{"id":"https://openalex.org/W3037343293","doi":"https://doi.org/10.1109/tcsvt.2020.3004854","title":"Learning Hadamard-Product-Propagation for Image Dehazing and Beyond","display_name":"Learning Hadamard-Product-Propagation for Image Dehazing and Beyond","publication_year":2020,"publication_date":"2020-06-25","ids":{"openalex":"https://openalex.org/W3037343293","doi":"https://doi.org/10.1109/tcsvt.2020.3004854","mag":"3037343293"},"language":"en","primary_location":{"id":"doi:10.1109/tcsvt.2020.3004854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2020.3004854","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/A5042370642","display_name":"Risheng Liu","orcid":"https://orcid.org/0000-0002-9554-0565"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]},{"id":"https://openalex.org/I4210136793","display_name":"Peng Cheng Laboratory","ror":"https://ror.org/03qdqbt06","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210136793"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Risheng Liu","raw_affiliation_strings":["DUT-RU International School of Information Science and Engineering, Dalian University of Technology, Dalian, China","Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China","Peng Cheng Laboratory, Shenzhen, China"],"affiliations":[{"raw_affiliation_string":"DUT-RU International School of Information Science and Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China","institution_ids":[]},{"raw_affiliation_string":"Peng Cheng Laboratory, Shenzhen, China","institution_ids":["https://openalex.org/I4210136793"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100685382","display_name":"Shiqi Li","orcid":"https://orcid.org/0009-0008-2128-3683"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiqi Li","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100675904","display_name":"Jinyuan Liu","orcid":"https://orcid.org/0000-0003-2085-2676"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinyuan Liu","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037377300","display_name":"Long Ma","orcid":"https://orcid.org/0000-0001-5125-0198"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Long Ma","raw_affiliation_strings":["School of Software Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057776894","display_name":"Xin Fan","orcid":"https://orcid.org/0000-0002-8991-4188"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Fan","raw_affiliation_strings":["DUT-RU International School of Information Science and Engineering, Dalian University of Technology, Dalian, China","Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China"],"affiliations":[{"raw_affiliation_string":"DUT-RU International School of Information Science and Engineering, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]},{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5045140275","display_name":"Zhongxuan Luo","orcid":"https://orcid.org/0000-0001-5997-2646"},"institutions":[{"id":"https://openalex.org/I27357992","display_name":"Dalian University of Technology","ror":"https://ror.org/023hj5876","country_code":"CN","type":"education","lineage":["https://openalex.org/I27357992"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongxuan Luo","raw_affiliation_strings":["Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China","School of Software Technology, Dalian University of Technology, Dalian, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory for Ubiquitous Network and Service Software of Liaoning Province, Dalian, China","institution_ids":[]},{"raw_affiliation_string":"School of Software Technology, Dalian University of Technology, Dalian, China","institution_ids":["https://openalex.org/I27357992"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5042370642"],"corresponding_institution_ids":["https://openalex.org/I27357992","https://openalex.org/I4210136793"],"apc_list":null,"apc_paid":null,"fwci":1.6609,"has_fulltext":false,"cited_by_count":26,"citation_normalized_percentile":{"value":0.86326208,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"31","issue":"4","first_page":"1366","last_page":"1379"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T11019","display_name":"Image Enhancement Techniques","score":1.0,"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/T10331","display_name":"Video Surveillance and Tracking Methods","score":0.9944999814033508,"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":0.9939000010490417,"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/computer-science","display_name":"Computer science","score":0.7456247210502625},{"id":"https://openalex.org/keywords/hadamard-transform","display_name":"Hadamard