{"id":"https://openalex.org/W4414499330","doi":"https://doi.org/10.1109/tcsvt.2025.3614236","title":"A Novel Multi-View Perception and Shrinkage Aggregation Network for Inharmonious Region Localization","display_name":"A Novel Multi-View Perception and Shrinkage Aggregation Network for Inharmonious Region Localization","publication_year":2025,"publication_date":"2025-09-25","ids":{"openalex":"https://openalex.org/W4414499330","doi":"https://doi.org/10.1109/tcsvt.2025.3614236"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2025.3614236","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3614236","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/A5066505372","display_name":"Shenghao Chen","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shenghao Chen","raw_affiliation_strings":["Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China"],"raw_orcid":"https://orcid.org/0009-0009-3520-885X","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076414372","display_name":"Chunjie Ma","orcid":"https://orcid.org/0000-0002-6348-671X"},"institutions":[{"id":"https://openalex.org/I152269853","display_name":"Qilu University of Technology","ror":"https://ror.org/04hyzq608","country_code":"CN","type":"education","lineage":["https://openalex.org/I152269853"]},{"id":"https://openalex.org/I4210142748","display_name":"Shandong Academy of Sciences","ror":"https://ror.org/04y8d6y55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunjie Ma","raw_affiliation_strings":["Shandong Artificial Intelligence Institute, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","Shandong Artificial Intelligence Institute, Qilu University of Technology (Shandong Academy of Sciences), Jinan, P.R China"],"raw_orcid":"https://orcid.org/0000-0002-6348-671X","affiliations":[{"raw_affiliation_string":"Shandong Artificial Intelligence Institute, Qilu University of Technology (Shandong Academy of Sciences), Jinan, China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]},{"raw_affiliation_string":"Shandong Artificial Intelligence Institute, Qilu University of Technology (Shandong Academy of Sciences), Jinan, P.R China","institution_ids":["https://openalex.org/I152269853","https://openalex.org/I4210142748"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088805107","display_name":"Yibo Zhao","orcid":"https://orcid.org/0000-0003-4187-1980"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yibo Zhao","raw_affiliation_strings":["Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China"],"raw_orcid":"https://orcid.org/0000-0003-4187-1980","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100457438","display_name":"Meng Liu","orcid":"https://orcid.org/0000-0002-1582-5764"},"institutions":[{"id":"https://openalex.org/I44445938","display_name":"Shandong Jianzhu University","ror":"https://ror.org/01gbfax37","country_code":"CN","type":"education","lineage":["https://openalex.org/I44445938"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Meng Liu","raw_affiliation_strings":["School of Computer Science and Technology, Shandong Jianzhu University, Jinan, China","School of Computer Science and Technology, Shandong Jianzhu University, Jinan, P.R China"],"raw_orcid":"https://orcid.org/0000-0002-1582-5764","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Shandong Jianzhu University, Jinan, China","institution_ids":["https://openalex.org/I44445938"]},{"raw_affiliation_string":"School of Computer Science and Technology, Shandong Jianzhu University, Jinan, P.R China","institution_ids":["https://openalex.org/I44445938"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102206926","display_name":"Yanbing Xue","orcid":null},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yanbing Xue","raw_affiliation_strings":["Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5048947531","display_name":"Zan Gao","orcid":"https://orcid.org/0000-0003-2182-5741"},"institutions":[{"id":"https://openalex.org/I136765683","display_name":"Tianjin University of Technology","ror":"https://ror.org/00zbe0w13","country_code":"CN","type":"education","lineage":["https://openalex.org/I136765683"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zan Gao","raw_affiliation_strings":["Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China"],"raw_orcid":"https://orcid.org/0000-0003-2182-5741","affiliations":[{"raw_affiliation_string":"Key Laboratory of Computer Vision and System, Ministry of Education, Tianjin University of Technology, Tianjin, China","institution_ids":["https://openalex.org/I136765683"]},{"raw_affiliation_string":"Ministry of Education, Key Laboratory of Computer Vision and System, Tianjin University of Technology, Tianjin, P.R China","institution_ids":["https://openalex.org/I136765683"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.2758868,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"36","issue":"2","first_page":"1795","last_page":"1809"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T13114","display_name":"Image Processing Techniques and