{"id":"https://openalex.org/W4392903585","doi":"https://doi.org/10.1109/icassp48485.2024.10446679","title":"Improving Motion Deblur By Multi-Output Learning","display_name":"Improving Motion Deblur By Multi-Output Learning","publication_year":2024,"publication_date":"2024-03-18","ids":{"openalex":"https://openalex.org/W4392903585","doi":"https://doi.org/10.1109/icassp48485.2024.10446679"},"language":"en","primary_location":{"id":"doi:10.1109/icassp48485.2024.10446679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5030972033","display_name":"Sidun Liu","orcid":"https://orcid.org/0000-0001-7715-4698"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sidun Liu","raw_affiliation_strings":["National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018873974","display_name":"Peng Qiao","orcid":"https://orcid.org/0000-0002-7882-6449"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Qiao","raw_affiliation_strings":["National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051680867","display_name":"Yong Dou","orcid":"https://orcid.org/0000-0002-1256-8934"},"institutions":[{"id":"https://openalex.org/I170215575","display_name":"National University of Defense Technology","ror":"https://ror.org/05d2yfz11","country_code":"CN","type":"education","lineage":["https://openalex.org/I170215575"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yong Dou","raw_affiliation_strings":["National University of Defense Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National University of Defense Technology","institution_ids":["https://openalex.org/I170215575"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I170215575"],"apc_list":null,"apc_paid":null,"fwci":0.5264,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.64905945,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"2900","last_page":"2904"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing 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/T11105","display_name":"Advanced Image Processing 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/T13114","display_name":"Image Processing Techniques and Applications","score":0.9936000108718872,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9927999973297119,"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/deblurring","display_name":"Deblurring","score":0.8717992305755615},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6887586116790771},{"id":"https://openalex.org/keywords/extension","display_name":"Extension (predicate logic)","score":0.5727015137672424},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5430409908294678},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.539649248123169},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5343503355979919},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.48139333724975586},{"id":"https://openalex.org/keywords/inference","display_name":"Inference","score":0.4779541492462158},{"id":"https://openalex.org/keywords/motion-blur","display_name":"Motion blur","score":0.4681470990180969},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.45147860050201416},{"id":"https://openalex.org/keywords/motion","display_name":"Motion (physics)","score":0.4391999840736389},{"id":"https://openalex.org/keywords/network-architecture","display_name":"Network architecture","score":0.4156048893928528},{"id":"https://openalex.org/keywords/computation","display_name":"Computation","score":0.41517531871795654},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.4139684736728668},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.2869799733161926},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.26996850967407227}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.8717992305755615},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6887586116790771},{"id":"https://openalex.org/C2778029271","wikidata":"https://www.wikidata.org/wiki/Q5421931","display_name":"Extension (predicate logic)","level":2,"score":0.5727015137672424},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5430409908294678},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.539649248123169},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5343503355979919},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.48139333724975586},{"id":"https://openalex.org/C2776214188","wikidata":"https://www.wikidata.org/wiki/Q408386","display_name":"Inference","level":2,"score":0.4779541492462158},{"id":"https://openalex.org/C2777708103","wikidata":"https://www.wikidata.org/wiki/Q852589","display_name":"Motion