{"id":"https://openalex.org/W4404955411","doi":"https://doi.org/10.1109/dcis62603.2024.10769119","title":"Designing DNNs for a trade-off between robustness and processing performance in embedded devices<sup>*</sup>","display_name":"Designing DNNs for a trade-off between robustness and processing performance in embedded devices<sup>*</sup>","publication_year":2024,"publication_date":"2024-11-13","ids":{"openalex":"https://openalex.org/W4404955411","doi":"https://doi.org/10.1109/dcis62603.2024.10769119"},"language":"en","primary_location":{"id":"doi:10.1109/dcis62603.2024.10769119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dcis62603.2024.10769119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 39th Conference on Design of Circuits and Integrated Systems (DCIS)","raw_type":"proceedings-article"},"type":"preprint","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2412.03682","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114972141","display_name":"Jon Guti\u00e9errez-Zaballa","orcid":null},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Jon Guti\u00e9errez-Zaballa","raw_affiliation_strings":["University of the Basque Country,Dept. of Electronics Technology,Bilbao,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the Basque Country,Dept. of Electronics Technology,Bilbao,Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010198168","display_name":"Koldo Basterretxea","orcid":"https://orcid.org/0000-0002-5934-4735"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Koldo Basterretxea","raw_affiliation_strings":["University of the Basque Country,Dept. of Electronics Technology,Bilbao,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the Basque Country,Dept. of Electronics Technology,Bilbao,Spain","institution_ids":["https://openalex.org/I169108374"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091794040","display_name":"Javier Echanobe","orcid":"https://orcid.org/0000-0002-1064-2555"},"institutions":[{"id":"https://openalex.org/I169108374","display_name":"University of the Basque Country","ror":"https://ror.org/000xsnr85","country_code":"ES","type":"education","lineage":["https://openalex.org/I169108374"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Javier Echanobe","raw_affiliation_strings":["University of the Basque Country,Dept. of Electricity and Electronics,Leioa,Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of the Basque Country,Dept. of Electricity and Electronics,Leioa,Spain","institution_ids":["https://openalex.org/I169108374"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5114972141"],"corresponding_institution_ids":["https://openalex.org/I169108374"],"apc_list":null,"apc_paid":null,"fwci":0.3981,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.63052164,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11005","display_name":"Radiation Effects in Electronics","score":0.9970999956130981,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/robustness","display_name":"Robustness (evolution)","score":0.8172482252120972},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6227979063987732},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3504020571708679},{"id":"https://openalex.org/keywords/parallel-computing","display_name":"Parallel computing","score":0.34345871210098267}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.8172482252120972},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6227979063987732},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3504020571708679},{"id":"https://openalex.org/C173608175","wikidata":"https://www.wikidata.org/wiki/Q232661","display_name":"Parallel computing","level":1,"score":0.34345871210098267},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/dcis62603.2024.10769119","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dcis62603.2024.10769119","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 39th Conference on Design of Circuits and Integrated Systems (DCIS)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2412.03682","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.03682","pdf_url":"https://arxiv.org/pdf/2412.03682","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:addi.ehu.eus:10810/72844","is_oa":true,"landing_page_url":"http://hdl.handle.net/10810/72844","pdf_url":"http://addi.ehu.eus/bitstream/10810/72844/3/DCIS2024.pdf","source":{"id":"https://openalex.org/S4306401964","display_name":"Communities in ADDI (University of the Basque Country)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I169108374","host_organization_name":"University of the Basque