{"id":"https://openalex.org/W2625157458","doi":"https://doi.org/10.1145/3081333.3081359","title":"DeepEye","display_name":"DeepEye","publication_year":2017,"publication_date":"2017-06-16","ids":{"openalex":"https://openalex.org/W2625157458","doi":"https://doi.org/10.1145/3081333.3081359","mag":"2625157458"},"language":"en","primary_location":{"id":"doi:10.1145/3081333.3081359","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3081333.3081359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services","raw_type":"proceedings-article"},"type":"conference-paper","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/A5020784139","display_name":"Akhil Mathur","orcid":"https://orcid.org/0000-0002-1475-3017"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Akhil Mathur","raw_affiliation_strings":["Nokia Bell Labs, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045638679","display_name":"Nicholas D. Lane","orcid":"https://orcid.org/0000-0002-2728-8273"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]},{"id":"https://openalex.org/I45129253","display_name":"University College London","ror":"https://ror.org/02jx3x895","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I45129253"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Nicholas D. Lane","raw_affiliation_strings":["Nokia Bell Labs and University College London, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs and University College London, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141","https://openalex.org/I45129253"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101999037","display_name":"Sourav Bhattacharya","orcid":"https://orcid.org/0009-0003-2524-8723"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Sourav Bhattacharya","raw_affiliation_strings":["Nokia Bell Labs, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081418708","display_name":"Aidan Boran","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105201","display_name":"Nokia (Ireland)","ror":"https://ror.org/01dcaj468","country_code":"IE","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210105201"]}],"countries":["IE"],"is_corresponding":false,"raw_author_name":"Aidan Boran","raw_affiliation_strings":["Nokia Bell Labs, Dublin, Ireland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Dublin, Ireland","institution_ids":["https://openalex.org/I4210105201"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060293828","display_name":"Claudio Forlivesi","orcid":null},"institutions":[{"id":"https://openalex.org/I4210160875","display_name":"Nokia (Belgium)","ror":"https://ror.org/04xze1462","country_code":"BE","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210160875"]}],"countries":["BE"],"is_corresponding":false,"raw_author_name":"Claudio Forlivesi","raw_affiliation_strings":["Nokia Bell Labs, Antwerp, Belgium"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Antwerp, Belgium","institution_ids":["https://openalex.org/I4210160875"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053438231","display_name":"Fahim Kawsar","orcid":"https://orcid.org/0000-0001-5057-9557"},"institutions":[{"id":"https://openalex.org/I4210098141","display_name":"Nokia (United Kingdom)","ror":"https://ror.org/00zpf0626","country_code":"GB","type":"company","lineage":["https://openalex.org/I2738502077","https://openalex.org/I4210098141"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Fahim Kawsar","raw_affiliation_strings":["Nokia Bell Labs, Cambridge, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Nokia Bell Labs, Cambridge, United Kingdom","institution_ids":["https://openalex.org/I4210098141"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":132,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"68","last_page":"81"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":0.9998999834060669,"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/T10331","display_name":"Video Surveillance and Tracking Methods","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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9991999864578247,"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":0.8712648153305054},{"id":"https://openalex.org/keywords/cloud-computing","display_name":"Cloud computing","score":0.6422236561775208},{"id":"https://openalex.org/keywords/wearable-computer","display_name":"Wearable computer","score":0.642173707485199},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5155753493309021},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.5051520466804504},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.45140373706817627},{"id":"https://openalex.org/keywords/smartwatch","display_name":"Smartwatch","score":0.45008155703544617},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.42541080713272095},{"id":"https://openalex.org/keywords/wearable-technology","display_name":"Wearable technology","score":0.42341890931129456},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.4210156798362732},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3685004711151123},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.19408482313156128}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8712648153305054},{"id":"https://openalex.org/C79974875","wikidata":"https://www.wikidata.org/wiki/Q483639","display_name":"Cloud computing","level":2,"score":0.6422236561775208},{"id":"https://openalex.org/C150594956","wikidata":"https://www.wikidata.org/wiki/Q1334829","display_name":"Wearable