transform","score":0.5722646117210388},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5668445825576782},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.547851026058197},{"id":"https://openalex.org/keywords/property","display_name":"Property (philosophy)","score":0.4966650605201721},{"id":"https://openalex.org/keywords/generality","display_name":"Generality","score":0.4941258728504181},{"id":"https://openalex.org/keywords/smoothness","display_name":"Smoothness","score":0.47997450828552246},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.479099303483963},{"id":"https://openalex.org/keywords/prior-probability","display_name":"Prior probability","score":0.4455627501010895},{"id":"https://openalex.org/keywords/transmission","display_name":"Transmission (telecommunications)","score":0.4243360459804535},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.422260582447052},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3385965824127197},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13889679312705994}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7456247210502625},{"id":"https://openalex.org/C60292330","wikidata":"https://www.wikidata.org/wiki/Q1014065","display_name":"Hadamard transform","level":2,"score":0.5722646117210388},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5668445825576782},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.547851026058197},{"id":"https://openalex.org/C189950617","wikidata":"https://www.wikidata.org/wiki/Q937228","display_name":"Property (philosophy)","level":2,"score":0.4966650605201721},{"id":"https://openalex.org/C2780767217","wikidata":"https://www.wikidata.org/wiki/Q5532421","display_name":"Generality","level":2,"score":0.4941258728504181},{"id":"https://openalex.org/C102634674","wikidata":"https://www.wikidata.org/wiki/Q868473","display_name":"Smoothness","level":2,"score":0.47997450828552246},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.479099303483963},{"id":"https://openalex.org/C177769412","wikidata":"https://www.wikidata.org/wiki/Q278090","display_name":"Prior probability","level":3,"score":0.4455627501010895},{"id":"https://openalex.org/C761482","wikidata":"https://www.wikidata.org/wiki/Q118093","display_name":"Transmission (telecommunications)","level":2,"score":0.4243360459804535},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.422260582447052},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3385965824127197},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13889679312705994},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.0},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.0},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tcsvt.2020.3004854","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tcsvt.2020.3004854","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":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G3526176278","display_name":null,"funder_award_id":"61733002","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3593421382","display_name":null,"funder_award_id":"XLYC1807088","funder_id":"https://openalex.org/F4320329895","funder_display_name":"Liaoning Revitalization Talents Program"},{"id":"https://openalex.org/G3712061478","display_name":null,"funder_award_id":"61672125","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6799710784","display_name":null,"funder_award_id":"61772105","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8944108821","display_name":null,"funder_award_id":"61922019","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/F4320329895","display_name":"Liaoning Revitalization Talents Program","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":65,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W180758837","https://openalex.org/W1580436348","https://openalex.org/W1640745651","https://openalex.org/W1906770428","https://openalex.org/W1967369969","https://openalex.org/W1973569872","https://openalex.org/W1976263166","https://openalex.org/W1987444808","https://openalex.org/W1996726072","https://openalex.org/W2028763589","https://openalex.org/W2038713671","https://openalex.org/W2054814429","https://openalex.org/W2057065563","https://openalex.org/W2073623229","https://openalex.org/W2077862666","https://openalex.org/W2081140338","https://openalex.org/W2091420866","https://openalex.org/W2092377508","https://openalex.org/W2108598243","https://openalex.org/W2123293628","https://openalex.org/W2128254161","https://openalex.org/W2146086273","https://openalex.org/W2146907897","https://openalex.org/W2147318913","https://openalex.org/W2147985697","https://openalex.org/W2156137575","https://openalex.org/W2181646778","https://openalex.org/W2254039850","https://openalex.org/W2256362396