blur","level":3,"score":0.4681470990180969},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.45147860050201416},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.4391999840736389},{"id":"https://openalex.org/C193415008","wikidata":"https://www.wikidata.org/wiki/Q639681","display_name":"Network architecture","level":2,"score":0.4156048893928528},{"id":"https://openalex.org/C45374587","wikidata":"https://www.wikidata.org/wiki/Q12525525","display_name":"Computation","level":2,"score":0.41517531871795654},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.4139684736728668},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.2869799733161926},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.26996850967407227},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C187736073","wikidata":"https://www.wikidata.org/wiki/Q2920921","display_name":"Management","level":1,"score":0.0},{"id":"https://openalex.org/C38652104","wikidata":"https://www.wikidata.org/wiki/Q3510521","display_name":"Computer security","level":1,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp48485.2024.10446679","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp48485.2024.10446679","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"display_name":"Affordable and clean energy","score":0.699999988079071,"id":"https://metadata.un.org/sdg/7"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":22,"referenced_works":["https://openalex.org/W2012723578","https://openalex.org/W2027231794","https://openalex.org/W2043529138","https://openalex.org/W2126926806","https://openalex.org/W2150593711","https://openalex.org/W2300657047","https://openalex.org/W2560533888","https://openalex.org/W2564023417","https://openalex.org/W2593060940","https://openalex.org/W2752782242","https://openalex.org/W2988641380","https://openalex.org/W3036167779","https://openalex.org/W3096831136","https://openalex.org/W3170697543","https://openalex.org/W3176096490","https://openalex.org/W3207918547","https://openalex.org/W4225672218","https://openalex.org/W4312812783","https://openalex.org/W4312873952","https://openalex.org/W4312938066","https://openalex.org/W4385245566","https://openalex.org/W6779823529"],"related_works":["https://openalex.org/W4224288641","https://openalex.org/W4382450485","https://openalex.org/W4229459996","https://openalex.org/W2232201529","https://openalex.org/W2558246008","https://openalex.org/W4293737289","https://openalex.org/W4391468564","https://openalex.org/W4224029260","https://openalex.org/W4388209117","https://openalex.org/W4297097661"],"abstract_inverted_index":{"Image":[0],"deblurring":[1],"is":[2,108,119,124],"an":[3,50],"ill-posed":[4,36],"task,":[5],"where":[6,60,115],"exists":[7],"infinite":[8],"feasible":[9,79],"solutions":[10,80],"for":[11,113],"blurry":[12],"images.":[13],"Modem":[14],"deep":[15],"learning":[16,21,33],"approaches":[17],"usually":[18],"discard":[19],"the":[20,41,53,74,105,116,132,139,143,151,156],"of":[22],"blur":[23],"kernels":[24],"and":[25,65],"directly":[26],"employ":[27],"end-to-end":[28],"supervised":[29,32],"learning.":[30],"However,":[31],"can\u2019t":[34],"handle":[35],"tasks":[37],"appropriately.":[38],"It":[39],"regresses":[40],"average":[42],"thus":[43],"losing":[44],"sharp":[45,117],"details.":[46],"Therefore,":[47],"we":[48],"propose":[49,88],"extension":[51,141],"to":[52,55,76,81,110,150],"network":[54,169],"learn":[56],"from":[57],"stochastic":[58],"supervisions,":[59],"a":[61,89],"novel":[62,90],"multi-output":[63,140,157],"architecture":[64],"Min-Out":[66],"loss":[67],"function":[68],"are":[69],"designed.":[70],"Our":[71],"approach":[72,123],"enables":[73],"model":[75,154],"output":[77],"multiple":[78,127],"fit":[82],"various":[83],"non-uniform":[84],"motions.":[85],"We":[86],"then":[87],"parameter":[91],"multiplexing":[92],"method":[93],"that":[94],"reduces":[95],"computations":[96],"while":[97],"improving":[98],"performance":[99],"with":[100,126],"fewer":[101],"parameters.":[102],"After":[103],"training,":[104],"best-performed":[106],"head":[107],"fine-tuned":[109],"be":[111],"used":[112],"inference":[114],"label":[118],"absent.":[120],"The":[121],"proposed":[122],"evaluated":[125],"image":[128],"deblur":[129,135],"models":[130],"on":[131,168],"GoPro":[133],"motion":[134],"dataset.":[136],"On":[137],"average,":[138],"improves":[142],"PSNR":[144,165],"by":[145],"0.08":[146],"dB.":[147],"When":[148],"applied":[149],"popular":[152],"attention-based":[153],"Restormer,":[155],"helps":[158],"it":[159],"achieve":[160],"33.05":[161],"dB":[162],"(+0.13":[163],"dB)":[164],"without":[166],"modification":[167],"architecture.":[170]},"counts_by_year":[{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}