Applications","score":0.968500018119812,"subfield":{"id":"https://openalex.org/subfields/2214","display_name":"Media Technology"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T14158","display_name":"Optical Systems and Laser Technology","score":0.9538999795913696,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13717","display_name":"Advanced Algorithms and Applications","score":0.9520000219345093,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.6837000250816345},{"id":"https://openalex.org/keywords/encoder","display_name":"Encoder","score":0.657800018787384},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.6179999709129333},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.572700023651123},{"id":"https://openalex.org/keywords/interference","display_name":"Interference (communication)","score":0.5146999955177307},{"id":"https://openalex.org/keywords/aggregate","display_name":"Aggregate (composite)","score":0.5084999799728394},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.46209999918937683},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.42660000920295715},{"id":"https://openalex.org/keywords/task-analysis","display_name":"Task analysis","score":0.4221000075340271}],"concepts":[{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.6837000250816345},{"id":"https://openalex.org/C118505674","wikidata":"https://www.wikidata.org/wiki/Q42586063","display_name":"Encoder","level":2,"score":0.657800018787384},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6514999866485596},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6388000249862671},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.6179999709129333},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.572700023651123},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.557699978351593},{"id":"https://openalex.org/C32022120","wikidata":"https://www.wikidata.org/wiki/Q797225","display_name":"Interference (communication)","level":3,"score":0.5146999955177307},{"id":"https://openalex.org/C4679612","wikidata":"https://www.wikidata.org/wiki/Q866298","display_name":"Aggregate (composite)","level":2,"score":0.5084999799728394},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.46209999918937683},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.42660000920295715},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.4221000075340271},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.38760000467300415},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.3646000027656555},{"id":"https://openalex.org/C103278499","wikidata":"https://www.wikidata.org/wiki/Q254465","display_name":"Similarity (geometry)","level":3,"score":0.3634999990463257},{"id":"https://openalex.org/C180145272","wikidata":"https://www.wikidata.org/wiki/Q7504144","display_name":"Shrinkage","level":2,"score":0.31949999928474426},{"id":"https://openalex.org/C2780586970","wikidata":"https://www.wikidata.org/wiki/Q1357284","display_name":"Popularity","level":2,"score":0.3098999857902527},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.30140000581741333},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.28780001401901245},{"id":"https://openalex.org/C16345878","wikidata":"https://www.wikidata.org/wiki/Q107472979","display_name":"Orientation (vector space)","level":2,"score":0.27900001406669617},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C178253425","wikidata":"https://www.wikidata.org/wiki/Q162668","display_name":"Visual perception","level":3,"score":0.2624000012874603},{"id":"https://openalex.org/C179799912","wikidata":"https://www.wikidata.org/wiki/Q205084","display_name":"Computational complexity theory","level":2,"score":0.2621000111103058},{"id":"https://openalex.org/C189693848","wikidata":"https://www.wikidata.org/wiki/Q6031064","display_name":"Information exchange","level":2,"score":0.2590999901294708},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.2574999928474426},{"id":"https://openalex.org/C164866538","wikidata":"https://www.wikidata.org/wiki/Q367351","display_name":"Cluster (spacecraft)","level":2,"score":0.2572999894618988}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2025.3614236","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2025.3614236","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/G175067015","display_name":null,"funder_award_id":"No.23JCZDJC00280","funder_id":"https://openalex.org/F4320323993","funder_display_name":"Natural Science Foundation of Tianjin City"},{"id":"https://openalex.org/G2520514007","display_name":null,"funder_award_id":"23JCZDJC00280","funder_id":"https://openalex.org/F4320322919","funder_display_name":"Natural Science Foundation of Beijing Municipality"},{"id":"https://openalex.org/G4157299892","display_name":null,"funder_award_id":"No.ZR2024QF020","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G583588433","display_name":null,"funder_award_id":"62372325","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6206919215","display_name":null,"funder_award_id":"62402255","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6321861833","display_name":null,"funder_award_id":"62502344","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7324169380","display_name":null,"funder_award_id":"No.62372325","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8243485816","display_name":null,"funder_award_id":"ZR2024QF020","funder_id":"https://openalex.org/F4320324174","funder_display_name":"Natural