{"id":"https://openalex.org/W2045379490","doi":"https://doi.org/10.1109/sips.2014.6986099","title":"Energy-efficient vision on the PULP platform for ultra-low power parallel computing","display_name":"Energy-efficient vision on the PULP platform for ultra-low power parallel computing","publication_year":2014,"publication_date":"2014-10-01","ids":{"openalex":"https://openalex.org/W2045379490","doi":"https://doi.org/10.1109/sips.2014.6986099","mag":"2045379490"},"language":"en","primary_location":{"id":"doi:10.1109/sips.2014.6986099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sips.2014.6986099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Workshop on Signal Processing Systems (SiPS)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://zenodo.org/record/1280242","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5038717922","display_name":"Francesco Conti","orcid":"https://orcid.org/0000-0002-7924-933X"},"institutions":[{"id":"https://openalex.org/I4210151851","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Trieste","ror":"https://ror.org/05j3snm48","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210151851"]},{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]}],"countries":["IT"],"is_corresponding":true,"raw_author_name":"Francesco Conti","raw_affiliation_strings":["Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]"],"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","institution_ids":["https://openalex.org/I4210151851"]},{"raw_affiliation_string":"[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023905268","display_name":"Davide Rossi","orcid":"https://orcid.org/0000-0002-0651-5393"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]},{"id":"https://openalex.org/I4210151851","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Trieste","ror":"https://ror.org/05j3snm48","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210151851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Davide Rossi","raw_affiliation_strings":["Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]"],"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","institution_ids":["https://openalex.org/I4210151851"]},{"raw_affiliation_string":"[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079755983","display_name":"Antonio Pullini","orcid":"https://orcid.org/0000-0001-6709-4214"},"institutions":[{"id":"https://openalex.org/I2799323385","display_name":"Board of the Swiss Federal Institutes of Technology","ror":"https://ror.org/01rvn4p91","country_code":"CH","type":"government","lineage":["https://openalex.org/I2799323385"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Antonio Pullini","raw_affiliation_strings":["Eidgenossische Technische Hochschule Zurich, Zurich, ZH, CH","Integrated Systems Lab, ETH-Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Eidgenossische Technische Hochschule Zurich, Zurich, ZH, CH","institution_ids":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"raw_affiliation_string":"Integrated Systems Lab, ETH-Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046255006","display_name":"Igor Loi","orcid":"https://orcid.org/0000-0003-3852-4662"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]},{"id":"https://openalex.org/I4210151851","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Trieste","ror":"https://ror.org/05j3snm48","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210151851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Igor Loi","raw_affiliation_strings":["Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]"],"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","institution_ids":["https://openalex.org/I4210151851"]},{"raw_affiliation_string":"[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]","institution_ids":["https://openalex.org/I9360294"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043408422","display_name":"Luca Benini","orcid":"https://orcid.org/0000-0001-8068-3806"},"institutions":[{"id":"https://openalex.org/I9360294","display_name":"University of Bologna","ror":"https://ror.org/01111rn36","country_code":"IT","type":"education","lineage":["https://openalex.org/I9360294"]},{"id":"https://openalex.org/I4210151851","display_name":"Istituto Nazionale di Fisica Nucleare, Sezione di Trieste","ror":"https://ror.org/05j3snm48","country_code":"IT","type":"facility","lineage":["https://openalex.org/I160013858","https://openalex.org/I4210151851"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Luca Benini","raw_affiliation_strings":["Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]"],"affiliations":[{"raw_affiliation_string":"Istituto Nazionale di Fisica Nucleare Sezione di Trieste, Trieste, Friuli-Venezia Giulia, IT","institution_ids":["https://openalex.org/I4210151851"]},{"raw_affiliation_string":"[Dept. of Electr., Electron. & Inf. Eng., Univ. of Bologna, Bologna, Italy]","institution_ids":["https://openalex.org/I9360294"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5038717922"],"corresponding_institution_ids":["https://openalex.org/I4210151851","https://openalex.org/I9360294"],"apc_list":null,"apc_paid":null,"fwci":3.1627,"has_fulltext":false,"cited_by_count":22,"citation_normalized_percentile":{"value":0.91646593,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":99},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T10054","display_name":"Parallel Computing and Optimization Techniques","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1708","display_name":"Hardware and Architecture"},"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.998199999332428,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9954000115394592,"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":0.5955683588981628},{"id":"https://openalex.org/keywords/ultra-low-power","display_name":"Ultra low power","score":0.5598592758178711},{"id":"https://openalex.org/keywords/low-energy","display_name":"Low energy","score":0.4662448763847351},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.44210273027420044},{"id":"https://openalex.org/keywords/power","display_name":"Power (physics)","score":0.31777870655059814},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.15512895584106445},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.14306572079658508},{"id":"https://openalex.org/keywords/power-consumption","display_name":"Power consumption","score":0.11726567149162292},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.10616010427474976}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5955683588981628},{"id":"https://openalex.org/C3017773396","wikidata":"https://www.wikidata.org/wiki/Q6692774","display_name":"Ultra