{"id":"https://openalex.org/W4377001532","doi":"https://doi.org/10.1109/tcad.2023.3276938","title":"EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI","display_name":"EdgeCompress: Coupling Multidimensional Model Compression and Dynamic Inference for EdgeAI","publication_year":2023,"publication_date":"2023-05-17","ids":{"openalex":"https://openalex.org/W4377001532","doi":"https://doi.org/10.1109/tcad.2023.3276938"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2023.3276938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2023.3276938","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://hdl.handle.net/11250/3140137","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5067594005","display_name":"Hao Kong","orcid":"https://orcid.org/0000-0002-1378-0056"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":true,"raw_author_name":"Hao Kong","raw_affiliation_strings":["School of Computer Science and Engineering and the HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Mandalay, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering and the HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Mandalay, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060042554","display_name":"Di Liu","orcid":"https://orcid.org/0000-0002-4365-2768"},"institutions":[{"id":"https://openalex.org/I204778367","display_name":"Norwegian University of Science and Technology","ror":"https://ror.org/05xg72x27","country_code":"NO","type":"education","lineage":["https://openalex.org/I204778367"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Di Liu","raw_affiliation_strings":["Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, Norwegian University of Science and Technology, Trondheim, Norway","institution_ids":["https://openalex.org/I204778367"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5086240263","display_name":"Shuo Huai","orcid":"https://orcid.org/0000-0002-4744-304X"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Shuo Huai","raw_affiliation_strings":["School of Computer Science and Engineering and the HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Mandalay, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering and the HP-NTU Digital Manufacturing Corporate Lab, Nanyang Technological University, Mandalay, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060833244","display_name":"Xiangzhong Luo","orcid":"https://orcid.org/0000-0002-0758-2248"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Xiangzhong Luo","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Mandalay, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Mandalay, Singapore","institution_ids":["https://openalex.org/I172675005"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003757322","display_name":"Ravi Subramaniam","orcid":"https://orcid.org/0000-0002-7118-0796"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Ravi Subramaniam","raw_affiliation_strings":["Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046896680","display_name":"Christian Makaya","orcid":"https://orcid.org/0000-0002-7304-419X"},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Christian Makaya","raw_affiliation_strings":["Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112887604","display_name":"Qian Lin","orcid":null},"institutions":[{"id":"https://openalex.org/I1324840837","display_name":"Hewlett-Packard (United States)","ror":"https://ror.org/059rn9488","country_code":"US","type":"company","lineage":["https://openalex.org/I1324840837"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qian Lin","raw_affiliation_strings":["Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA"],"affiliations":[{"raw_affiliation_string":"Innovations and Experiences&#x2013;Business Personal Systems, Hewlett-Packard Inc, Palo Alto, CA, USA","institution_ids":["https://openalex.org/I1324840837"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5038598144","display_name":"Weichen Liu","orcid":"https://orcid.org/0000-0001-9348-4662"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Weichen Liu","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Mandalay, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Mandalay, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5067594005"],"corresponding_institution_ids":["https://openalex.org/I172675005"],"apc_list":null,"apc_paid":null,"fwci":0.4771,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.63512156,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":96},"biblio":{"volume":"42","issue":"12","first_page":"4657","last_page":"4670"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10036","display_name":"Advanced Neural Network Applications","score":1.0,"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":1.0,"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":0.9994000196456909,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9984999895095825,"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":0.7994000911712646},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.7170464992523193},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.6614512801170349},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.650749921798706},{"id":"https://openalex.org/keywords/redundancy","display_name":"Redundancy (engineering)","score":0.6501701474189758},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5094180703163147},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.4439558982849121},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3586917221546173},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3106692433357239},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.2543385624885559},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.21598440408706665}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7994000911712646},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.7170464992523193},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.6614512801170349},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.650749921798706},{"id":"https://openalex.org/C152124472","wikidata":"https://www.wikidata.org/wiki/Q1204361","display_name":"Redundancy (engineering)","level":2,"score":0.6501701474189758},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5094180703163147},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.4439558982849121},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3586917221546173},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3106692433357239},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.2543385624885559},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.21598440408706665},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tcad.2023.3276938","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2023.3276938","pdf_url":null,"source":{"id":"https://openalex.org/S100835903","display_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","issn_l":"0278-0070","issn":["0278-0070","1937-4151"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","raw_type":"journal-article"},{"id":"pmh:oai:dr.ntu.edu.sg:10356/171623","is_oa":false,"landing_page_url":"https://hdl.handle.net/10356/171623","pdf_url":null,"source":{"id":"https://openalex.org/S4306402609","display_name":"DR-NTU (Nanyang Technological University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I172675005","host_organization_name":"Nanyang Technological University","host_organization_lineage":["https://openalex.org/I172675005"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Journal Article"},{"id":"pmh:oai:ntnuopen.ntnu.no:11250/3140137","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3140137","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"4657-4670","raw_type":"info:eu-repo/semantics/other"}],"best_oa_location":{"id":"pmh:oai:ntnuopen.ntnu.no:11250/3140137","is_oa":true,"landing_page_url":"https://hdl.handle.net/11250/3140137","pdf_url":null,"source":{"id":"https://openalex.org/S4306401716","display_name":"Duo Research Archive (University of Oslo)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I184942183","host_organization_name":"University of Oslo","host_organization_lineage":["https://openalex.org/I184942183"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"4657-4670","raw_type":"info:eu-repo/semantics/other"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1251010161","display_name":null,"funder_award_id":"Tier 2 (MOE2019-T2-1-071)","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G3137343937","display_name":null,"funder_award_id":"NAP (M4082282)","funder_id":"https://openalex.org/F4320320766","funder_display_name":"Nanyang Technological University"},{"id":"https://openalex.org/G3421629829","display_name":null,"funder_award_id":"RIE2020","funder_id":"https://openalex.org/F4320320709","funder_display_name":"National Research Foundation Singapore"},{"id":"https://openalex.org/G3735542260","display_name":null,"funder_award_id":"I1801E0028","funder_id":"https://openalex.org/F4320320766","funder_display_name":"Nanyang Technological University"},{"id":"https://openalex.org/G4906127228","display_name":null,"funder_award_id":"MOE2019- T2-1-071","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G5016601650","display_name":null,"funder_award_id":"Academic Research Fund","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G6854926366","display_name":null,"funder_award_id":"Tier 2","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G739051916","display_name":null,"funder_award_id":"M4082282","funder_id":"https://openalex.org/F4320320766","funder_display_name":"Nanyang Technological University"},{"id":"https://openalex.org/G7457883206","display_name":null,"funder_award_id":"RIE2020","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"},{"id":"https://openalex.org/G901625343","display_name":null,"funder_award_id":"Academic Research F","funder_id":"https://openalex.org/F4320320751","funder_display_name":"Ministry of Education - Singapore"}],"funders":[{"id":"https://openalex.org/F4320307760","display_name":"Hewlett-Packard Development Company","ror":"https://ror.org/059rn9488"},{"id":"https://openalex.org/F4320320709","display_name":"National Research Foundation Singapore","ror":"https://ror.org/03cpyc314"},{"id":"https://openalex.org/F4320320751","display_name":"Ministry of Education - Singapore","ror":"https://ror.org/01kcva023"},{"id":"https://openalex.org/F4320320766","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302"},{"id":"https://openalex.org/F4320322724","display_name":"Ministry of