{"id":"https://openalex.org/W4385488731","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191892","title":"MHRNet: A Multi-stage Image Deblurring Approach with High-Resolution Representation Learning","display_name":"MHRNet: A Multi-stage Image Deblurring Approach with High-Resolution Representation Learning","publication_year":2023,"publication_date":"2023-06-18","ids":{"openalex":"https://openalex.org/W4385488731","doi":"https://doi.org/10.1109/ijcnn54540.2023.10191892"},"language":"en","primary_location":{"id":"doi:10.1109/ijcnn54540.2023.10191892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191892","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","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/A5021386482","display_name":"Wenfu Liu","orcid":"https://orcid.org/0000-0003-1371-3619"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenfu Liu","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University,Shanghai,China","School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005382992","display_name":"Junjie Peng","orcid":"https://orcid.org/0000-0002-1046-4496"},"institutions":[{"id":"https://openalex.org/I113940042","display_name":"Shanghai University","ror":"https://ror.org/006teas31","country_code":"CN","type":"education","lineage":["https://openalex.org/I113940042"]},{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junjie Peng","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University,Shanghai,China","School of Computer Engineering and Science, Shanghai University, Shanghai, China","Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"Shanghai Institute for Advanced Communication and Data Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I113940042"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014584144","display_name":"Haochen Yuan","orcid":null},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haochen Yuan","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University,Shanghai,China","School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031755593","display_name":"Luming Zhang","orcid":"https://orcid.org/0000-0001-7187-6526"},"institutions":[{"id":"https://openalex.org/I141962983","display_name":"Shanghai University of Engineering Science","ror":"https://ror.org/0557b9y08","country_code":"CN","type":"education","lineage":["https://openalex.org/I141962983"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Luming Zhang","raw_affiliation_strings":["School of Computer Engineering and Science, Shanghai University,Shanghai,China","School of Computer Engineering and Science, Shanghai University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University,Shanghai,China","institution_ids":["https://openalex.org/I141962983"]},{"raw_affiliation_string":"School of Computer Engineering and Science, Shanghai University, Shanghai, China","institution_ids":["https://openalex.org/I141962983"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100804728","display_name":"Zesu Cai","orcid":null},"institutions":[{"id":"https://openalex.org/I204983213","display_name":"Harbin Institute of Technology","ror":"https://ror.org/01yqg2h08","country_code":"CN","type":"education","lineage":["https://openalex.org/I204983213"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zesu Cai","raw_affiliation_strings":["School of Computer Science and Technology, Harbin Institute of Technology,Harbin,China","School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology,Harbin,China","institution_ids":["https://openalex.org/I204983213"]},{"raw_affiliation_string":"School of Computer Science and Technology, Harbin Institute of Technology, Harbin, China","institution_ids":["https://openalex.org/I204983213"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.3368,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.58045056,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"8"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11105","display_name":"Advanced Image Processing Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9975000023841858,"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/T12357","display_name":"Digital Media Forensic Detection","score":0.9876999855041504,"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":0.9673624634742737},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.815494954586029},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.761431097984314},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5925567746162415},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.5609726905822754},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.5312640070915222},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5240364670753479},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5063806772232056},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4113505482673645},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.34701764583587646},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.2722678780555725},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11227518320083