{"id":"https://openalex.org/W4396782834","doi":"https://doi.org/10.1109/tcsvt.2024.3398641","title":"Rethinking and Conceptualizing Just Noticeable Difference Estimation by Residual Learning","display_name":"Rethinking and Conceptualizing Just Noticeable Difference Estimation by Residual Learning","publication_year":2024,"publication_date":"2024-05-09","ids":{"openalex":"https://openalex.org/W4396782834","doi":"https://doi.org/10.1109/tcsvt.2024.3398641"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2024.3398641","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3398641","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/A5000581688","display_name":"Qiuping Jiang","orcid":"https://orcid.org/0000-0002-6025-9343"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiuping Jiang","raw_affiliation_strings":["School of Information Science and Engineering, Ningbo University, Ningbo, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101872278","display_name":"Feiyang Liu","orcid":"https://orcid.org/0009-0004-9607-7551"},"institutions":[{"id":"https://openalex.org/I109935558","display_name":"Ningbo University","ror":"https://ror.org/03et85d35","country_code":"CN","type":"education","lineage":["https://openalex.org/I109935558"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Feiyang Liu","raw_affiliation_strings":["School of Information Science and Engineering, Ningbo University, Ningbo, China"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Ningbo University, Ningbo, China","institution_ids":["https://openalex.org/I109935558"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036256288","display_name":"Zhihua Wang","orcid":"https://orcid.org/0000-0002-4398-536X"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I4388482657","display_name":"Shenzhen MSU-BIT University","ror":"https://ror.org/02q963474","country_code":null,"type":"education","lineage":["https://openalex.org/I4388482657"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihua Wang","raw_affiliation_strings":["Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"Guangdong Laboratory of Machine Perception and Intelligent Computing, Shenzhen MSU-BIT University, Shenzhen, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I4388482657"]}]},{"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, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Computer Science, City University of Hong Kong, Hong Kong, China","institution_ids":["https://openalex.org/I168719708"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100403129","display_name":"Weisi Lin","orcid":"https://orcid.org/0000-0001-9866-1947"},"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":"Weisi Lin","raw_affiliation_strings":["School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Nanyang Technological University, Jurong West, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5000581688"],"corresponding_institution_ids":["https://openalex.org/I109935558"],"apc_list":null,"apc_paid":null,"fwci":3.1276,"has_fulltext":false,"cited_by_count":9,"citation_normalized_percentile":{"value":0.92351659,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"34","issue":"10","first_page":"9515","last_page":"9527"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.8892999887466431,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T11689","display_name":"Adversarial Robustness in Machine Learning","score":0.8892999887466431,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/residual","display_name":"Residual","score":0.653388261795044},{"id":"https://openalex.org/keywords/estimation","display_name":"Estimation","score":0.5057260990142822},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5032498240470886},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4391309320926666},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.39288628101348877},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.38191473484039307},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.2671818137168884},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.12412130832672119}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.653388261795044},{"id":"https://openalex.org/C96250715","wikidata":"https://www.wikidata.org/wiki/Q965330","display_name":"Estimation","level":2,"score":0.5057260990142822},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5032498240470886},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4391309320926666},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.39288628101348877},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.38191473484039307},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2671818137168884},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.12412130832672119},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2024.3398641","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2024.3398641","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/G1436512708","display_name":null,"funder_award_id":"62271277","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4018992650","display_name":null,"funder_award_id":"20231128191435002","funder_id":"https://openalex.org/F4320316880","funder_display_name":"Natural Science Foundation of Shenzhen City"},{"id":"https://openalex.org/G4592669159","display_name":null,"funder_award_id":"62301323","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7358290909","display_name":null,"funder_award_id":"2022J081","funder_id":"https://openalex.org/F4320332587","funder_display_name":"Natural Science Foundation of