Education, India","ror":"https://ror.org/048xjjh50"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":62,"referenced_works":["https://openalex.org/W1686810756","https://openalex.org/W1836465849","https://openalex.org/W1861492603","https://openalex.org/W2031489346","https://openalex.org/W2108598243","https://openalex.org/W2183341477","https://openalex.org/W2194775991","https://openalex.org/W2295107390","https://openalex.org/W2325237720","https://openalex.org/W2416799949","https://openalex.org/W2884751099","https://openalex.org/W2924515500","https://openalex.org/W2962677625","https://openalex.org/W2962858109","https://openalex.org/W2963150697","https://openalex.org/W2963163009","https://openalex.org/W2963382930","https://openalex.org/W2963393494","https://openalex.org/W2963446712","https://openalex.org/W2963918968","https://openalex.org/W2964028976","https://openalex.org/W2964137095","https://openalex.org/W2964266063","https://openalex.org/W2964274719","https://openalex.org/W2965862774","https://openalex.org/W2976540144","https://openalex.org/W2995046500","https://openalex.org/W3018757597","https://openalex.org/W3028304412","https://openalex.org/W3034315787","https://openalex.org/W3034429256","https://openalex.org/W3034513523","https://openalex.org/W3035424951","https://openalex.org/W3047681172","https://openalex.org/W3100148727","https://openalex.org/W3110875274","https://openalex.org/W3181161645","https://openalex.org/W3211127556","https://openalex.org/W4226066991","https://openalex.org/W4293193356","https://openalex.org/W4312443924","https://openalex.org/W4312900176","https://openalex.org/W6620707391","https://openalex.org/W6631190155","https://openalex.org/W6637373629","https://openalex.org/W6701498492","https://openalex.org/W6741753902","https://openalex.org/W6743912273","https://openalex.org/W6745447533","https://openalex.org/W6751913510","https://openalex.org/W6753529042","https://openalex.org/W6753710810","https://openalex.org/W6755526309","https://openalex.org/W6757036269","https://openalex.org/W6762100871","https://openalex.org/W6762718338","https://openalex.org/W6769412281","https://openalex.org/W6769472948","https://openalex.org/W6771832129","https://openalex.org/W6784233108","https://openalex.org/W6796696352","https://openalex.org/W6947681574"],"related_works":["https://openalex.org/W4293226380","https://openalex.org/W2494338568","https://openalex.org/W2055243143","https://openalex.org/W4231775656","https://openalex.org/W1495042958","https://openalex.org/W4321487865","https://openalex.org/W2046435967","https://openalex.org/W4313906399","https://openalex.org/W2122678784","https://openalex.org/W4239306820"],"abstract_inverted_index":{"Convolutional":[0],"neural":[1,133],"networks":[2],"(CNNs)":[3],"have":[4],"demonstrated":[5],"encouraging":[6],"results":[7],"in":[8,128],"image":[9,52],"classification":[10],"tasks.":[11],"However,":[12],"the":[13,20,41,65,91,125,138,183,188,194,209,217,225],"prohibitive":[14],"computational":[15,42,126,184],"cost":[16],"of":[17,22,44,70,98,141,191,196,211],"CNNs":[18,23,99,198],"hinders":[19],"deployment":[21,195],"onto":[24,199],"resource-constrained":[25],"embedded":[26,200],"devices.":[27],"To":[28],"address":[29],"this":[30],"issue,":[31],"we":[32,48,56,83,144,160,223],"propose":[33],"EdgeCompress,":[34,47],"a":[35,58,114,146],"comprehensive":[36],"compression":[37,117,169,237],"framework":[38,149,170],"to":[39,62,88,101,104,122,150,233],"reduce":[40,124],"overhead":[43],"CNNs.":[45,142],"In":[46],"first":[49],"introduce":[50],"dynamic":[51,147],"cropping":[53],"(DIC),":[54],"where":[55,159],"design":[57],"lightweight":[59],"foreground":[60,68],"predictor":[61],"accurately":[63],"crop":[64],"most":[66],"informative":[67],"object":[69],"input":[71,130,153,178],"images":[72,131,154],"for":[73,176],"inference,":[74],"which":[75,119,180],"avoids":[76],"redundant":[77],"computation":[78,210,231],"on":[79,203],"background":[80],"regions.":[81],"Subsequently,":[82],"present":[84,145],"compound":[85],"shrinking":[86],"(CS)":[87],"collaboratively":[89],"compress":[90],"three":[92],"dimensions":[93],"(depth,":[94],"width,":[95],"and":[96,106,110,132,171,186,242],"resolution)":[97],"according":[100],"their":[102],"contribution":[103],"accuracy":[105,219,226],"model":[107],"computation.":[108],"DIC":[109],"CS":[111],"together":[112],"constitute":[113],"multidimensional":[115],"CNN":[116],"framework,":[118],"is":[120],"able":[121],"comprehensively":[123],"redundancy":[127,185],"both":[129],"network":[134],"architectures,":[135],"thereby":[136],"improving":[137,216],"inference":[139,148,189],"efficiency":[140,190],"Further,":[143],"efficiently":[151],"process":[152],"with":[155,164,229],"different":[156,165,174,177],"recognition":[157],"difficulties,":[158],"cascade":[161],"multiple":[162],"models":[163,175,243],"complexities":[166],"from":[167],"our":[168],"dynamically":[172],"adopt":[173],"images,":[179],"further":[181],"compresses":[182],"improves":[187],"CNNs,":[192],"facilitating":[193],"advanced":[197],"hardware.":[201],"Experiments":[202],"ImageNet-1K":[204],"demonstrate":[205],"that":[206],"EdgeCompress":[207],"reduces":[208],"ResNet-50":[212],"by":[213,220,227],"48.8%":[214],"while":[215],"top-1":[218],"0.8%.":[221],"Meanwhile,":[222],"improve":[224],"4.1%":[228],"similar":[230],"compared":[232],"HRank.":[234],"The":[235,239],"state-of-the-art":[236],"framework.":[238],"source":[240],"code":[241],"are":[244],"available":[245],"at":[246],"<uri":[247],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[248],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/ntuliuteam/edge-compress</uri>":[249],".":[250]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-12T07:58:50.170612","created_date":"2025-10-10T00:00:00"}