{"id":"https://openalex.org/W4411551196","doi":"https://doi.org/10.1109/cscwd64889.2025.11033263","title":"Multi-Stage Knowledge Distillation for Progressive Image Deblurring in Teacher-Student Networks","display_name":"Multi-Stage Knowledge Distillation for Progressive Image Deblurring in Teacher-Student Networks","publication_year":2025,"publication_date":"2025-05-05","ids":{"openalex":"https://openalex.org/W4411551196","doi":"https://doi.org/10.1109/cscwd64889.2025.11033263"},"language":"en","primary_location":{"id":"doi:10.1109/cscwd64889.2025.11033263","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033263","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-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/A5042267540","display_name":"Jie He","orcid":"https://orcid.org/0000-0002-3752-4233"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie He","raw_affiliation_strings":["School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5051394287","display_name":"Lin Wang","orcid":"https://orcid.org/0000-0002-6607-3283"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lin Wang","raw_affiliation_strings":["School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100394307","display_name":"Jiajia Wang","orcid":"https://orcid.org/0000-0001-8086-4607"},"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":"Jiajia Wang","raw_affiliation_strings":["School of Computer Science and Engineering, Tianjin University of Technology,Tianjin,China,300384"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Tianjin University of Technology,Tianjin,China,300384","institution_ids":["https://openalex.org/I136765683"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072389245","display_name":"Ruyu Liu","orcid":"https://orcid.org/0000-0003-2130-9122"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruyu Liu","raw_affiliation_strings":["School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100425878","display_name":"Haoyu Zhang","orcid":"https://orcid.org/0000-0001-5070-7547"},"institutions":[{"id":"https://openalex.org/I163151501","display_name":"Hangzhou Normal University","ror":"https://ror.org/014v1mr15","country_code":"CN","type":"education","lineage":["https://openalex.org/I163151501"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyu Zhang","raw_affiliation_strings":["School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121"],"affiliations":[{"raw_affiliation_string":"School of Information Science and Engineering, Hangzhou Normal University,Hangzhou,China,311121","institution_ids":["https://openalex.org/I163151501"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101625222","display_name":"Bo Sun","orcid":"https://orcid.org/0009-0002-6618-0908"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"funder","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210151023","display_name":"Quanzhou Institute of Equipment Manufacturing Haixi Institute","ror":"https://ror.org/05ev3vr27","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210151023"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Bo Sun","raw_affiliation_strings":["Haixi Institutes, Chinese Academy of Sciences Quanzhou Institute of Equipment Manufacturing,Quanzhou,China,362000"],"affiliations":[{"raw_affiliation_string":"Haixi Institutes, Chinese Academy of Sciences Quanzhou Institute of Equipment Manufacturing,Quanzhou,China,362000","institution_ids":["https://openalex.org/I4210151023","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100735899","display_name":"Xiufeng Liu","orcid":"https://orcid.org/0000-0001-5133-6688"},"institutions":[{"id":"https://openalex.org/I96673099","display_name":"Technical University of Denmark","ror":"https://ror.org/04qtj9h94","country_code":"DK","type":"education","lineage":["https://openalex.org/I96673099"]}],"countries":["DK"],"is_corresponding":false,"raw_author_name":"Xiufeng Liu","raw_affiliation_strings":["Technical University of Denmark,Department of Technology, Management and Economics,Lyngby,Denmark"],"affiliations":[{"raw_affiliation_string":"Technical University of Denmark,Department of Technology, Management and Economics,Lyngby,Denmark","institution_ids":["https://openalex.org/I96673099"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101759332","display_name":"Chao-Chao Wang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092870","display_name":"Jiaxing University","ror":"https://ror.org/00j2a7k55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chaochao Wang","raw_affiliation_strings":["Jiaxing University,Provincial Key Laboratory of Multimodal Perceiving and Intelligent Systems,Zhejiang,China,314001"],"affiliations":[{"raw_affiliation_string":"Jiaxing University,Provincial Key Laboratory of Multimodal Perceiving and Intelligent Systems,Zhejiang,China,314001","institution_ids":["https://openalex.org/I4210092870"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5010440458","display_name":"Xianchao Zhang","orcid":null},"institutions":[{"id":"https://openalex.org/I4210092870","display_name":"Jiaxing University","ror":"https://ror.org/00j2a7k55","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210092870"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xianchao Zhang","raw_affiliation_strings":["Jiaxing University,Provincial Key Laboratory of Multimodal Perceiving and Intelligent Systems,Zhejiang,China,314001"],"affiliations":[{"raw_affiliation_string":"Jiaxing University,Provincial Key Laboratory of Multimodal Perceiving and Intelligent Systems,Zhejiang,China,314001","institution_ids":["https://openalex.org/I4210092870"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5042267540"],"corresponding_institution_ids":["https://openalex.org/I163151501"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.15755467,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1800","last_page":"1805"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12357","display_name":"Digital Media Forensic Detection","score":0.989300012588501,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.989300012588501,"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/T11105","display_name":"Advanced