computer","level":2,"score":0.642173707485199},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5155753493309021},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.5051520466804504},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.45140373706817627},{"id":"https://openalex.org/C29794715","wikidata":"https://www.wikidata.org/wiki/Q5362345","display_name":"Smartwatch","level":3,"score":0.45008155703544617},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.42541080713272095},{"id":"https://openalex.org/C54290928","wikidata":"https://www.wikidata.org/wiki/Q4845080","display_name":"Wearable technology","level":3,"score":0.42341890931129456},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.4210156798362732},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3685004711151123},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.19408482313156128}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3081333.3081359","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3081333.3081359","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 15th Annual International Conference on Mobile Systems, Applications, and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.9100000262260437,"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":42,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1845051632","https://openalex.org/W1905153633","https://openalex.org/W1945541473","https://openalex.org/W1954873805","https://openalex.org/W1963626768","https://openalex.org/W1968747446","https://openalex.org/W1970456555","https://openalex.org/W1977295820","https://openalex.org/W1986136466","https://openalex.org/W1990843018","https://openalex.org/W2111200615","https://openalex.org/W2125444986","https://openalex.org/W2126145938","https://openalex.org/W2134670479","https://openalex.org/W2142556291","https://openalex.org/W2145287260","https://openalex.org/W2150341604","https://openalex.org/W2152839228","https://openalex.org/W2155716554","https://openalex.org/W2155987657","https://openalex.org/W2164722398","https://openalex.org/W2165605600","https://openalex.org/W2181401306","https://openalex.org/W2219771564","https://openalex.org/W2220702836","https://openalex.org/W2251198138","https://openalex.org/W2284646714","https://openalex.org/W2287077125","https://openalex.org/W2294543795","https://openalex.org/W2297325673","https://openalex.org/W2337546824","https://openalex.org/W2468875367","https://openalex.org/W2469094744","https://openalex.org/W2511743527","https://openalex.org/W2546536770","https://openalex.org/W2550742086","https://openalex.org/W2554777827","https://openalex.org/W2558974524","https://openalex.org/W4251607986","https://openalex.org/W4307164413","https://openalex.org/W6641168581"],"related_works":["https://openalex.org/W4285587629","https://openalex.org/W3090300519","https://openalex.org/W2514492205","https://openalex.org/W4250401876","https://openalex.org/W2943851981","https://openalex.org/W2756171776","https://openalex.org/W2566526749","https://openalex.org/W2790190351","https://openalex.org/W2007382769","https://openalex.org/W3047461507"],"abstract_inverted_index":{"Wearable":[0],"devices":[1],"with":[2,26,133,175],"built-in":[3],"cameras":[4],"present":[5,68],"interesting":[6],"opportunities":[7],"for":[8,61,127],"users":[9,25],"to":[10,43,105],"capture":[11],"various":[12],"aspects":[13],"of":[14,54,79,95,160,171,178,198,210,225],"their":[15,30,144],"daily":[16],"life":[17],"and":[18,47,194,230],"are":[19,41],"potentially":[20],"also":[21],"useful":[22,60],"in":[23,29,38,99,223],"supporting":[24],"low":[27],"vision":[28,163],"everyday":[31],"tasks.":[32],"However,":[33],"state-of-the-art":[34],"image":[35],"wearables":[36],"available":[37],"the":[39,55,62,89,96,106,157,169,176,186,219],"market":[40],"limited":[42,145],"capturing":[44],"images":[45,98],"periodically":[46],"do":[48],"not":[49],"provide":[50],"any":[51],"real-time":[52,101],"analysis":[53,94],"data":[56],"that":[57,76,142,155,202,214],"might":[58],"be":[59],"wearers.":[63],"In":[64],"this":[65,183],"paper,":[66],"we":[67,212],"DeepEye":[69,108,128],"-":[70],"a":[71,112,130,150,190,195,208],"match-box":[72],"sized":[73],"wearable":[74,114,121],"camera":[75],"is":[77,109,143],"capable":[78],"running":[80],"multiple":[81,135,161],"cloud-scale":[82],"deep":[83,136,162],"learn-":[84],"ing":[85],"models":[86,138,164],"locally":[87],"on":[88,139],"device,":[90],"thereby":[91],"enabling":[92],"rich":[93],"captured":[97],"near":[100],"without":[102],"offloading":[103],"them":[104],"cloud.":[107],"powered":[110],"by":[111,167],"commodity":[113],"processor":[115],"(Snapdragon":[116],"410)":[117],"which":[118],"ensures":[119],"its":[120],"form":[122],"factor.":[123],"The":[124],"software":[125,153],"architecture":[126],"addresses":[129],"key":[131],"limitation":[132],"executing":[134],"learning":[137],"constrained":[140],"hardware,":[141],"runtime":[146],"memory.":[147],"We":[148],"propose":[149],"novel":[151],"inference":[152,226],"pipeline":[154],"targets":[156],"local":[158],"execution":[159,170,187,216],"(specifically,":[165],"CNNs)":[166],"interleaving":[168],"computation-heavy":[172],"convolutional":[173],"layers":[174],"loading":[177],"memory-heavy":[179],"fully-connected":[180],"layers.":[181],"Beyond":[182],"core":[184],"idea,":[185],"framework":[188,217],"incorporates:":[189],"memory":[191,205,228],"caching":[192],"scheme":[193],"selective":[196],"use":[197],"model":[199],"compression":[200],"techniques":[201],"further":[203],"minimizes":[204],"bottlenecks.":[206],"Through":[207],"series":[209],"experiments,":[211],"show":[213],"our":[215],"outperforms":[218],"baseline":[220],"approaches":[221],"significantly":[222],"terms":[224],"latency,":[227],"requirements":[229],"energy":[231],"consumption.":[232]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":27},{"year":2020,"cited_by_count":25},{"year":2019,"cited_by_count":21},{"year":2018,"cited_by_count":14},{"year":2017,"cited_by_count":4}],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2017-06-23T00:00:00"}