{"id":"https://openalex.org/W2888088168","doi":"https://doi.org/10.1109/sies.2018.8442108","title":"BinaryEye: A 20 kfps Streaming Camera System on FPGA with Real-Time On-Device Image Recognition Using Binary Neural Networks","display_name":"BinaryEye: A 20 kfps Streaming Camera System on FPGA with Real-Time On-Device Image Recognition Using Binary Neural Networks","publication_year":2018,"publication_date":"2018-06-01","ids":{"openalex":"https://openalex.org/W2888088168","doi":"https://doi.org/10.1109/sies.2018.8442108","mag":"2888088168"},"language":"en","primary_location":{"id":"doi:10.1109/sies.2018.8442108","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sies.2018.8442108","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 13th International Symposium on Industrial Embedded Systems (SIES)","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/A5047480304","display_name":"Petar Jokic","orcid":"https://orcid.org/0000-0001-8846-4413"},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Petar Jokic","raw_affiliation_strings":["System-on-Chip CSEM SA, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"System-on-Chip CSEM SA, Zurich, Switzerland","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072236209","display_name":"St\u00e9phane Emery","orcid":"https://orcid.org/0000-0001-9201-8459"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Stephane Emery","raw_affiliation_strings":["System-on-Chip CSEM SA, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"System-on-Chip CSEM SA, Zurich, Switzerland","institution_ids":[]}]},{"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/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":"Luca Benini","raw_affiliation_strings":["Integrated Systems Laboratory ETH Zurich, Zurich, Switzerland"],"affiliations":[{"raw_affiliation_string":"Integrated Systems Laboratory ETH Zurich, Zurich, Switzerland","institution_ids":["https://openalex.org/I35440088"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5047480304"],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.1588,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.79908226,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9998999834060669,"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/T11992","display_name":"CCD and CMOS Imaging Sensors","score":0.9998999834060669,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9993000030517578,"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/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9973999857902527,"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/computer-science","display_name":"Computer science","score":0.8285750150680542},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.7328159213066101},{"id":"https://openalex.org/keywords/latency","display_name":"Latency (audio)","score":0.5979452133178711},{"id":"https://openalex.org/keywords/frame-rate","display_name":"Frame rate","score":0.597248911857605},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4946279227733612},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4792344868183136},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.4784553050994873},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.4287841022014618},{"id":"https://openalex.org/keywords/energy-consumption","display_name":"Energy consumption","score":0.4274296164512634},{"id":"https://openalex.org/keywords/smart-camera","display_name":"Smart camera","score":0.419824481010437},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4176499843597412},{"id":"https://openalex.org/keywords/edge-computing","display_name":"Edge computing","score":0.41360482573509216},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.36123424768447876},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.35913628339767456},{"id":"https://openalex.org/keywords/enhanced-data-rates-for-gsm-evolution","display_name":"Enhanced Data Rates for GSM Evolution","score":0.3275149464607239},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.24082934856414795}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8285750150680542},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.7328159213066101},{"id":"https://openalex.org/C82876162","wikidata":"https://www.wikidata.org/wiki/Q17096504","display_name":"Latency (audio)","level":2,"score":0.5979452133178711},{"id":"https://openalex.org/C3261483","wikidata":"https://www.wikidata.org/wiki/Q119565","display_name":"Frame rate","level":2,"score":0.597248911857605},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4946279227733612},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4792344868183136},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.4784553050994873},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.4287841022014618},{"id":"https://openalex.org/C2780165032","wikidata":"https://www.wikidata.org/wiki/Q16869822","display_name":"Energy consumption","level":2,"score":0.4274296164512634},{"id":"https://openalex.org/C161334170","wikidata":"https://www.wikidata.org/wiki/Q1428778","display_name":"Smart