{"id":"https://openalex.org/W4399800955","doi":"https://doi.org/10.1109/tpami.2024.3416731","title":"Advancing Real-World Image Dehazing: Perspective, Modules, and Training","display_name":"Advancing Real-World Image Dehazing: Perspective, Modules, and Training","publication_year":2024,"publication_date":"2024-06-19","ids":{"openalex":"https://openalex.org/W4399800955","doi":"https://doi.org/10.1109/tpami.2024.3416731","pmid":"https://pubmed.ncbi.nlm.nih.gov/38896519"},"language":"en","primary_location":{"id":"doi:10.1109/tpami.2024.3416731","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3416731","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","pubmed"],"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/A5101445813","display_name":"Yuxin Feng","orcid":"https://orcid.org/0009-0001-7793-0957"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yuxin Feng","raw_affiliation_strings":["School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"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/A5042413309","display_name":"Xiaozhe Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I180662265","display_name":"China Mobile (China)","ror":"https://ror.org/05gftfe97","country_code":"CN","type":"company","lineage":["https://openalex.org/I180662265"]},{"id":"https://openalex.org/I862669128","display_name":"Xiaomi (China)","ror":"https://ror.org/029f7bn57","country_code":"CN","type":"company","lineage":["https://openalex.org/I862669128"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaozhe Meng","raw_affiliation_strings":["Mobile Phone Department, Xiaomi Technology Company LTD., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Mobile Phone Department, Xiaomi Technology Company LTD., Beijing, China","institution_ids":["https://openalex.org/I180662265","https://openalex.org/I862669128"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100403505","display_name":"Fan Zhou","orcid":"https://orcid.org/0000-0002-8038-8150"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Fan Zhou","raw_affiliation_strings":["School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","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"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Risheng 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":"last","author":{"id":"https://openalex.org/A5084552425","display_name":"Zhuo Su","orcid":"https://orcid.org/0000-0002-6090-0110"},"institutions":[{"id":"https://openalex.org/I157773358","display_name":"Sun Yat-sen University","ror":"https://ror.org/0064kty71","country_code":"CN","type":"education","lineage":["https://openalex.org/I157773358"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhuo Su","raw_affiliation_strings":["School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China"],"affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, National Engineering Research Center of Digital Life, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5101445813"],"corresponding_institution_ids":["https://openalex.org/I157773358"],"apc_list":null,"apc_paid":null,"fwci":21.1955,"has_fulltext":false,"cited_by_count":53,"citation_normalized_percentile":{"value":0.99717054,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":100},"biblio":{"volume":"46","issue":"12","first_page":"9303","last_page":"9320"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.44929999113082886,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11775","display_name":"COVID-19 diagnosis using AI","score":0.44929999113082886,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/perspective","display_name":"Perspective (graphical)","score":0.7439597845077515},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7269200086593628},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.692502498626709},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.6643387079238892},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.565500020980835},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.49686482548713684},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.46634265780448914},{"id":"https://openalex.org/keywords/computer-graphics","display_name":"Computer graphics (images)","score":0.4220667779445648}],"concepts":[{"id":"https://openalex.org/C12713177","wikidata":"https://www.wikidata.org/wiki/Q1900281","display_name":"Perspective (graphical)","level":2,"score":0.7439597845077515},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7269200086593628},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.692502498626709},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6643387079238892},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.565500020980835},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.49686482548713684},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.46634265780448914},{"id":"https://openalex.org/C121684516","wikidata":"https://www.wikidata.org/wiki/Q7600677","display_name":"Computer graphics (images)","level":1,"score":0.4220667779445648},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C153294291","wikidata":"https://www.wikidata.org/wiki/Q25261","display_name":"Meteorology","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/tpami.2024.3416731","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tpami.2024.3416731","pdf_url":null,"source":{"id":"https://openalex.org/S199944782","display_name":"IEEE Transactions on Pattern Analysis and Machine Intelligence","issn_l":"0162-8828","issn":["0162-8828","1939-3539","2160-9292"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320439","host_organization_name":"IEEE Computer Society","host_organization_lineage":["https://openalex.org/P4310320439","https://openalex.org/P4310319808"],"host_organization_lineage_names":["IEEE Computer Society","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 Pattern Analysis and Machine Intelligence","raw_type":"journal-article"},{"id":"pmid:38896519","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/38896519","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE transactions on pattern analysis and machine