Country","host_organization_lineage":["https://openalex.org/I169108374"],"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":null,"raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2412.03682","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2412.03682","pdf_url":"https://arxiv.org/pdf/2412.03682","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5805502524","display_name":null,"funder_award_id":"PID2020","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G6589649124","display_name":null,"funder_award_id":"PID2020-","funder_id":"https://openalex.org/F4320322930","funder_display_name":"Ministerio de Ciencia e Innovaci\u00f3n"},{"id":"https://openalex.org/G7380141596","display_name":null,"funder_award_id":"KK-2023/00090","funder_id":"https://openalex.org/F4320321705","funder_display_name":"Eusko Jaurlaritza"}],"funders":[{"id":"https://openalex.org/F4320321705","display_name":"Eusko Jaurlaritza","ror":"https://ror.org/00pz2fp31"},{"id":"https://openalex.org/F4320321919","display_name":"Euskal Herriko Unibertsitatea","ror":"https://ror.org/000xsnr85"},{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4404955411.pdf"},"referenced_works_count":14,"referenced_works":["https://openalex.org/W2963122961","https://openalex.org/W3023212902","https://openalex.org/W3146758547","https://openalex.org/W3149134903","https://openalex.org/W3160332819","https://openalex.org/W4285820867","https://openalex.org/W4379115996","https://openalex.org/W4390145134","https://openalex.org/W4390482086","https://openalex.org/W4390693422","https://openalex.org/W4396949152","https://openalex.org/W4400844834","https://openalex.org/W6763559720","https://openalex.org/W6793044150"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W4391913857","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052"],"abstract_inverted_index":{"Machine":[0],"learning-based":[1],"embedded":[2],"systems":[3],"employed":[4],"in":[5,30,60,133,183,212],"safety-critical":[6],"applications":[7],"such":[8,90],"as":[9,91],"aerospace":[10],"and":[11,38,76,83,94,103,111,116,145,151,189],"autonomous":[12,213],"driving":[13],"need":[14],"to":[15,47,58,65,99,163],"be":[16],"robust":[17],"against":[18,167],"perturbations":[19,59],"produced":[20],"by":[21,69,78],"soft":[22,118],"errors.":[23],"Soft":[24],"errors":[25],"are":[26,97,114],"an":[27,221],"increasing":[28],"concern":[29],"modern":[31],"digital":[32],"processors":[33],"since":[34],"smaller":[35],"transistor":[36],"geometries":[37],"lower":[39],"voltages":[40],"give":[41],"electronic":[42],"devices":[43],"a":[44,66],"higher":[45],"sensitivity":[46],"background":[48],"radiation.":[49],"The":[50],"resilience":[51],"of":[52,72,129,159,178,185],"deep":[53],"neural":[54],"network":[55],"(DNN)":[56],"models":[57,135,199],"their":[61,143],"parameters":[62],"is":[63,136,217],"determined,":[64],"large":[67],"extent,":[68],"the":[70,73,79,127,157,173,176],"structure":[71,110],"model":[74,92,95,109,165,186],"itself,":[75],"also":[77,121,148],"selected":[80],"numerical":[81,112,152],"representation":[82,113],"used":[84],"arithmetic":[85],"precision.":[86],"When":[87],"compression":[88],"techniques":[89],"pruning":[93],"quantization":[96],"applied":[98],"reduce":[100],"memory":[101],"footprint":[102],"computational":[104,190],"complexity":[105],"for":[106,209],"deployment,":[107],"both":[108],"modified":[115],"thus,":[117],"error":[119],"robustness":[120,166],"changes.":[122],"In":[123,192],"this":[124,179],"sense,":[125],"although":[126],"choice":[128,180],"activation":[130],"functions":[131],"(AFs)":[132],"DNN":[134,168],"frequently":[137],"ignored,":[138],"it":[139],"conditions":[140],"not":[141],"only":[142],"accuracy":[144],"trainability,":[146],"but":[147],"compressibility":[149],"rates":[150],"robustness.":[153],"This":[154],"paper":[155],"investigates":[156],"suitability":[158],"using":[160],"bounded":[161],"AFs":[162],"improve":[164],"parameter":[169],"perturbations,":[170],"assessing":[171],"at":[172,201],"same":[174],"time":[175],"impact":[177],"on":[181,206,220],"deployment":[182],"terms":[184],"accuracy,":[187],"compressibility,":[188],"burden.":[191],"particular,":[193],"we":[194],"analyze":[195],"encoder-decoder":[196],"fully":[197],"convolutional":[198],"aimed":[200],"performing":[202],"semantic":[203],"segmentation":[204],"tasks":[205],"hyperspectral":[207],"images":[208],"scene":[210],"understanding":[211],"driving.":[214],"Deployment":[215],"characterization":[216],"performed":[218],"experimentally":[219],"AMD-Xilinx\u2019s":[222],"KV260":[223],"SoM.":[224]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-04-29T09:16:38.111599","created_date":"2024-12-04T00:00:00"}