{"id":"https://openalex.org/W4414198958","doi":"https://doi.org/10.1109/dac63849.2025.11132426","title":"Efficient Edge Vision Transformer Accelerator with Decoupled Chunk Attention and Hybrid Computing-In-Memory","display_name":"Efficient Edge Vision Transformer Accelerator with Decoupled Chunk Attention and Hybrid Computing-In-Memory","publication_year":2025,"publication_date":"2025-06-22","ids":{"openalex":"https://openalex.org/W4414198958","doi":"https://doi.org/10.1109/dac63849.2025.11132426"},"language":"en","primary_location":{"id":"doi:10.1109/dac63849.2025.11132426","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11132426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","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/A5100421812","display_name":"Yi Li","orcid":"https://orcid.org/0000-0003-4562-8208"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Yi Li","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113118401","display_name":"Zijian Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Zijian Ye","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005225432","display_name":"Xiangqu Fu","orcid":"https://orcid.org/0000-0001-7288-9302"},"institutions":[{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]},{"id":"https://openalex.org/I4210090209","display_name":"Institute of Microelectronics","ror":"https://ror.org/009rw8n36","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210090209","https://openalex.org/I91275662"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Xiangqu Fu","raw_affiliation_strings":["State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I4210090209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041233137","display_name":"Songqi Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Songqi Wang","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110038821","display_name":"Shucheng Du","orcid":null},"institutions":[{"id":"https://openalex.org/I2800906782","display_name":"Hong Kong Science and Technology Parks Corporation","ror":"https://ror.org/05q8mqd91","country_code":"CN","type":"nonprofit","lineage":["https://openalex.org/I2800906782"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shucheng Du","raw_affiliation_strings":["ACCESS &#x2013; AI Chip Center for Emerging Smart Systems, InnoHK Centers, Hong Kong Science Park,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"ACCESS &#x2013; AI Chip Center for Emerging Smart Systems, InnoHK Centers, Hong Kong Science Park,Hong Kong,China","institution_ids":["https://openalex.org/I2800906782"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111349289","display_name":"Ning Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Ning Lin","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005469683","display_name":"Dashan Shang","orcid":"https://orcid.org/0000-0003-3573-8390"},"institutions":[{"id":"https://openalex.org/I4210090209","display_name":"Institute of Microelectronics","ror":"https://ror.org/009rw8n36","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210090209","https://openalex.org/I91275662"]},{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Dashan Shang","raw_affiliation_strings":["State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I4210090209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053627404","display_name":"Jinshan Yue","orcid":"https://orcid.org/0000-0001-8234-7400"},"institutions":[{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]},{"id":"https://openalex.org/I4210090209","display_name":"Institute of Microelectronics","ror":"https://ror.org/009rw8n36","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210090209","https://openalex.org/I91275662"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Jinshan Yue","raw_affiliation_strings":["State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I4210090209"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090042508","display_name":"Zhongrui Wang","orcid":"https://orcid.org/0000-0003-2264-0677"},"institutions":[{"id":"https://openalex.org/I3045169105","display_name":"Southern University of Science and Technology","ror":"https://ror.org/049tv2d57","country_code":"CN","type":"education","lineage":["https://openalex.org/I3045169105"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongrui Wang","raw_affiliation_strings":["Southern University of Science and Technology,School of Microelectronics,Shenzhen,China"],"affiliations":[{"raw_affiliation_string":"Southern University of Science and Technology,School of Microelectronics,Shenzhen,China","institution_ids":["https://openalex.org/I3045169105"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102498323","display_name":"Xiaojuan Qi","orcid":"https://orcid.org/0000-0002-4285-1626"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Xiaojuan Qi","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100401317","display_name":"Feng Zhang","orcid":"https://orcid.org/0000-0003-2316-0392"},"institutions":[{"id":"https://openalex.org/I4210119392","display_name":"Institute of Microelectronics","ror":"https://ror.org/02s6gs133","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210119392"]},{"id":"https://openalex.org/I4210090209","display_name":"Institute