Ningbo"},{"id":"https://openalex.org/G8143921661","display_name":null,"funder_award_id":"LR22F020002","funder_id":"https://openalex.org/F4320338464","funder_display_name":"Natural Science Foundation of Zhejiang Province"}],"funders":[{"id":"https://openalex.org/F4320316880","display_name":"Natural Science Foundation of Shenzhen City","ror":null},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320332587","display_name":"Natural Science Foundation of Ningbo","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320338464","display_name":"Natural Science Foundation of Zhejiang Province","ror":"https://ror.org/01h0zpd94"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":48,"referenced_works":["https://openalex.org/W1997746542","https://openalex.org/W2017986722","https://openalex.org/W2022572050","https://openalex.org/W2029654180","https://openalex.org/W2057910578","https://openalex.org/W2065039464","https://openalex.org/W2104350111","https://openalex.org/W2114415799","https://openalex.org/W2133665775","https://openalex.org/W2139496607","https://openalex.org/W2143120554","https://openalex.org/W2144520790","https://openalex.org/W2155655721","https://openalex.org/W2242218935","https://openalex.org/W2245625259","https://openalex.org/W2333724422","https://openalex.org/W2511458122","https://openalex.org/W2575940230","https://openalex.org/W2581531361","https://openalex.org/W2598684819","https://openalex.org/W2611790385","https://openalex.org/W2747898905","https://openalex.org/W2751262963","https://openalex.org/W2783903549","https://openalex.org/W2810584126","https://openalex.org/W2886753155","https://openalex.org/W2944709056","https://openalex.org/W2968674715","https://openalex.org/W2983325100","https://openalex.org/W3035359990","https://openalex.org/W3084308079","https://openalex.org/W3088505943","https://openalex.org/W3095429212","https://openalex.org/W3112093607","https://openalex.org/W3138218344","https://openalex.org/W3149775056","https://openalex.org/W3174692951","https://openalex.org/W3176390684","https://openalex.org/W3177805924","https://openalex.org/W3189792606","https://openalex.org/W3197175515","https://openalex.org/W3200902516","https://openalex.org/W4214862086","https://openalex.org/W4312364648","https://openalex.org/W4361767349","https://openalex.org/W4367190920","https://openalex.org/W4403219476","https://openalex.org/W6851895998"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W1979597421","https://openalex.org/W2007980826","https://openalex.org/W2061531152","https://openalex.org/W3002753104","https://openalex.org/W2077600819","https://openalex.org/W2142036596","https://openalex.org/W2072657027","https://openalex.org/W2600246793","https://openalex.org/W4238204885"],"abstract_inverted_index":{"The":[0],"human":[1],"visual":[2],"system":[3],"(HVS)":[4],"cannot":[5],"perceive":[6],"the":[7,20,37,43,46,51,66,70,74,87,92,95,108,118,121,125,151,154,169,215],"pixel":[8],"intensity":[9],"change":[10],"below":[11],"a":[12,31,113,142,178,187],"certain":[13],"threshold":[14],"which":[15,185],"is":[16,78],"also":[17,100],"known":[18],"as":[19,120,227],"just":[21],"noticeable":[22],"difference":[23,122],"(JND).":[24],"Conventional":[25],"JND":[26,61,109,119,164,216],"prediction":[27],"models":[28,57,84],"mainly":[29],"follow":[30],"two-step":[32],"pipeline":[33],"by":[34,116,198],"first":[35],"modeling":[36],"diverse":[38],"masking":[39,55,89],"effects":[40],"based":[41],"on":[42,137],"findings":[44],"of":[45,53,69,94,171,189],"HVS":[47,71],"and":[48,128,157,192,234],"then":[49],"fusing":[50],"results":[52],"different":[54],"effect":[56],"into":[58],"an":[59],"overall":[60],"map.":[62,217],"However,":[63],"due":[64],"to":[65,80,85,149,162],"insufficient":[67],"understanding":[68],"properties":[72],"at":[73,212],"current":[75],"stage,":[76],"it":[77,219],"difficult":[79],"devise":[81],"accurate":[82],"computational":[83],"characterize":[86],"complex":[88],"effects.":[90],"Moreover,":[91],"reasonability":[93],"manually":[96],"designed":[97],"fusion":[98],"schemes":[99],"lacks":[101],"justification.":[102],"In":[103],"this":[104,138],"work,":[105],"we":[106,140,176],"rethink":[107],"estimation":[110],"problem":[111],"from":[112],"fresh":[114],"perspective":[115],"conceptualizing":[117],"map":[123,165],"between":[124,153],"pristine":[126,155,190],"image":[127,156,181,232],"its":[129,158],"corresponding":[130,194],"Critical":[131],"Perceptual":[132],"Lossless":[133],"(CPL)":[134],"counterpart.":[135],"Building":[136],"insight,":[139],"introduce":[141],"deep":[143],"residual":[144],"learning":[145],"framework":[146],"called":[147,183],"ResJND":[148,174,209],"learn":[150],"discrepancies":[152],"CPL":[159,180,195],"counterpart,":[160],"aiming":[161],"predict":[163],"implicitly.":[166],"To":[167],"support":[168],"training":[170],"our":[172,208],"proposed":[173],"model,":[175],"construct":[177],"dedicated":[179],"dataset":[182],"CPL-Set":[184],"comprises":[186],"collection":[188],"images":[191,196],"their":[193],"selected":[197],"thorough":[199],"subjective":[200],"experiments.":[201],"Comprehensive":[202],"experiments":[203],"have":[204],"conclusively":[205],"shown":[206],"that":[207],"model":[210],"excels":[211],"accurately":[213],"predicting":[214],"Additionally,":[218],"demonstrates":[220],"superior":[221],"performance":[222],"in":[223],"associated":[224],"applications,":[225],"such":[226],"JND-guided":[228,231],"noise":[229],"injection,":[230],"compression,":[233],"distortion":[235],"visibility":[236],"prediction.":[237],"Codes":[238],"are":[239],"available":[240],"at:":[241],"https://github.com/Knife646/ResJND.":[242]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}
