{"id":"https://openalex.org/W4406046518","doi":"https://doi.org/10.1109/tcsvt.2025.3525664","title":"Task\u2013Adapted Learnable Embedded Quantization for Scalable Human-Machine Image Compression","display_name":"Task\u2013Adapted Learnable Embedded Quantization for Scalable Human-Machine Image Compression","publication_year":2025,"publication_date":"2025-01-03","ids":{"openalex":"https://openalex.org/W4406046518","doi":"https://doi.org/10.1109/tcsvt.2025.3525664"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3525664","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3525664","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/A5100760682","display_name":"Shaohui Li","orcid":"https://orcid.org/0000-0002-9650-8874"},"institutions":[{"id":"https://openalex.org/I3131625388","display_name":"University Town of Shenzhen","ror":"https://ror.org/05f5j6225","country_code":"CN","type":"education","lineage":["https://openalex.org/I3131625388"]},{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shaohui Li","raw_affiliation_strings":["Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China"],"raw_orcid":"https://orcid.org/0000-0002-9650-8874","affiliations":[{"raw_affiliation_string":"Shenzhen International Graduate School, Tsinghua University, Shenzhen, Guangdong, China","institution_ids":["https://openalex.org/I3131625388","https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Shuoyu Ma","orcid":"https://orcid.org/0009-0007-5598-3656"},"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":"Shuoyu Ma","raw_affiliation_strings":["Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0009-0007-5598-3656","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5045342512","display_name":"Wenrui Dai","orcid":"https://orcid.org/0000-0003-2522-5778"},"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":"Wenrui Dai","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2522-5778","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024824166","display_name":"Nuowen Kan","orcid":"https://orcid.org/0000-0002-6028-1284"},"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":"Nuowen Kan","raw_affiliation_strings":["Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-6028-1284","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030803449","display_name":"Fan Cheng","orcid":"https://orcid.org/0000-0002-4307-6334"},"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":"Fan Cheng","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-4307-6334","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100675587","display_name":"Chenglin Li","orcid":"https://orcid.org/0000-0003-2888-594X"},"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":"Chenglin Li","raw_affiliation_strings":["Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-2888-594X","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016006337","display_name":"Junni Zou","orcid":"https://orcid.org/0000-0002-9694-9880"},"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":"Junni Zou","raw_affiliation_strings":["Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-9694-9880","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5002494284","display_name":"Hongkai Xiong","orcid":"https://orcid.org/0000-0003-4552-0029"},"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":"Hongkai Xiong","raw_affiliation_strings":["Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0003-4552-0029","affiliations":[{"raw_affiliation_string":"Department of Electronic Engineering, Shanghai Jiao Tong University, Shanghai, China","institution_ids":["https://openalex.org/I183067930"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.5311,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.79870759,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":"35","issue":"5","first_page":"4768","last_page":"4783"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10901","display_name":"Advanced Data Compression Techniques","score":0.9919000267982483,"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":0.9919000267982483,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.9797999858856201,"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":0.974399983882904,"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":0.6673358678817749},{"id":"https://openalex.org/keywords/image-compression","display_name":"Image compression","score":0.633710503578186},{"id":"https://openalex.org/keywords/data-compression","display_name":"Data compression","score":0.5174968242645264},{"id":"https://openalex.org/keywords/quantization","display_name":"Quantization (signal processing)","score":0.5159853100776672},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4692860543727875},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.4571102261543274},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45429933071136475},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.33853334188461304}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6673358678817749},{"id":"https://openalex.org/C13481523","wikidata":"https://www.wikidata.org/wiki/Q412438","display_name":"Image compression","level":4,"score":0.633710503578186},{"id":"https://openalex.org/C78548338","wikidata":"https://www.wikidata.org/wiki/Q2493","display_name":"Data compression","level":2,"score":0.5174968242645264},{"id":"https://openalex.org/C28855332","wikidata":"https://www.wikidata.org/wiki/Q198099","display_name":"Quantization (signal processing)","level":2,"score":0.5159853100776672},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4692860543727875},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.4571102261543274},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45429933071136475},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.33853334188461304}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3525664","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3525664","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":[{"display_name":"Quality Education","score":0.44999998807907104,"id":"https://metadata.un.org/sdg/4"}],"awards":[{"id":"https://openalex.org/G1080903817","display_name":null,"funder_award_id":"62320106003","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1336459536","display_name":null,"funder_award_id":"24BC3200800","funder_id":"https://openalex.org/F4320336569","funder_display_name":"Shenzhen Science and Technology Innovation