136],"platforms":[137],"(such":[138],"NVIDIA":[141],"families":[142],"Tegra":[143],"Jetson).":[145],"Therefore,":[146],"there":[147],"is":[148,188],"a":[149,180],"tradeoff":[150],"between":[151],"complexity":[153],"model":[157],"implemented":[158],"selected":[161],"platform":[162],"that":[163,199],"impacts":[164],"performance":[166],"metrics:":[167],"function":[168],"results,":[169],"energy":[170,218],"consumption":[171],"speed":[173,220],"(latency":[174],"throughput).":[176],"this":[178],"paper,":[179],"survey":[181],"form":[184],"systematic":[186],"review":[187],"conducted":[189],"analyze":[191],"scope":[193],"published":[196],"research":[197],"works":[198],"embed":[200],"implementations":[205],"applications":[208],"what":[210],"achievements":[213],"regarding":[214],"performance,":[217],"trade-off.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":20},{"year":2024,"cited_by_count":17},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":9},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":2}],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}