","https://openalex.org/W2412926690","https://openalex.org/W2467473805","https://openalex.org/W2468596194","https://openalex.org/W2518979500","https://openalex.org/W2519481857","https://openalex.org/W2538303451","https://openalex.org/W2566376500","https://openalex.org/W2613155248","https://openalex.org/W2735974062","https://openalex.org/W2752401453","https://openalex.org/W2764207251","https://openalex.org/W2779176852","https://openalex.org/W2780108394","https://openalex.org/W2791710889","https://openalex.org/W2798876216","https://openalex.org/W2799265886","https://openalex.org/W2801654598","https://openalex.org/W2891209364","https://openalex.org/W2892730469","https://openalex.org/W2897662688","https://openalex.org/W2949956859","https://openalex.org/W2962754725","https://openalex.org/W2963306157","https://openalex.org/W2963753750","https://openalex.org/W2963928582","https://openalex.org/W2976715267","https://openalex.org/W2979261558","https://openalex.org/W2991006905","https://openalex.org/W3099025816","https://openalex.org/W3104725225","https://openalex.org/W3125028070","https://openalex.org/W6605121731","https://openalex.org/W6726979445","https://openalex.org/W6727252148","https://openalex.org/W6785915141"],"related_works":["https://openalex.org/W2045049461","https://openalex.org/W1978893398","https://openalex.org/W2201908702","https://openalex.org/W4381094582","https://openalex.org/W2369625323","https://openalex.org/W2364579609","https://openalex.org/W1977906818","https://openalex.org/W1522139108","https://openalex.org/W2353528968","https://openalex.org/W2032776242"],"abstract_inverted_index":{"Image":[0],"dehazing":[1,54],"has":[2],"evolved":[3],"into":[4],"an":[5],"attractive":[6],"research":[7],"field":[8],"in":[9,14,92,162,180],"the":[10,15,33,37,93,136,144,147,152,168,181,186,191],"computer":[11],"vision":[12],"community":[13],"past":[16],"few":[17],"decades.":[18],"Previous":[19],"traditional":[20,79],"approaches":[21,83],"attempt":[22],"to":[23,140,184,202,219],"design":[24],"energy-based":[25],"objective":[26],"functions.":[27],"However,":[28],"they":[29],"cannot":[30],"accurately":[31],"express":[32],"intrinsic":[34],"characteristics":[35],"of":[36,108,111,128,154,170,193,214,224],"images,":[38],"posing":[39],"weak":[40],"adaptation":[41],"ability":[42],"for":[43,52,167],"real-world":[44],"complex":[45,229],"scenarios.":[46],"More":[47,76],"recently,":[48],"deep":[49,81],"learning":[50,82],"techniques":[51],"image":[53,171,205,209],"have":[55],"matured":[56],"and":[57,80,131,207],"become":[58],"more":[59],"reliable,":[60],"showing":[61],"outstanding":[62],"performance.":[63],"Nevertheless,":[64],"these":[65],"methods":[66],"heavily":[67],"depend":[68],"on":[69,115,227],"training":[70],"data,":[71],"restricting":[72],"their":[73],"application":[74],"ranges.":[75],"importantly,":[77],"both":[78],"all":[84],"ignore":[85],"a":[86,99,109,120,126],"common":[87],"issue,":[88],"noises/artifacts":[89,179],"always":[90],"appear":[91],"recovery":[94,132,149,182],"process.":[95],"To":[96],"this":[97,116,174],"end,":[98],"new":[100],"Hadamard-Product":[101],"(HP)":[102],"model":[103],"is":[104,142,160],"proposed,":[105],"which":[106],"consists":[107],"series":[110,127,213],"data-driven":[112],"priors.":[113],"Based":[114],"model,":[117,196],"we":[118,176,197],"derive":[119],"Learnable":[121],"Hadamard-Product-Propagation":[122],"(LHPP)":[123],"by":[124],"cascading":[125],"principle-inspired":[129,137],"guidance":[130,138],"modules.":[133],"In":[134,173],"which,":[135],"related":[139],"transmission":[141],"endowed":[143],"smoothness":[145],"property,":[146],"other":[148],"module":[150],"satisfies":[151],"distribution":[153],"natural":[155],"images.":[156],"The":[157],"Hadamard-product-based":[158],"propagations":[159],"generated":[161],"our":[163,194,200,221,233],"developed":[164],"learnable":[165],"framework":[166],"task":[169],"dehazing.":[172],"way,":[175],"can":[177],"eliminate":[178],"procedure":[183],"obtain":[185],"ideal":[187],"outputs.":[188],"Subsequently,":[189],"since":[190],"generality":[192],"HP":[195],"successfully":[198],"extend":[199],"LHPP":[201],"settle":[203],"low-light":[204],"enhancement":[206,210],"underwater":[208],"problems.":[211],"A":[212],"analytical":[215],"experiments":[216],"are":[217],"performed":[218],"verify":[220],"effectiveness.":[222],"Plenty":[223],"performance":[225],"evaluations":[226],"three":[228],"tasks":[230],"fully":[231],"reveal":[232],"superiority":[234],"against":[235],"multiple":[236],"state-of-the-art":[237],"methods.":[238]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":6},{"year":2023,"cited_by_count":8},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}