{"id":"https://openalex.org/W4312365925","doi":"https://doi.org/10.1109/tcsvt.2022.3230843","title":"Deep Image Compression Toward Machine Vision: A Unified Optimization Framework","display_name":"Deep Image Compression Toward Machine Vision: A Unified Optimization Framework","publication_year":2022,"publication_date":"2022-12-19","ids":{"openalex":"https://openalex.org/W4312365925","doi":"https://doi.org/10.1109/tcsvt.2022.3230843"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2022.3230843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2022.3230843","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","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":"https://openalex.org/A5102713644","display_name":"Shurun Wang","orcid":"https://orcid.org/0000-0002-0758-9175"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":true,"raw_author_name":"Shurun Wang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100434519","display_name":"Zhao Wang","orcid":"https://orcid.org/0000-0001-7500-5584"},"institutions":[{"id":"https://openalex.org/I45928872","display_name":"Alibaba Group (China)","ror":"https://ror.org/00k642b80","country_code":"CN","type":"company","lineage":["https://openalex.org/I45928872"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhao Wang","raw_affiliation_strings":["Alibaba Group, Hangzhou, China"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Hangzhou, China","institution_ids":["https://openalex.org/I45928872"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100385178","display_name":"Shiqi Wang","orcid":"https://orcid.org/0000-0002-3583-959X"},"institutions":[{"id":"https://openalex.org/I168719708","display_name":"City University of Hong Kong","ror":"https://ror.org/03q8dnn23","country_code":"HK","type":"education","lineage":["https://openalex.org/I168719708"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Shiqi Wang","raw_affiliation_strings":["Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Kowloon, Hong Kong","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101602641","display_name":"Yan Ye","orcid":"https://orcid.org/0000-0002-7278-0822"},"institutions":[{"id":"https://openalex.org/I4210095624","display_name":"Alibaba Group (United States)","ror":"https://ror.org/00rn0m335","country_code":"US","type":"company","lineage":["https://openalex.org/I4210095624","https://openalex.org/I45928872"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yan Ye","raw_affiliation_strings":["Alibaba Group, Sunnyvale, CA, USA"],"affiliations":[{"raw_affiliation_string":"Alibaba Group, Sunnyvale, CA, USA","institution_ids":["https://openalex.org/I4210095624"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5102713644"],"corresponding_institution_ids":["https://openalex.org/I168719708"],"apc_list":null,"apc_paid":null,"fwci":2.0377,"has_fulltext":false,"cited_by_count":20,"citation_normalized_percentile":{"value":0.88340972,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"33","issue":"6","first_page":"2979","last_page":"2989"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998000264167786,"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/T10627","display_name":"Advanced Image and Video Retrieval Techniques","score":0.9998000264167786,"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/T10741","display_name":"Video Coding and Compression Technologies","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T10901","display_name":"Advanced Data Compression Techniques","score":0.9998000264167786,"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":0.7940564155578613},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7136337757110596},{"id":"https://openalex.org/keywords/machine-vision","display_name":"Machine vision","score":0.6692856550216675},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.5408222675323486},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.5021681785583496},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4662303924560547},{"id":"https://openalex.org/keywords/coding","display_name":"Coding (social sciences)","score":0.44931429624557495},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.42127370834350586},{"id":"https://openalex.org/keywords/data-compression-ratio","display_name":"Data compression ratio","score":0.415999174118042},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.299352765083313},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.23954090476036072},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11839714646339417}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7940564155578613},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7136337757110596},{"id":"https://openalex.org/C5339829","wikidata":"https://www.wikidata.org/wiki/Q1425977","display_name":"Machine vision","level":2,"score":0.6692856550216675},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.5408222675323486},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.5021681785583496},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4662303924560547},{"id":"https://openalex.org/C179518139","wikidata":"https://www.wikidata.org/wiki/Q5140297","display_name":"Coding (social sciences)","level":2,"score":0.44931429624557495},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.42127370834350586},{"id":"https://openalex.org/C94835093","wikidata":"https://www.wikidata.org/wiki/Q3113333","display_name":"Data compression ratio","level":5,"score":0.415999174118042},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.299352765083313},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.23954090476036072},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11839714646339417},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2022.3230843","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2022.3230843","pdf_url":null,"source":{"id":"https://openalex.org/S115173108","display_name":"IEEE