of Microelectronics","ror":"https://ror.org/009rw8n36","country_code":"SG","type":"facility","lineage":["https://openalex.org/I115228651","https://openalex.org/I4210090209","https://openalex.org/I91275662"]}],"countries":["CN","SG"],"is_corresponding":false,"raw_author_name":"Feng Zhang","raw_affiliation_strings":["State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China"],"affiliations":[{"raw_affiliation_string":"State Key Lab of Fabrication Technologies for Integrated Circuits and Key Laboratory of Microelectronic Devices and Integrated Technology, Institute of Microelectronics of the Chinese Academy of Sciences,Beijing,China","institution_ids":["https://openalex.org/I4210119392","https://openalex.org/I4210090209"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100452639","display_name":"Han Wang","orcid":"https://orcid.org/0000-0001-5121-3362"},"institutions":[{"id":"https://openalex.org/I889458895","display_name":"University of Hong Kong","ror":"https://ror.org/02zhqgq86","country_code":"HK","type":"education","lineage":["https://openalex.org/I889458895"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Han Wang","raw_affiliation_strings":["The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China"],"affiliations":[{"raw_affiliation_string":"The University of Hong Kong,Department of Electrical and Electronic Engineering,Hong Kong,China","institution_ids":["https://openalex.org/I889458895"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5100421812"],"corresponding_institution_ids":["https://openalex.org/I889458895"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.23457894,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"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":0.9854999780654907,"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":0.9854999780654907,"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/T12389","display_name":"Infrared Target Detection Methodologies","score":0.9778000116348267,"subfield":{"id":"https://openalex.org/subfields/2202","display_name":"Aerospace 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/T14158","display_name":"Optical Systems and Laser Technology","score":0.977400004863739,"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/speedup","display_name":"Speedup","score":0.5767999887466431},{"id":"https://openalex.org/keywords/edge-device","display_name":"Edge device","score":0.4429999887943268},{"id":"https://openalex.org/keywords/architecture","display_name":"Architecture","score":0.41839998960494995},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.41269999742507935},{"id":"https://openalex.org/keywords/scheduling","display_name":"Scheduling (production processes)","score":0.374099999666214},{"id":"https://openalex.org/keywords/memory-architecture","display_name":"Memory architecture","score":0.3521000146865845},{"id":"https://openalex.org/keywords/non-volatile-memory","display_name":"Non-volatile memory","score":0.34389999508857727},{"id":"https://openalex.org/keywords/efficient-energy-use","display_name":"Efficient energy use","score":0.33980000019073486}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8219000101089478},{"id":"https://openalex.org/C68339613","wikidata":"https://www.wikidata.org/wiki/Q1549489","display_name":"Speedup","level":2,"score":0.5767999887466431},{"id":"https://openalex.org/C138236772","wikidata":"https://www.wikidata.org/wiki/Q25098575","display_name":"Edge device","level":3,"score":0.4429999887943268},{"id":"https://openalex.org/C123657996","wikidata":"https://www.wikidata.org/wiki/Q12271","display_name":"Architecture","level":2,"score":0.41839998960494995},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.41269999742507935},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.39649999141693115},{"id":"https://openalex.org/C206729178","wikidata":"https://www.wikidata.org/wiki/Q2271896","display_name":"Scheduling (production processes)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C2779602883","wikidata":"https://www.wikidata.org/wiki/Q15544750","display_name":"Memory architecture","level":2,"score":0.3521000146865845},{"id":"https://openalex.org/C177950962","wikidata":"https://www.wikidata.org/wiki/Q10997658","display_name":"Non-volatile memory","level":2,"score":0.34389999508857727},{"id":"https://openalex.org/C2742236","wikidata":"https://www.wikidata.org/wiki/Q924713","display_name":"Efficient energy use","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.33980000019073486},{"id":"https://openalex.org/C162307627","wikidata":"https://www.wikidata.org/wiki/Q204833","display_name":"Enhanced Data Rates for GSM Evolution","level":2,"score":0.3310000002384186},{"id":"https://openalex.org/C157764524","wikidata":"https://www.wikidata.org/wiki/Q1383412","display_name":"Throughput","level":3,"score":0.3154999911785126},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.3124000132083893},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.31220000982284546},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.29989999532699585},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.29600000381469727},{"id":"https://openalex.org/C149635348","wikidata":"https://www.wikidata.org/wiki/Q193040","display_name":"Embedded