618}],"concepts":[{"id":"https://openalex.org/C2777693668","wikidata":"https://www.wikidata.org/wiki/Q25053743","display_name":"Deblurring","level":5,"score":0.9673624634742737},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.815494954586029},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.761431097984314},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5925567746162415},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5609726905822754},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.5312640070915222},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5240364670753479},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5063806772232056},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4113505482673645},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.34701764583587646},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.2722678780555725},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11227518320083618},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn54540.2023.10191892","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn54540.2023.10191892","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2023 International Joint Conference on Neural Networks (IJCNN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W233979554","https://openalex.org/W1598281290","https://openalex.org/W1916935112","https://openalex.org/W1995186987","https://openalex.org/W2020111712","https://openalex.org/W2047123483","https://openalex.org/W2101051626","https://openalex.org/W2126926806","https://openalex.org/W2141115311","https://openalex.org/W2163935418","https://openalex.org/W2167053624","https://openalex.org/W2312461778","https://openalex.org/W2474628748","https://openalex.org/W2560533888","https://openalex.org/W2564023417","https://openalex.org/W2565639579","https://openalex.org/W2961218591","https://openalex.org/W2963312584","https://openalex.org/W2963470893","https://openalex.org/W2964030969","https://openalex.org/W2965217508","https://openalex.org/W2982795046","https://openalex.org/W2988641380","https://openalex.org/W3034789174","https://openalex.org/W3035484352","https://openalex.org/W3085824656","https://openalex.org/W3096831136","https://openalex.org/W3106758205","https://openalex.org/W3107405705","https://openalex.org/W3170697543","https://openalex.org/W3200025979","https://openalex.org/W3202040256","https://openalex.org/W3202362072","https://openalex.org/W3202921169","https://openalex.org/W3207516177","https://openalex.org/W4214815024","https://openalex.org/W4225672218","https://openalex.org/W4312812783","https://openalex.org/W6683680428","https://openalex.org/W6775092777"],"related_works":["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","https://openalex.org/W2594717635"],"abstract_inverted_index":{"Image":[0],"deblurring":[1,100],"is":[2,19,96],"a":[3,33,57,89,112,177],"classic":[4],"task":[5],"in":[6,22],"computer":[7],"vision":[8],"that":[9,168],"aims":[10],"to":[11,37,56,61,72,104,130,149],"recover":[12],"clean":[13],"images":[14,17],"from":[15],"blurred":[16],"and":[18,26,43,66,101,137,153,164,175],"widely":[20],"used":[21],"surveillance,":[23],"medical":[24],"imaging":[25],"so":[27],"on.":[28],"Existing":[29],"methods":[30,51,174],"typically":[31],"apply":[32],"multi-stage":[34,114],"encoder-decoder":[35],"architecture":[36],"learn":[38],"features":[39,139],"at":[40,144],"different":[41],"scales,":[42],"they":[44,87],"have":[45],"achieved":[46],"remarkable":[47],"results.":[48],"However,":[49],"these":[50,77],"usually":[52],"map":[53],"the":[54,73,132,138,142,161,171,184],"input":[55],"low-resolution":[58],"(LR)":[59],"image":[60,71,99],"expand":[62],"its":[63],"receptive":[64],"field":[65],"then":[67],"gradually":[68],"reverse":[69],"this":[70,108,123],"original":[74],"resolution.":[75],"Although":[76],"approaches":[78],"obtain":[79,150],"rich":[80,155],"semantic":[81],"information":[82],"via":[83],"spatial":[84,93,135],"resolution":[85,146],"reduction,":[86],"lose":[88],"large":[90],"amount":[91],"of":[92,134],"information,":[94,136],"which":[95],"essential":[97],"for":[98],"extremely":[102],"difficult":[103],"recover.":[105],"To":[106],"solve":[107],"problem,":[109],"we":[110],"propose":[111],"novel":[113],"model":[115],"with":[116],"high-resolution":[117],"(HR)":[118],"representation":[119],"learning":[120],"(MHRNet).":[121],"In":[122],"model,":[124],"HR":[125],"representations":[126],"are":[127,147],"always":[128],"preserved":[129],"reduce":[131],"loss":[133],"across":[140],"all":[141],"scales":[143],"each":[145],"fused":[148],"spatially":[151],"accurate":[152],"semantically":[154],"features.":[156],"Extensive":[157],"experiments":[158],"conducted":[159],"on":[160,183],"GoPro,":[162],"HIDE":[163],"RealBlur":[165],"datasets":[166],"demonstrate":[167],"MHRNet":[169],"outperforms":[170],"state-of-the-art":[172],"(SOTA)":[173],"reaches":[176],"33.99-dB":[178],"peak":[179],"signal-to-noise":[180],"ratio":[181],"(PSNR)":[182],"GoPro":[185],"dataset.":[186]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