Transactions on Circuits and Systems for Video Technology","issn_l":"1051-8215","issn":["1051-8215","1558-2205"],"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 Circuits and Systems for Video Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G6964584101","display_name":null,"funder_award_id":"62022002","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"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":70,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1597651427","https://openalex.org/W1861492603","https://openalex.org/W2015328715","https://openalex.org/W2096933452","https://openalex.org/W2097117768","https://openalex.org/W2103997799","https://openalex.org/W2118217749","https://openalex.org/W2121728353","https://openalex.org/W2137981002","https://openalex.org/W2140196014","https://openalex.org/W2140199336","https://openalex.org/W2142412278","https://openalex.org/W2146395539","https://openalex.org/W2161865688","https://openalex.org/W2162096028","https://openalex.org/W2169161136","https://openalex.org/W2178928294","https://openalex.org/W2186356322","https://openalex.org/W2194775991","https://openalex.org/W2552465432","https://openalex.org/W2555631177","https://openalex.org/W2565639579","https://openalex.org/W2588179149","https://openalex.org/W2623912370","https://openalex.org/W2741137940","https://openalex.org/W2749544970","https://openalex.org/W2783569857","https://openalex.org/W2785562966","https://openalex.org/W2786977213","https://openalex.org/W2895574347","https://openalex.org/W2895716577","https://openalex.org/W2896841716","https://openalex.org/W2935381027","https://openalex.org/W2946536378","https://openalex.org/W2949361041","https://openalex.org/W2963150697","https://openalex.org/W2963447011","https://openalex.org/W2963620157","https://openalex.org/W2964191079","https://openalex.org/W2970339328","https://openalex.org/W2971493122","https://openalex.org/W2975749976","https://openalex.org/W2982853315","https://openalex.org/W3000419664","https://openalex.org/W3000470288","https://openalex.org/W3003267478","https://openalex.org/W3004695517","https://openalex.org/W3033326602","https://openalex.org/W3035047545","https://openalex.org/W3097448661","https://openalex.org/W3126669929","https://openalex.org/W3169876831","https://openalex.org/W3194896438","https://openalex.org/W3195239139","https://openalex.org/W3195524601","https://openalex.org/W3207351130","https://openalex.org/W3216866494","https://openalex.org/W3217080256","https://openalex.org/W4210446097","https://openalex.org/W4287605633","https://openalex.org/W4295312788","https://openalex.org/W6637373629","https://openalex.org/W6684191040","https://openalex.org/W6694251005","https://openalex.org/W6738494155","https://openalex.org/W6748692466","https://openalex.org/W6754634825","https://openalex.org/W6766978945","https://openalex.org/W6773545853"],"related_works":["https://openalex.org/W3206274587","https://openalex.org/W2129829718","https://openalex.org/W2521595930","https://openalex.org/W3165542721","https://openalex.org/W4313046148","https://openalex.org/W1939109514","https://openalex.org/W3080614128","https://openalex.org/W3117054490","https://openalex.org/W4243608781","https://openalex.org/W2387043686"],"abstract_inverted_index":{"There":[0],"has":[1],"been":[2],"an":[3,124],"increasing":[4],"consensus":[5],"that":[6,145],"the":[7,19,39,44,65,80,83,88,108,120,131,136,146,150,156,162,177,188,193,198,206,218],"machine":[8,36,59,84,93,103,140],"vision":[9,14,60,85,94],"is":[10,61,127,221],"gradually":[11],"replacing":[12],"human":[13],"in":[15,46,133,161,170],"numerous":[16],"tasks,":[17],"with":[18,38,43,64,187,224],"demonstrated":[20],"success":[21],"of":[22,41,91,135,164,217],"artificial":[23],"intelligence.":[24],"In":[25,48],"this":[26],"paper,":[27],"we":[28],"propose":[29],"a":[30,50],"deep":[31],"image":[32,56,158],"compression":[33,57,81,159],"scheme":[34,53],"towards":[35,58,102,139],"vision,":[37,104],"principle":[40],"\u201cbegin":[42],"end":[45],"mind\u201d.":[47],"particular,":[49],"unified":[51],"optimization":[52],"for":[54,95,111,167],"end-to-end":[55,157],"proposed,":[62],"accompanied":[63],"dedicated":[66],"variable":[67,99],"bitrate":[68,100],"coding":[69],"and":[70,82,176,182,197],"generalized":[71,137],"rate-accuracy":[72,138],"optimization.":[73],"The":[74,98,214],"presented":[75,128],"framework,":[76],"which":[77,105,202],"jointly":[78],"optimizes":[79],"networks,":[86],"exploits":[87],"utmost":[89],"potential":[90],"robust":[92],"compressed":[96],"images.":[97],"modules":[101],"effectively":[106],"shrink":[107],"storage":[109],"space":[110],"model":[112],"parameters,":[113],"are":[114,203],"further":[115],"developed":[116],"to":[117,119,129],"accommodate":[118],"real-world":[121],"applications.":[122],"Moreover,":[123],"iterative":[125],"algorithm":[126],"achieve":[130],"optimality":[132],"terms":[134],"vision.":[141],"Experimental":[142],"results":[143],"show":[144],"proposed":[147,178,219],"framework":[148,179,220],"achieves":[149,180],"state-of-the-art":[151,207],"object":[152],"detection":[153],"performance":[154],"among":[155],"methods:":[160],"exploration":[163],"Video":[165,210],"Coding":[166,211],"Machines":[168],"(VCM)":[169],"Moving":[171],"Picture":[172],"Experts":[173],"Group":[174],"(MPEG),":[175],"31.69%":[181],"23.96%":[183],"BD-rate":[184],"gains":[185],"compared":[186],"VCM":[189],"official":[190],"test":[191],"datasets,":[192],"Open":[194],"Images":[195],"dataset":[196,200],"TVD":[199],"respectively,":[201],"generated":[204],"using":[205],"standard":[208],"Versatile":[209],"(VVC)":[212],"standard.":[213],"generalization":[215],"capability":[216],"also":[222],"verified":[223],"instance":[225],"segmentation":[226],"under":[227],"various":[228],"scenarios.":[229]},"counts_by_year":[{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}