Image Processing Techniques","score":0.9835000038146973,"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/T13161","display_name":"Ideological and Political Education","score":0.9599000215530396,"subfield":{"id":"https://openalex.org/subfields/3304","display_name":"Education"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/deblurring","display_name":"Deblurring","score":0.9523190855979919},{"id":"https://openalex.org/keywords/distillation","display_name":"Distillation","score":0.7531804442405701},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6524816751480103},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5758617520332336},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4796479344367981},{"id":"https://openalex.org/keywords/stage","display_name":"Stage (stratigraphy)","score":0.4634447395801544},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.3934014141559601},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.3130131959915161},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.23557177186012268},{"id":"https://openalex.org/keywords/chromatography","display_name":"Chromatography","score":0.15597578883171082},{"id":"https://openalex.org/keywords/chemistry","display_name":"Chemistry","score":0.145894855260849},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.07917290925979614}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9523190855979919},{"id":"https://openalex.org/C204030448","wikidata":"https://www.wikidata.org/wiki/Q101017","display_name":"Distillation","level":2,"score":0.7531804442405701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6524816751480103},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5758617520332336},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4796479344367981},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.4634447395801544},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.3934014141559601},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.3130131959915161},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.23557177186012268},{"id":"https://openalex.org/C43617362","wikidata":"https://www.wikidata.org/wiki/Q170050","display_name":"Chromatography","level":1,"score":0.15597578883171082},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.145894855260849},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.07917290925979614},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/cscwd64889.2025.11033263","is_oa":false,"landing_page_url":"https://doi.org/10.1109/cscwd64889.2025.11033263","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 28th International Conference on Computer Supported Cooperative Work in Design (CSCWD)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G7256070602","display_name":null,"funder_award_id":"62202137,62306097","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":18,"referenced_works":["https://openalex.org/W2167307343","https://openalex.org/W2519630067","https://openalex.org/W2560533888","https://openalex.org/W2798735168","https://openalex.org/W2963312584","https://openalex.org/W2965217508","https://openalex.org/W2967978008","https://openalex.org/W3035484352","https://openalex.org/W3107405705","https://openalex.org/W3170697543","https://openalex.org/W3202362072","https://openalex.org/W4214577770","https://openalex.org/W4226453196","https://openalex.org/W4402509196","https://openalex.org/W4403296075","https://openalex.org/W4405812177","https://openalex.org/W6854592278","https://openalex.org/W6856570895"],"related_works":["https://openalex.org/W2066613488","https://openalex.org/W2031788393","https://openalex.org/W791927757","https://openalex.org/W2182590612","https://openalex.org/W3153582293","https://openalex.org/W2905397092","https://openalex.org/W2269775642","https://openalex.org/W3080537281","https://openalex.org/W2289746762","https://openalex.org/W2139384960"],"abstract_inverted_index":{"Image":[0,28],"deblurring":[1,29,145,175],"is":[2,30,123],"the":[3,46,78,89,103],"process":[4],"of":[5],"recovering":[6],"a":[7,11,31,55,67,85,110],"high-quality":[8],"image":[9,144,174],"from":[10],"degraded":[12],"image,":[13],"which":[14],"can":[15],"be":[16],"lost":[17],"sharpness":[18],"by":[19,84],"blur":[20],"filters,":[21],"noise,":[22],"compression,":[23],"or":[24],"other":[25],"degradation":[26],"factors.":[27],"challenging":[32],"task,":[33],"as":[34,88],"it":[35],"requires":[36],"dealing":[37],"with":[38,106],"complex":[39],"and":[40,44,50,74,80,114,129,139,150,165],"ill-posed":[41],"inverse":[42],"problems,":[43],"balancing":[45,148],"trade-off":[47],"between":[48],"performance":[49,149],"efficiency.":[51,152],"This":[52],"paper":[53],"introduces":[54],"multi-stage":[56],"knowledge":[57,127],"distillation":[58],"approach":[59],"using":[60],"teacher-student":[61],"network":[62,70],"interactions.":[63],"Our":[64,153],"method":[65,135,158],"employs":[66],"three-stage":[68],"teacher":[69],"combining":[71],"Window-based":[72],"Transformer":[73,87],"Unet":[75,112],"models":[76],"for":[77,100,125,162,170],"first":[79],"second":[81],"stage,":[82],"followed":[83],"Channel-level":[86],"third":[90],"stage":[91],"to":[92],"enhance":[93],"detail":[94],"extraction.":[95],"The":[96],"student":[97],"network,":[98],"streamlined":[99],"speed,":[101],"mirrors":[102],"teacher's":[104],"structure":[105],"lower":[107],"complexity,":[108],"incorporating":[109],"standard":[111],"model":[113,151],"channel":[115],"attention":[116],"mechanism.":[117],"A":[118],"new":[119,168],"Supervised":[120],"Attention":[121],"Module":[122],"introduced":[124],"effective":[126],"transfer":[128],"feature":[130],"enhancement.":[131],"We":[132],"evaluate":[133],"our":[134,157],"on":[136],"various":[137],"datasets":[138],"show":[140],"significant":[141],"enhancements":[142],"in":[143,173],"quality,":[146],"while":[147],"findings":[154],"suggest":[155],"that":[156],"has":[159],"great":[160],"potential":[161],"real-world":[163],"applications":[164],"opens":[166],"up":[167],"possibilities":[169],"future":[171],"research":[172],"techniques.":[176]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