low power","level":4,"score":0.5598592758178711},{"id":"https://openalex.org/C2989164559","wikidata":"https://www.wikidata.org/wiki/Q15637420","display_name":"Low energy","level":2,"score":0.4662448763847351},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.44210273027420044},{"id":"https://openalex.org/C163258240","wikidata":"https://www.wikidata.org/wiki/Q25342","display_name":"Power (physics)","level":2,"score":0.31777870655059814},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.15512895584106445},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.14306572079658508},{"id":"https://openalex.org/C2984118289","wikidata":"https://www.wikidata.org/wiki/Q29954","display_name":"Power consumption","level":3,"score":0.11726567149162292},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.10616010427474976},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C184779094","wikidata":"https://www.wikidata.org/wiki/Q26383","display_name":"Atomic physics","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/sips.2014.6986099","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sips.2014.6986099","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE Workshop on Signal Processing Systems (SiPS)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/525430","is_oa":false,"landing_page_url":"http://hdl.handle.net/11585/525430","pdf_url":null,"source":{"id":"https://openalex.org/S4306402579","display_name":"Archivio istituzionale della ricerca (Alma Mater Studiorum Universit\u00e0 di Bologna)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210117483","host_organization_name":"Istituto di Ematologia di Bologna","host_organization_lineage":["https://openalex.org/I4210117483"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:zenodo.org:1280242","is_oa":true,"landing_page_url":"https://zenodo.org/record/1280242","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"}],"best_oa_location":{"id":"pmh:oai:zenodo.org:1280242","is_oa":true,"landing_page_url":"https://zenodo.org/record/1280242","pdf_url":null,"source":{"id":"https://openalex.org/S4306400562","display_name":"Zenodo (CERN European Organization for Nuclear Research)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I67311998","host_organization_name":"European Organization for Nuclear Research","host_organization_lineage":["https://openalex.org/I67311998"],"host_organization_lineage_names":[],"type":"repository"},"license":"public-domain","license_id":"https://openalex.org/licenses/public-domain","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"info:eu-repo/semantics/conferencePaper"},"sustainable_development_goals":[{"score":0.8100000023841858,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1620991513","https://openalex.org/W1644283972","https://openalex.org/W1968431658","https://openalex.org/W1970825693","https://openalex.org/W1974927420","https://openalex.org/W1981474079","https://openalex.org/W1984541135","https://openalex.org/W1989761046","https://openalex.org/W2016053056","https://openalex.org/W2018363491","https://openalex.org/W2020404950","https://openalex.org/W2023441626","https://openalex.org/W2027535906","https://openalex.org/W2033951705","https://openalex.org/W2044535169","https://openalex.org/W2053881289","https://openalex.org/W2054613700","https://openalex.org/W2054925998","https://openalex.org/W2056970205","https://openalex.org/W2065173340","https://openalex.org/W2069621278","https://openalex.org/W2083730106","https://openalex.org/W2094960953","https://openalex.org/W2099135670","https://openalex.org/W2112796928","https://openalex.org/W2113325037","https://openalex.org/W2125203716","https://openalex.org/W2129508997","https://openalex.org/W2132829148","https://openalex.org/W2137742016","https://openalex.org/W2147414309","https://openalex.org/W2157083490","https://openalex.org/W2158622216","https://openalex.org/W2163605009","https://openalex.org/W2184017385","https://openalex.org/W2310261370","https://openalex.org/W2467441427","https://openalex.org/W2618530766","https://openalex.org/W3144068561","https://openalex.org/W4231783844","https://openalex.org/W6655454448","https://openalex.org/W6684191040","https://openalex.org/W6686482776","https://openalex.org/W6698531679","https://openalex.org/W6720028364"],"related_works":["https://openalex.org/W2899084033","https://openalex.org/W2748952813","https://openalex.org/W1998680654","https://openalex.org/W2155579514","https://openalex.org/W4200434429","https://openalex.org/W2157030615","https://openalex.org/W2205539289","https://openalex.org/W2018749430","https://openalex.org/W4382562402","https://openalex.org/W2290212473"],"abstract_inverted_index":{"Many-core":[0],"architectures":[1],"structured":[2],"as":[3],"fabrics":[4],"of":[5,38,56,124],"tightly-coupled":[6,39],"clusters":[7,37],"have":[8],"shown":[9],"promising":[10],"results":[11,107],"on":[12,36,78],"embedded":[13],"computer":[14],"vision":[15,75],"benchmarks,":[16],"providing":[17],"state-of-art":[18],"performance":[19,48,111],"with":[20,43,119],"a":[21,64,72,89,97,102,116,120],"reduced":[22],"power":[23],"budget.":[24],"We":[25],"propose":[26],"PULP":[27,110],"(Parallel":[28],"processing":[29],"Ultra-Low":[30],"Power":[31],"platform),":[32],"an":[33],"architecture":[34],"built":[35],"OpenRISC":[40],"ISA":[41],"cores,":[42],"advanced":[44],"techniques":[45],"for":[46,67],"fast":[47],"and":[49,85],"energy":[50],"scalability":[51],"that":[52,71,109],"exploit":[53],"the":[54,57],"capabilities":[55],"STMicroelectronics":[58],"UTB":[59],"FD-SOI":[60],"28nm":[61],"technology.":[62],"As":[63],"use":[65],"case":[66],"PULP,":[68],"we":[69],"show":[70,108],"computationally":[73],"demanding":[74],"kernel":[76],"based":[77],"Convolutional":[79],"Neural":[80],"Networks":[81],"can":[82,112],"be":[83,113],"quickly":[84],"efficiently":[86],"switched":[87],"from":[88],"low":[90,92],"power,":[91],"frame-rate":[93,99],"operating":[94],"point":[95],"to":[96],"high":[98],"one":[100],"when":[101],"detection":[103],"is":[104],"performed.":[105],"Our":[106],"scaled":[114],"over":[115],"1x\u2013354x":[117],"range,":[118],"peak":[121],"performance/power":[122],"efficiency":[123],"211":[125],"GOPS/W.":[126]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":2},{"year":2020,"cited_by_count":1},{"year":2018,"cited_by_count":1},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":6},{"year":2014,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}