Science Foundation of Shandong Province"},{"id":"https://openalex.org/G8245067643","display_name":null,"funder_award_id":"No.62402255","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/F4320322919","display_name":"Natural Science Foundation of Beijing Municipality","ror":null},{"id":"https://openalex.org/F4320323993","display_name":"Natural Science Foundation of Tianjin City","ror":null},{"id":"https://openalex.org/F4320324174","display_name":"Natural Science Foundation of Shandong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":46,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W2412782625","https://openalex.org/W2735974062","https://openalex.org/W2752015292","https://openalex.org/W2787091153","https://openalex.org/W2884561390","https://openalex.org/W2884822772","https://openalex.org/W2911605501","https://openalex.org/W2948407537","https://openalex.org/W2963233340","https://openalex.org/W2964146055","https://openalex.org/W2964219393","https://openalex.org/W2998449272","https://openalex.org/W3034530968","https://openalex.org/W3035422681","https://openalex.org/W3082623289","https://openalex.org/W3094728142","https://openalex.org/W3107944836","https://openalex.org/W3119557339","https://openalex.org/W3136675246","https://openalex.org/W3138516171","https://openalex.org/W3159637683","https://openalex.org/W3163631282","https://openalex.org/W3171714858","https://openalex.org/W3173073186","https://openalex.org/W3190748826","https://openalex.org/W3204320006","https://openalex.org/W3215620920","https://openalex.org/W4213455776","https://openalex.org/W4225554547","https://openalex.org/W4283805416","https://openalex.org/W4301524954","https://openalex.org/W4304080664","https://openalex.org/W4312981036","https://openalex.org/W4319300005","https://openalex.org/W4321482183","https://openalex.org/W4321601151","https://openalex.org/W4323075905","https://openalex.org/W4379742782","https://openalex.org/W4383200214","https://openalex.org/W4386075803","https://openalex.org/W4394897015","https://openalex.org/W4396763341","https://openalex.org/W4401210548","https://openalex.org/W4403123010","https://openalex.org/W4409365647"],"related_works":[],"abstract_inverted_index":{"With":[0],"the":[1,18,22,77,100,113,123,176,182],"popularity":[2],"of":[3,126,187],"image":[4,39],"editing":[5],"techniques,":[6],"synthetic":[7],"images":[8,46,86],"may":[9],"have":[10],"inharmonious":[11,25,78,114,127,160],"regions":[12,115],"due":[13],"to":[14,30,110,146],"color/illumination":[15],"differences":[16],"between":[17,96],"manipulated":[19],"area":[20],"and":[21,47,71,87,91,99,120,157,172,190],"background.":[23,101],"The":[24],"region":[26,79],"localization":[27,80],"task":[28,81],"aims":[29],"find":[31],"these":[32,60],"regions,":[33],"which":[34,54],"is":[35],"crucial":[36],"for":[37,76],"blind":[38],"harmonization.":[40],"Existing":[41],"methods":[42,184],"rely":[43],"on":[44,165],"single-view":[45],"do":[48],"not":[49],"fully":[50,83,111],"explore":[51],"multi-scale":[52,88,133,138],"fusion,":[53],"limits":[55],"their":[56],"performance.":[57],"To":[58],"address":[59],"issues,":[61],"in":[62,185],"this":[63],"paper,":[64],"we":[65,103,130],"propose":[66,131],"a":[67,106,132,196],"novel":[68],"multi-view":[69,85,107,117,141],"perception":[70],"shrinkage":[72,134],"aggregation":[73],"network":[74],"(MSANet)":[75],"that":[82,175],"utilizes":[84],"fusion":[89,135],"information":[90,143],"can":[92,179],"mine":[93],"subtle":[94],"cues":[95],"candidate":[97],"objects":[98],"Specifically,":[102],"first":[104],"design":[105],"ensemble":[108],"encoder":[109],"perceive":[112],"by":[116],"interactive":[118],"learning":[119],"then":[121],"aggregate":[122,147],"feature":[124],"representations":[125],"regions.":[128,161],"Moreover,":[129],"decoder,":[136],"where":[137],"features":[139],"with":[140],"prior":[142],"are":[144],"utilized":[145],"adjacent":[148],"features,":[149],"adaptively":[150],"select":[151],"high-quality":[152],"information,":[153],"reduce":[154],"background":[155],"interference":[156],"gradually":[158],"locate":[159],"Extensive":[162],"experimental":[163],"results":[164],"four":[166],"public":[167],"datasets":[168],"(HDobe5K,":[169],"HCOCO,":[170],"HFlickr,":[171],"Hday2Night)":[173],"demonstrate":[174],"proposed":[177],"MSANet":[178],"outperform":[180],"all":[181],"SOTA":[183],"terms":[186],"average":[188,191],"F1":[189],"IoU":[192],"score,":[193],"while":[194],"maintaining":[195],"lower":[197],"computational":[198],"cost<sup":[199],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[200],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1</sup>.":[201]},"counts_by_year":[],"updated_date":"2026-07-22T07:51:19.307946","created_date":"2025-10-10T00:00:00"}