Program"},{"id":"https://openalex.org/G2048617456","display_name":null,"funder_award_id":"62301299","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2895017225","display_name":null,"funder_award_id":"U24A20251","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3438946646","display_name":null,"funder_award_id":"61932022","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G376436071","display_name":null,"funder_award_id":"62401357","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4936292138","display_name":null,"funder_award_id":"T2122024","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6094063813","display_name":null,"funder_award_id":"62125109","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6263369104","display_name":null,"funder_award_id":"62431017","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6308568386","display_name":null,"funder_award_id":"62401366","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7123918047","display_name":null,"funder_award_id":"62120106007","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7931220373","display_name":null,"funder_award_id":"62371288","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8700549466","display_name":null,"funder_award_id":"61931023","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/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W639708223","https://openalex.org/W1861492603","https://openalex.org/W2015459028","https://openalex.org/W2031489346","https://openalex.org/W2108598243","https://openalex.org/W2140196014","https://openalex.org/W2146395539","https://openalex.org/W2161319303","https://openalex.org/W2785562966","https://openalex.org/W2910628332","https://openalex.org/W2963150697","https://openalex.org/W2970339328","https://openalex.org/W3000264140","https://openalex.org/W3034469748","https://openalex.org/W3034755948","https://openalex.org/W3035205678","https://openalex.org/W3035685239","https://openalex.org/W3082548248","https://openalex.org/W3090392341","https://openalex.org/W3095497211","https://openalex.org/W3097448661","https://openalex.org/W3102451820","https://openalex.org/W3128683924","https://openalex.org/W3140060010","https://openalex.org/W3160345508","https://openalex.org/W3175457126","https://openalex.org/W3176103974","https://openalex.org/W3183629544","https://openalex.org/W3186910762","https://openalex.org/W3195302434","https://openalex.org/W3196132828","https://openalex.org/W3202918664","https://openalex.org/W3209814877","https://openalex.org/W3212865599","https://openalex.org/W4225619305","https://openalex.org/W4284691924","https://openalex.org/W4289313617","https://openalex.org/W4289821645","https://openalex.org/W4309773531","https://openalex.org/W4312051502","https://openalex.org/W4312460600","https://openalex.org/W4312671485","https://openalex.org/W4313196625","https://openalex.org/W4317555115","https://openalex.org/W4380534852","https://openalex.org/W4385453024","https://openalex.org/W4386065304","https://openalex.org/W4386075611","https://openalex.org/W4386075805","https://openalex.org/W4386598445","https://openalex.org/W4387967955","https://openalex.org/W4390120190","https://openalex.org/W4390872385","https://openalex.org/W4390873037","https://openalex.org/W4391306812","https://openalex.org/W4401990601","https://openalex.org/W4404295444","https://openalex.org/W6748692466","https://openalex.org/W6754634825","https://openalex.org/W6763486759","https://openalex.org/W6773431304","https://openalex.org/W6774343512","https://openalex.org/W6778914582","https://openalex.org/W6794062782","https://openalex.org/W6803627629","https://openalex.org/W6824555688","https://openalex.org/W6852797310","https://openalex.org/W6857517892"],"related_works":["https://openalex.org/W2521595930","https://openalex.org/W4243608781","https://openalex.org/W3165542721","https://openalex.org/W4313046148","https://openalex.org/W1939109514","https://openalex.org/W4378191574","https://openalex.org/W2129829718","https://openalex.org/W1843792225","https://openalex.org/W2751842002","https://openalex.org/W2161981399"],"abstract_inverted_index":{"Image":[0],"compression":[1,24,190],"for":[2,16,37,48,103,113,126,150,161,220],"both":[3],"human":[4,49,106,127,162,221],"and":[5,18,44,71,105,108,163,211],"machine":[6,38,104,114,152,164,203],"vision":[7,39,50,107,115,153,165,204],"has":[8],"become":[9],"prevailing":[10],"to":[11,13,32,85,143],"accommodate":[12],"rising":[14],"demands":[15],"machine-machine":[17],"human-machine":[19,22,176],"communications.":[20],"Scalable":[21],"image":[23,189],"is":[25],"recently":[26],"emerging":[27],"as":[28],"an":[29,90],"efficient":[30],"alternative":[31],"simultaneously":[33],"achieve":[34,58],"high":[35],"accuracy":[36],"in":[40,51,89,217],"the":[41,52,68,97,100,123,146,182,196],"base":[42],"layer":[43],"obtain":[45],"high-fidelity":[46],"reconstruction":[47],"enhancement":[53],"layer.":[54],"However,":[55],"existing":[56],"methods":[57],"scalable":[59,177],"coding":[60,178],"with":[61,119,214],"heuristic":[62],"mechanisms,":[63],"which":[64],"cannot":[65],"fully":[66],"exploit":[67],"inter-layer":[69,157],"correlations":[70,158],"evidently":[72],"sacrifice":[73],"rate-distortion":[74,218],"performance.":[75],"In":[76],"this":[77,87],"paper,":[78],"we":[79,132,173],"propose":[80,133],"task-adapted":[81,134],"learnable":[82,135,140],"embedded":[83,136,170,184],"quantization":[84,137,148,185],"address":[86],"problem":[88],"analytically":[91],"optimized":[92],"fashion.":[93],"We":[94],"first":[95],"reveal":[96],"relationship":[98],"between":[99,159],"latent":[101],"representations":[102,160],"demonstrate":[109,194],"that":[110,138,156,195],"optimal":[111,147],"representation":[112,125],"can":[116],"be":[117],"approximated":[118],"post-training":[120],"optimization":[121],"on":[122,202],"learned":[124,188],"vision.":[128,222],"On":[129],"such":[130,155],"basis,":[131],"leverages":[139],"step":[141,149],"predictor":[142],"adaptively":[144],"determine":[145],"diverse":[151],"tasks":[154,205],"are":[166],"sufficiently":[167],"exploited":[168],"using":[169],"quantization.":[171],"Furthermore,":[172],"develop":[174],"a":[175],"framework":[179,198],"by":[180],"incorporating":[181],"proposed":[183,197],"into":[186],"pre-trained":[187],"models.":[191],"Experimental":[192],"results":[193],"achieves":[199],"state-of-the-art":[200],"performance":[201,219],"like":[206],"object":[207],"detection,":[208],"instance":[209],"segmentation,":[210],"panoptic":[212],"segmentation":[213],"negligible":[215],"loss":[216]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}