{"id":"https://openalex.org/W4283021210","doi":"https://doi.org/10.1145/3498361.3538763","title":"Parallelizing DNN inference in mobile web browsers on heterogeneous hardware","display_name":"Parallelizing DNN inference in mobile web browsers on heterogeneous hardware","publication_year":2022,"publication_date":"2022-06-16","ids":{"openalex":"https://openalex.org/W4283021210","doi":"https://doi.org/10.1145/3498361.3538763"},"language":"en","primary_location":{"id":"doi:10.1145/3498361.3538763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3498361.3538763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services","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/A5112126999","display_name":"Deyu Tian","orcid":null},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Deyu Tian","raw_affiliation_strings":["Peking University"],"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100568210","display_name":"Haiyang Shen","orcid":null},"institutions":[{"id":"https://openalex.org/I17145004","display_name":"Northwestern Polytechnical University","ror":"https://ror.org/01y0j0j86","country_code":"CN","type":"education","lineage":["https://openalex.org/I17145004"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haiyang Shen","raw_affiliation_strings":["Northwestern Polytechnical University"],"affiliations":[{"raw_affiliation_string":"Northwestern Polytechnical University","institution_ids":["https://openalex.org/I17145004"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101614814","display_name":"Yun Ma","orcid":"https://orcid.org/0000-0001-7866-4075"},"institutions":[{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yun Ma","raw_affiliation_strings":["Peking University"],"affiliations":[{"raw_affiliation_string":"Peking University","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5112126999"],"corresponding_institution_ids":["https://openalex.org/I20231570"],"apc_list":null,"apc_paid":null,"fwci":1.1357,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.75353686,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":97},"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12326","display_name":"Network Packet Processing and Optimization","score":0.9909999966621399,"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/T12326","display_name":"Network Packet Processing and Optimization","score":0.9909999966621399,"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/T10444","display_name":"Context-Aware Activity Recognition Systems","score":0.979200005531311,"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/T11478","display_name":"Caching and Content Delivery","score":0.9592999815940857,"subfield":{"id":"https://openalex.org/subfields/1705","display_name":"Computer Networks and Communications"},"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":0.8333746194839478},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.777578592300415},{"id":"https://openalex.org/keywords/leverage","display_name":"Leverage (statistics)","score":0.6466548442840576},{"id":"https://openalex.org/keywords/web-browser","display_name":"Web browser","score":0.5778034329414368},{"id":"https://openalex.org/keywords/pipeline","display_name":"Pipeline (software)","score":0.5422772169113159},{"id":"https://openalex.org/keywords/web-application","display_name":"Web application","score":0.47061043977737427},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.37728703022003174},{"id":"https://openalex.org/keywords/embedded-system","display_name":"Embedded system","score":0.3350469470024109},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.31675636768341064},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.22139984369277954},{"id":"https://openalex.org/keywords/operating-system","display_name":"Operating system","score":0.1790435016155243},{"id":"https://openalex.org/keywords/the-internet","display_name":"The Internet","score":0.15691065788269043}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8333746194839478},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.777578592300415},{"id":"https://openalex.org/C153083717","wikidata":"https://www.wikidata.org/wiki/Q6535263","display_name":"Leverage (statistics)","level":2,"score":0.6466548442840576},{"id":"https://openalex.org/C2983909278","wikidata":"https://www.wikidata.org/wiki/Q6368","display_name":"Web browser","level":3,"score":0.5778034329414368},{"id":"https://openalex.org/C43521106","wikidata":"https://www.wikidata.org/wiki/Q2165493","display_name":"Pipeline (software)","level":2,"score":0.5422772169113159},{"id":"https://openalex.org/C118643609","wikidata":"https://www.wikidata.org/wiki/Q189210","display_name":"Web application","level":2,"score":0.47061043977737427},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.37728703022003174},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.3350469470024109},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.31675636768341064},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.22139984369277954},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.1790435016155243},{"id":"https://openalex.org/C110875604","wikidata":"https://www.wikidata.org/wiki/Q75","display_name":"The Internet","level":2,"score":0.15691065788269043}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3498361.3538763","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3498361.3538763","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 20th Annual International Conference on Mobile Systems, Applications and Services","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":2,"referenced_works":["https://openalex.org/W2626129225","https://openalex.org/W3047554830"],"related_works":["https://openalex.org/W3037187668","https://openalex.org/W2787993192","https://openalex.org/W2380685755","https://openalex.org/W3021540629","https://openalex.org/W2252100032","https://openalex.org/W2963436428","https://openalex.org/W3171253712","https://openalex.org/W2796425874","https://openalex.org/W2915362246","https://openalex.org/W1844100222"],"abstract_inverted_index":{"Mobile":[0],"Web":[1,24,28,59],"apps":[2,29],"are":[3],"emerging":[4],"to":[5,9,30,47,89],"leverage":[6],"DNN":[7,32,42,50,71],"models":[8],"provide":[10],"intelligent":[11],"user":[12],"experience.":[13],"But":[14],"the":[15,27,49,84],"limited":[16],"functionalities":[17],"for":[18],"heterogeneous":[19,75],"hardware":[20],"provided":[21],"by":[22,87],"mobile":[23,58],"browsers":[25],"challenge":[26],"perform":[31],"inference":[33,43,51,72,85],"efficiently.":[34],"In":[35],"this":[36],"paper,":[37],"we":[38],"propose":[39],"a":[40],"novel":[41],"engine,":[44],"named":[45],"PipeEngine,":[46],"parallelize":[48],"process":[52],"on":[53],"CPU":[54],"and":[55],"GPU":[56],"in":[57],"browsers.":[60],"The":[61],"design":[62],"of":[63],"PipeEngine":[64,81],"enables":[65],"pipeline":[66],"parallelism":[67],"between":[68],"two":[69],"adjacent":[70],"tasks":[73],"with":[74],"hardware.":[76],"Evaluation":[77],"results":[78],"show":[79],"that":[80],"can":[82],"increase":[83],"throughput":[86],"up":[88],"2.77\u00d7.":[90]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}