system","level":1,"score":0.2946000099182129},{"id":"https://openalex.org/C2778456923","wikidata":"https://www.wikidata.org/wiki/Q5337692","display_name":"Edge computing","level":3,"score":0.29350000619888306},{"id":"https://openalex.org/C161334170","wikidata":"https://www.wikidata.org/wiki/Q1428778","display_name":"Smart camera","level":2,"score":0.2800999879837036},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.26489999890327454},{"id":"https://openalex.org/C113775141","wikidata":"https://www.wikidata.org/wiki/Q428691","display_name":"Computer engineering","level":1,"score":0.26429998874664307},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2630000114440918},{"id":"https://openalex.org/C2778915421","wikidata":"https://www.wikidata.org/wiki/Q3643177","display_name":"Performance improvement","level":2,"score":0.26019999384880066},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.2542000114917755},{"id":"https://openalex.org/C98025372","wikidata":"https://www.wikidata.org/wiki/Q477538","display_name":"Systems architecture","level":3,"score":0.2515000104904175}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/dac63849.2025.11132426","is_oa":false,"landing_page_url":"https://doi.org/10.1109/dac63849.2025.11132426","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 62nd ACM/IEEE Design Automation Conference (DAC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337504","display_name":"Research and Development","ror":"https://ror.org/027s68j25"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":12,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1861492603","https://openalex.org/W2737258237","https://openalex.org/W3094502228","https://openalex.org/W3111375540","https://openalex.org/W3131500599","https://openalex.org/W4214520160","https://openalex.org/W4280496502","https://openalex.org/W4312847929","https://openalex.org/W4386108348","https://openalex.org/W4386764227","https://openalex.org/W4387042316"],"related_works":[],"abstract_inverted_index":{"Vision":[0],"Transformers":[1],"(ViTs)":[2],"are":[3],"new":[4],"foundation":[5],"models":[6],"for":[7,45,90],"vision":[8],"applications.":[9],"Edge-deploying":[10],"ViTs":[11,40],"to":[12,62,111,143,153,173,207],"realize":[13],"energy-saving,":[14],"low-latency,":[15],"and":[16,27,42,70,139,156,193,221],"high-performance":[17],"dense":[18,47,92,119],"predictions":[19,48,120],"have":[20],"wide":[21],"applications,":[22],"such":[23],"as":[24],"autonomous":[25],"driving":[26],"surveillance":[28],"image":[29],"analysis.":[30],"However,":[31],"the":[32,36,54,72,95,126,163],"quadratic":[33],"complexity":[34],"of":[35,57,74,212,219,227],"self-attention":[37],"mechanism":[38,105],"renders":[39],"slow":[41],"resource-intensive,":[43],"particularly":[44],"pixel-level":[46],"that":[49,134,198],"involve":[50],"long":[51],"contexts.":[52],"Additionally,":[53],"pyramid-like":[55],"architecture":[56,127,133],"modern":[58],"ViT":[59,87,179],"variants":[60],"leads":[61],"an":[63,83,222],"unbalanced":[64],"workload,":[65],"further":[66],"reducing":[67],"hardware":[68,175],"utilization":[69,176],"decreasing":[71],"throughput":[73],"conventional":[75],"edge":[76,86],"devices.":[77],"To":[78],"this":[79],"end,":[80],"we":[81,98,129],"propose":[82,99],"algorithm-hardware":[84],"co-optimized":[85],"accelerator":[88],"tailored":[89],"efficient":[91,118],"predictions.":[93],"At":[94,125,162],"algorithm":[96],"level,":[97,128,165],"a":[100,108,131,150,166,210,214],"decoupled":[101],"chunk":[102],"attention":[103],"(DCA)":[104],"implemented":[106],"in":[107,216,224],"pipelined":[109],"manner":[110],"reduce":[112],"off-chip":[113,146],"memory":[114,147,160,217],"access,":[115,148],"thereby":[116],"enabling":[117],"within":[121],"limited":[122],"on-chip":[123,159],"memory.":[124],"introduce":[130],"hybrid":[132],"combines":[135],"SRAM-based":[136],"computing-in-memory":[137],"(CIM)":[138],"nonvolatile":[140],"RRAM":[141],"storage":[142],"eliminate":[144],"extensive":[145],"with":[149,181,209],"fusion":[151],"scheduling":[152],"balance":[154],"workloads":[155],"minimize":[157],"intermediate":[158],"access.":[161],"circuit":[164],"bit/element":[167],"two-way-reconfigurable":[168],"CIM":[169],"macro":[170],"is":[171],"proposed":[172],"improve":[174],"across":[177],"pyramidal":[178],"blocks":[180],"varied":[182],"matrix":[183],"sizes.":[184],"The":[185],"experimental":[186],"results":[187],"on":[188],"object":[189],"detection,":[190],"semantic":[191],"segmentation,":[192],"depth":[194],"estimation":[195],"tasks":[196],"demonstrate":[197],"our":[199],"design":[200],"can":[201],"efficiently":[202],"process":[203],"patch":[204],"lengths":[205],"up":[206],"16384":[208],"speedup":[211],"18.5\u00d7-217.1\u00d7,":[213],"reduction":[215],"accesses":[218],"1.7\u00d7-7.4\u00d7,":[220],"improvement":[223],"energy":[225],"efficiency":[226],"1.8\u00d7,":[228],"under":[229],"less":[230],"than":[231],"1%":[232],"performance":[233],"degradation.":[234]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
