{"id":"https://openalex.org/W4401568720","doi":"https://doi.org/10.23919/date58400.2024.10546624","title":"DeepFrack: A Comprehensive Framework for Layer Fusion, Face Tiling, and Efficient Mapping in DNN Hardware Accelerators","display_name":"DeepFrack: A Comprehensive Framework for Layer Fusion, Face Tiling, and Efficient Mapping in DNN Hardware Accelerators","publication_year":2024,"publication_date":"2024-03-25","ids":{"openalex":"https://openalex.org/W4401568720","doi":"https://doi.org/10.23919/date58400.2024.10546624"},"language":"en","primary_location":{"id":"doi:10.23919/date58400.2024.10546624","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)","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/A5008087399","display_name":"Tom Glint","orcid":"https://orcid.org/0000-0002-4053-0247"},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Tom Glint","raw_affiliation_strings":["IIT,Gandhinagar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT,Gandhinagar,India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5106492641","display_name":"Mithil Pechimuthu","orcid":null},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Mithil Pechimuthu","raw_affiliation_strings":["IIT,Gandhinagar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT,Gandhinagar,India","institution_ids":["https://openalex.org/I27674431"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5080209114","display_name":"Joycee Mekie","orcid":"https://orcid.org/0000-0001-9646-1941"},"institutions":[{"id":"https://openalex.org/I27674431","display_name":"Indian Institute of Technology Gandhinagar","ror":"https://ror.org/0036p5w23","country_code":"IN","type":"education","lineage":["https://openalex.org/I27674431"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Joycee Mekie","raw_affiliation_strings":["IIT,Gandhinagar,India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"IIT,Gandhinagar,India","institution_ids":["https://openalex.org/I27674431"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I27674431"],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"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/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11216","display_name":"Radiation Detection and Scintillator Technologies","score":0.9901000261306763,"subfield":{"id":"https://openalex.org/subfields/3108","display_name":"Radiation"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10502","display_name":"Advanced Memory and Neural Computing","score":0.9865999817848206,"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/T11044","display_name":"Particle Detector Development and Performance","score":0.9722999930381775,"subfield":{"id":"https://openalex.org/subfields/3106","display_name":"Nuclear and High Energy Physics"},"field":{"id":"https://openalex.org/fields/31","display_name":"Physics and Astronomy"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7461267113685608},{"id":"https://openalex.org/keywords/layer","display_name":"Layer (electronics)","score":0.5617393851280212},{"id":"https://openalex.org/keywords/face","display_name":"Face (sociological concept)","score":0.5475476980209351},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.5466433763504028},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.42722776532173157},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.39359328150749207},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38347917795181274},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.3409050703048706},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.33943259716033936}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7461267113685608},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.5617393851280212},{"id":"https://openalex.org/C2779304628","wikidata":"https://www.wikidata.org/wiki/Q3503480","display_name":"Face (sociological concept)","level":2,"score":0.5475476980209351},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.5466433763504028},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.42722776532173157},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.39359328150749207},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38347917795181274},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.3409050703048706},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.33943259716033936},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C178790620","wikidata":"https://www.wikidata.org/wiki/Q11351","display_name":"Organic chemistry","level":1,"score":0.0},{"id":"https://openalex.org/C36289849","wikidata":"https://www.wikidata.org/wiki/Q34749","display_name":"Social science","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/date58400.2024.10546624","is_oa":false,"landing_page_url":"https://doi.org/10.23919/date58400.2024.10546624","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2024 Design, Automation & Test in Europe Conference & Exhibition (DATE)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5768723114","display_name":null,"funder_award_id":"SPR/2020/000450","funder_id":"https://openalex.org/F4320334771","funder_display_name":"Science and Engineering Research Board"}],"funders":[{"id":"https://openalex.org/F4320334771","display_name":"Science and Engineering Research Board","ror":"https://ror.org/03ffdsr55"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2016968046","https://openalex.org/W2464177207","https://openalex.org/W2940862705","https://openalex.org/W2945146780","https://openalex.org/W2959906818","https://openalex.org/W2998732502","https://openalex.org/W3004127905","https://openalex.org/W3043571714","https://openalex.org/W3132942233","https://openalex.org/W3165496504","https://openalex.org/W3167739300","https://openalex.org/W4249932213","https://openalex.org/W4280555413","https://openalex.org/W4293102247","https://openalex.org/W4312107307","https://openalex.org/W4360831791","https://openalex.org/W4360831828","https://openalex.org/W4381886112","https://openalex.org/W4383501747","https://openalex.org/W4385864187","https://openalex.org/W6719768283","https://openalex.org/W6847427711"],"related_works":["https://openalex.org/W2099421762","https://openalex.org/W2530546662","https://openalex.org/W2967030268","https://openalex.org/W2185253430","https://openalex.org/W4210345652","https://openalex.org/W1984333081","https://openalex.org/W2945063165","https://openalex.org/W2205042400","https://openalex.org/W2090790166","https://openalex.org/W2039546703"],"abstract_inverted_index":{"DeepFrack":[0,31],"is":[1,45],"a":[2],"novel":[3],"framework":[4],"developed":[5],"for":[6,119],"enhancing":[7],"energy":[8,81],"efficiency":[9,41],"and":[10,25,62,68,80,99],"reducing":[11],"latency":[12,74],"in":[13,73,113],"deep":[14,54],"learning":[15,121],"workloads":[16],"executed":[17],"on":[18,66],"hardware":[19,117],"accelerators.":[20,70],"By":[21],"optimally":[22],"fusing":[23],"layers":[24],"implementing":[26],"an":[27],"asymmetric":[28],"tiling":[29],"strategy,":[30],"addresses":[32],"the":[33,92,96,110],"limitations":[34],"of":[35,42,95,101],"traditional":[36],"layer-by-layer":[37],"scheduling.":[38],"The":[39,71],"computational":[40],"our":[43],"method":[44],"underscored":[46],"by":[47,91],"significant":[48],"performance":[49],"improvements":[50],"seen":[51],"across":[52],"various":[53],"neural":[55],"network":[56],"architectures":[57],"such":[58],"as":[59],"AlexNet,":[60],"VGG,":[61],"ResNets":[63],"when":[64],"run":[65],"Eyeriss":[67],"Simba":[69],"reduction":[72,100],"(30":[75,83],"%":[76,84],"to":[77,85,109],"40":[78],"%)":[79,87],"consumption":[82],"50":[86],"are":[88],"further":[89],"enhanced":[90],"efficient":[93,116],"usage":[94],"on-chip":[97],"buffer":[98],"external":[102],"memory":[103],"bandwidth":[104],"bottleneck.":[105],"This":[106],"work":[107],"contributes":[108],"ongoing":[111],"efforts":[112],"designing":[114],"more":[115],"accelerators":[118],"machine":[120],"workloads.":[122]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}