{"id":"https://openalex.org/W4405270393","doi":"https://doi.org/10.1109/tcad.2024.3515856","title":"Exploring Efficient Hardware Accelerator for Learning-Based Image Compression","display_name":"Exploring Efficient Hardware Accelerator for Learning-Based Image Compression","publication_year":2024,"publication_date":"2024-12-11","ids":{"openalex":"https://openalex.org/W4405270393","doi":"https://doi.org/10.1109/tcad.2024.3515856"},"language":"en","primary_location":{"id":"doi:10.1109/tcad.2024.3515856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2024.3515856","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Chen Chen","orcid":"https://orcid.org/0000-0002-8668-5391"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chen Chen","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Haoyang Zhang","orcid":"https://orcid.org/0009-0006-9877-411X"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyang Zhang","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071363545","display_name":"Kaicheng Guo","orcid":"https://orcid.org/0000-0003-0493-1147"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaicheng Guo","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088843408","display_name":"Xingzi Yu","orcid":"https://orcid.org/0009-0009-5729-3207"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xingzi Yu","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088072972","display_name":"Weidong Qiu","orcid":"https://orcid.org/0000-0001-6428-1655"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weidong Qiu","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5011323970","display_name":"Zhengwei Qi","orcid":"https://orcid.org/0000-0003-2730-2319"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhengwei Qi","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049487451","display_name":"Haibing Guan","orcid":"https://orcid.org/0000-0002-4714-7400"},"institutions":[{"id":"https://openalex.org/I183067930","display_name":"Shanghai Jiao Tong University","ror":"https://ror.org/0220qvk04","country_code":"CN","type":"education","lineage":["https://openalex.org/I183067930"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haibing Guan","raw_affiliation_strings":["School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","Shanghai Jiao Tong University, Shanghai, China"],"affiliations":[{"raw_affiliation_string":"School of Electronics, Information and Electrical Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]},{"raw_affiliation_string":"Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I183067930"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.22161859,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"44","issue":"6","first_page":"2204","last_page":"2217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.9598000049591064,"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9598000049591064,"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":0.6176295280456543},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.562899112701416},{"id":"https://openalex.org/keywords/hardware-acceleration","display_name":"Hardware acceleration","score":0.553229033946991},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46635332703590393},{"id":"https://openalex.org/keywords/computer-hardware","display_name":"Computer hardware","score":0.4007195830345154},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.36597681045532227},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.35742121934890747},{"id":"https://openalex.org/keywords/computer-architecture","display_name":"Computer architecture","score":0.3308950662612915},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.28881293535232544},{"id":"https://openalex.org/keywords/field-programmable-gate-array","display_name":"Field-programmable gate array","score":0.14568239450454712}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6176295280456543},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.562899112701416},{"id":"https://openalex.org/C13164978","wikidata":"https://www.wikidata.org/wiki/Q600158","display_name":"Hardware acceleration","level":3,"score":0.553229033946991},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46635332703590393},{"id":"https://openalex.org/C9390403","wikidata":"https://www.wikidata.org/wiki/Q3966","display_name":"Computer hardware","level":1,"score":0.4007195830345154},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.36597681045532227},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.35742121934890747},{"id":"https://openalex.org/C118524514","wikidata":"https://www.wikidata.org/wiki/Q173212","display_name":"Computer architecture","level":1,"score":0.3308950662612915},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.28881293535232544},{"id":"https://openalex.org/C42935608","wikidata":"https://www.wikidata.org/wiki/Q190411","display_name":"Field-programmable gate array","level":2,"score":0.14568239450454712}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcad.2024.3515856","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcad.2024.3515856","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"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"display_name":"Affordable and clean