camera","level":2,"score":0.419824481010437},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4176499843597412},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.41360482573509216},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.36123424768447876},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.35913628339767456},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3275149464607239},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.24082934856414795},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.0},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/sies.2018.8442108","is_oa":false,"landing_page_url":"https://doi.org/10.1109/sies.2018.8442108","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 IEEE 13th International Symposium on Industrial Embedded Systems (SIES)","raw_type":"proceedings-article"},{"id":"pmh:oai:cris.unibo.it:11585/677179","is_oa":false,"landing_page_url":"http://hdl.handle.net/11585/677179","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"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7","score":0.8999999761581421}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W4919037","https://openalex.org/W1503226209","https://openalex.org/W1677182931","https://openalex.org/W1842934329","https://openalex.org/W1902934009","https://openalex.org/W2015570387","https://openalex.org/W2091902424","https://openalex.org/W2097117768","https://openalex.org/W2112796928","https://openalex.org/W2114144597","https://openalex.org/W2163605009","https://openalex.org/W2171117352","https://openalex.org/W2194775991","https://openalex.org/W2276486856","https://openalex.org/W2285660444","https://openalex.org/W2416799949","https://openalex.org/W2471967812","https://openalex.org/W2565125333","https://openalex.org/W2570343428","https://openalex.org/W2583831344","https://openalex.org/W2585560244","https://openalex.org/W2591922920","https://openalex.org/W2606822607","https://openalex.org/W2678047256","https://openalex.org/W2751477244","https://openalex.org/W2755741562","https://openalex.org/W2758733702","https://openalex.org/W2762597430","https://openalex.org/W2764337919","https://openalex.org/W2765235648","https://openalex.org/W2950656546","https://openalex.org/W2963114950","https://openalex.org/W2963526839","https://openalex.org/W2963769126","https://openalex.org/W3102169921","https://openalex.org/W3105234421","https://openalex.org/W6600213771","https://openalex.org/W6639092421","https://openalex.org/W6639703010","https://openalex.org/W6677151054","https://openalex.org/W6684191040","https://openalex.org/W6731892127","https://openalex.org/W6743755670","https://openalex.org/W6744528909","https://openalex.org/W6744783839","https://openalex.org/W6785907726"],"related_works":["https://openalex.org/W4322761281","https://openalex.org/W4238233472","https://openalex.org/W4313526662","https://openalex.org/W3111395152","https://openalex.org/W4312996489","https://openalex.org/W3106131444","https://openalex.org/W3216099748","https://openalex.org/W2004851054","https://openalex.org/W4205963435","https://openalex.org/W4313463379"],"abstract_inverted_index":{"Streaming":[0],"high-speed":[1],"cameras":[2],"pose":[3],"a":[4,61,64,94,98,115],"major":[5],"challenge":[6],"to":[7,18,81],"distributed":[8],"cyber-physical":[9],"and":[10,112,131],"IoT":[11],"systems,":[12],"because":[13],"large":[14],"data":[15,30,38,75,117],"volumes":[16],"need":[17],"be":[19],"transferred":[20],"under":[21],"stringent":[22],"realtime":[23,70],"constraints.":[24],"Edge":[25],"processing":[26,123],"can":[27,54],"mitigate":[28],"the":[29,79,133],"deluge":[31],"by":[32],"extracting":[33],"relevant":[34],"information":[35],"from":[36],"image":[37,84,122],"on-device":[39,87],"with":[40,63,97,124],"low":[41],"latency.":[42],"This":[43],"work":[44],"presents":[45],"an":[46],"FPGA-based":[47],"20":[48],"kfps":[49],"streaming":[50,71],"camera":[51],"system,":[52],"which":[53],"classify":[55],"regions":[56],"of":[57],"interest":[58],"(ROI)":[59],"within":[60],"frame":[62],"binarized":[65],"neural":[66],"network":[67],"(BNN)":[68],"in":[69,93,114],"mode,":[72],"achieving":[73,103],"massive":[74],"reduction.":[76,118],"BNNs":[77],"have":[78],"potential":[80],"enable":[82],"energy-efficient":[83],"classifications":[85],"for":[86,138],"processing.":[88],"We":[89,119],"demonstrate":[90],"our":[91],"system":[92],"case":[95],"study":[96],"simple":[99],"real-time":[100],"BNN":[101,139],"classifier":[102],"19.28":[104],"us":[105],"latency":[106],"at":[107],"0.52":[108],"W":[109],"power":[110],"consumption":[111],"resulting":[113],"980x":[116],"compare":[120],"external":[121],"this":[125],"result,":[126],"showing":[127],"3x":[128],"energy":[129],"savings,":[130],"discuss":[132],"used":[134],"HDL/HLS":[135],"design":[136],"flow":[137],"implementation.":[140]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":4},{"year":2021,"cited_by_count":3},{"year":2020,"cited_by_count":4},{"year":2019,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