energy","id":"https://metadata.un.org/sdg/7"}],"awards":[{"id":"https://openalex.org/G6030294102","display_name":null,"funder_award_id":"62141218","funder_id":"https://openalex.org/F4320328373","funder_display_name":"National Key Laboratory Foundation of China"},{"id":"https://openalex.org/G7810548910","display_name":null,"funder_award_id":"No. 62141218","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8821564754","display_name":null,"funder_award_id":"62141218","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320328373","display_name":"National Key Laboratory Foundation of China","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2094756095","https://openalex.org/W2178928294","https://openalex.org/W2276486856","https://openalex.org/W2552465432","https://openalex.org/W2604319603","https://openalex.org/W2605487586","https://openalex.org/W2785562966","https://openalex.org/W2795915628","https://openalex.org/W2896983500","https://openalex.org/W2913710883","https://openalex.org/W2940954733","https://openalex.org/W2953212265","https://openalex.org/W3005997294","https://openalex.org/W3034469748","https://openalex.org/W3109248695","https://openalex.org/W3153760339","https://openalex.org/W3213483660","https://openalex.org/W4205884968","https://openalex.org/W4226361855","https://openalex.org/W4253012315","https://openalex.org/W4312036024","https://openalex.org/W4312806968","https://openalex.org/W4321488033","https://openalex.org/W4377107211","https://openalex.org/W4384788057","https://openalex.org/W4387448007","https://openalex.org/W6754634825","https://openalex.org/W6772406126","https://openalex.org/W6804656941","https://openalex.org/W6849793491"],"related_works":["https://openalex.org/W2953482628","https://openalex.org/W4210785996","https://openalex.org/W4400528094","https://openalex.org/W4383503138","https://openalex.org/W1988909159","https://openalex.org/W2183077383","https://openalex.org/W3142242109","https://openalex.org/W4390224523","https://openalex.org/W3206274587","https://openalex.org/W3152699334"],"abstract_inverted_index":{"Recently,":[0],"learning-based":[1],"image":[2],"compression":[3,13],"(LIC)":[4],"methods":[5],"have":[6,27],"surpassed":[7],"manually":[8],"designed":[9],"approaches":[10],"in":[11,24,73,179,187,236],"both":[12],"quality":[14],"and":[15,21,70,76,82,122,147,166,182,184,214],"bitrate.":[16],"However,":[17],"increasing":[18],"computational":[19],"demands":[20],"insufficient":[22],"optimizations":[23],"codec":[25],"performance":[26,213,220,229],"hindered":[28],"the":[29,43,48,83,103,137,210,227],"advancement":[30],"of":[31,45,50,139,207,209,242],"LIC":[32,51,55,84,98,115,155,169],"acceleration.":[33],"Most":[34],"researches":[35],"focus":[36],"on":[37],"optimizing":[38],"specific":[39],"components,":[40],"often":[41],"neglecting":[42],"sources":[44],"underutilization":[46],"during":[47],"execution":[49],"models.":[52,85],"Generally,":[53],"efficient":[54],"acceleration":[56],"encounters":[57],"three":[58],"primary":[59],"challenges:":[60],"1)":[61],"extra":[62],"overheads":[63],"introduced":[64],"by":[65],"individual":[66],"optimizations;":[67],"2)":[68],"load":[69,183],"computation":[71,120,178,185],"imbalances":[72],"small":[74,188],"kernels;":[75],"3)":[77],"mismatches":[78],"between":[79],"hardware":[80],"configurations":[81],"To":[86],"address":[87],"these":[88],"challenges,":[89],"we":[90,110,151],"propose":[91,152],"a":[92,113,130,153,200,225],"framework":[93,195],"named":[94],"extensive":[95],"accelerator":[96,156],"for":[97,100,136,176],"(X-LIC)":[99],"efficiently":[101],"exploring":[102],"design":[104,129,202],"space":[105],"under":[106],"constrained":[107],"resources.":[108],"First,":[109],"quantitatively":[111],"characterize":[112],"representative":[114],"model,":[116],"including":[117],"its":[118],"latency,":[119],"size,":[121],"temporal":[123],"utilization":[124],"across":[125,199],"various":[126,168],"accelerators.":[127],"We":[128],"hardware-optimized":[131],"quantization":[132],"method":[133],"to":[134,216,233],"compensate":[135],"lack":[138],"LIC-oriented":[140],"research,":[141],"particularly":[142],"regarding":[143],"data":[144],"precision,":[145],"distortion,":[146],"resource":[148],"consumption.":[149],"Additionally,":[150],"parameterized":[154],"architecture":[157],"that":[158,193],"integrates":[159],"seamlessly":[160],"with":[161,221],"existing":[162],"loop":[163],"optimization":[164,172],"models":[165],"supports":[167],"operators.":[170],"Two":[171],"schemes":[173],"are":[174],"proposed":[175],"redundant":[177],"transposed":[180],"convolution":[181],"imbalance":[186],"kernels.":[189],"Experimental":[190],"results":[191],"show":[192],"our":[194],"demonstrates":[196],"significant":[197],"flexibility":[198],"broad":[201],"space,":[203],"achieving":[204],"an":[205],"average":[206],"78%\u201395%":[208],"theoretical":[211],"peak":[212],"up":[215,232],"688.2/759.1":[217],"GOP/s":[218],"en/de-coder":[219,228],"INT8":[222],"precision.":[223],"As":[224],"result,":[226],"can":[230],"reach":[231],"33/36":[234],"FPS":[235],"720P":[237],"resolution.":[238],"An":[239],"FPGA":[240],"demo":[241],"X-LIC":[243],"is":[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/sjtu-tcloud/X-LIC</uri>.":[249]},"counts_by_year":[],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2025-10-10T00:00:00"}