intelligence","raw_type":null}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G3122782564","display_name":null,"funder_award_id":"2023M740491","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G7068733155","display_name":null,"funder_award_id":"2024A1515011563","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":85,"referenced_works":["https://openalex.org/W125693051","https://openalex.org/W1552073401","https://openalex.org/W1982471090","https://openalex.org/W2028763589","https://openalex.org/W2113850718","https://openalex.org/W2128254161","https://openalex.org/W2156936307","https://openalex.org/W2256362396","https://openalex.org/W2519481857","https://openalex.org/W2594112328","https://openalex.org/W2614951941","https://openalex.org/W2779176852","https://openalex.org/W2890894871","https://openalex.org/W2895176907","https://openalex.org/W2897177665","https://openalex.org/W2912104034","https://openalex.org/W2962782447","https://openalex.org/W2963152299","https://openalex.org/W2963306157","https://openalex.org/W2963928582","https://openalex.org/W2977216913","https://openalex.org/W2988209803","https://openalex.org/W2989362930","https://openalex.org/W2990007814","https://openalex.org/W2997746169","https://openalex.org/W2998249728","https://openalex.org/W3022662467","https://openalex.org/W3034278302","https://openalex.org/W3034328879","https://openalex.org/W3034331889","https://openalex.org/W3035631962","https://openalex.org/W3107316803","https://openalex.org/W3112782334","https://openalex.org/W3124953441","https://openalex.org/W3133769291","https://openalex.org/W3155817208","https://openalex.org/W3173269149","https://openalex.org/W3177127346","https://openalex.org/W3179196239","https://openalex.org/W3180034634","https://openalex.org/W3180303049","https://openalex.org/W3207737840","https://openalex.org/W3208626099","https://openalex.org/W3215632849","https://openalex.org/W4205261430","https://openalex.org/W4206628548","https://openalex.org/W4214857282","https://openalex.org/W4221166948","https://openalex.org/W4224130636","https://openalex.org/W4226185636","https://openalex.org/W4285234777","https://openalex.org/W4285601497","https://openalex.org/W4285605794","https://openalex.org/W4295934483","https://openalex.org/W4296872284","https://openalex.org/W4304084089","https://openalex.org/W4304091766","https://openalex.org/W4306831410","https://openalex.org/W4310644579","https://openalex.org/W4312249431","https://openalex.org/W4312295033","https://openalex.org/W4312373367","https://openalex.org/W4312399981","https://openalex.org/W4312617404","https://openalex.org/W4312625691","https://openalex.org/W4312791693","https://openalex.org/W4312935338","https://openalex.org/W4313892909","https://openalex.org/W4317496742","https://openalex.org/W4318953193","https://openalex.org/W4321021768","https://openalex.org/W4324116694","https://openalex.org/W4327808545","https://openalex.org/W4372055152","https://openalex.org/W4378229533","https://openalex.org/W4378804917","https://openalex.org/W4380303497","https://openalex.org/W4385819731","https://openalex.org/W4386076209","https://openalex.org/W4386083159","https://openalex.org/W4387696030","https://openalex.org/W4390873793","https://openalex.org/W6637373629","https://openalex.org/W6676726796","https://openalex.org/W6803272178"],"related_works":["https://openalex.org/W230091440","https://openalex.org/W2233261550","https://openalex.org/W2810751659","https://openalex.org/W258997015","https://openalex.org/W2149537132","https://openalex.org/W2018871932","https://openalex.org/W2997094352","https://openalex.org/W641279757","https://openalex.org/W370975646","https://openalex.org/W1670566515"],"abstract_inverted_index":{"Restoring":[0],"high-quality":[1],"images":[2],"from":[3,52],"degraded":[4,85],"hazy":[5,73,79,205],"observations":[6],"is":[7,214],"a":[8,77,113,148,168],"fundamental":[9],"and":[10,60,95,135,194,202,213],"essential":[11],"task":[12],"in":[13,31,39,71,88,128,161,181],"the":[14,65,90,107,118,136,177,182,185,207,217],"field":[15],"of":[16,151,158,184],"computer":[17],"vision.":[18],"While":[19],"deep":[20,163],"models":[21],"have":[22],"achieved":[23],"significant":[24],"success":[25],"with":[26],"synthetic":[27,94],"data,":[28],"their":[29],"effectiveness":[30],"real-world":[32,40,72,96],"scenarios":[33],"remains":[34],"uncertain.":[35],"To":[36,63],"improve":[37],"adaptability":[38],"environments,":[41],"we":[42,75,111],"construct":[43],"an":[44],"entirely":[45],"new":[46,78,114,169],"computational":[47],"framework":[48],"by":[49,146],"making":[50],"efforts":[51],"three":[53],"key":[54],"aspects:":[55],"imaging":[56,80,109],"perspective,":[57],"structural":[58],"modules,":[59],"training":[61,152],"strategies.":[62],"simulate":[64],"often-overlooked":[66],"multiple":[67,84,189],"degradation":[68,122,137],"attributes":[69],"found":[70],"images,":[74],"develop":[76],"model":[81],"that":[82,104],"encapsulates":[83],"factors,":[86],"assisting":[87],"bridging":[89],"domain":[91],"gap":[92],"between":[93,144],"image":[97,191],"spaces.":[98],"In":[99],"contrast":[100],"to":[101,126,174,179],"existing":[102,162],"approaches":[103],"primarily":[105],"address":[106],"inverse":[108],"process,":[110],"design":[112],"dehazing":[115],"network":[116,129,178],"following":[117],"\"localization-and-removal\"":[119],"pipeline.":[120],"The":[121],"localization":[123],"module":[124,139],"aims":[125],"assist":[127],"capture":[130],"discriminative":[131],"haze-related":[132],"feature":[133],"information,":[134],"removal":[138],"focuses":[140],"on":[141,198],"eliminating":[142],"dependencies":[143],"features":[145,160],"learning":[147],"weighting":[149],"matrix":[150],"samples,":[153],"thereby":[154],"avoiding":[155],"spurious":[156],"correlations":[157],"extracted":[159],"methods.":[164,220],"We":[165],"also":[166],"define":[167],"Gaussian":[170],"perceptual":[171],"contrastive":[172],"loss":[173],"further":[175],"constrain":[176],"update":[180],"direction":[183],"natural":[186],"dehazing.":[187],"Regarding":[188],"full/no-reference":[190],"quality":[192],"indicators":[193],"subjective":[195],"visual":[196],"effects":[197],"challenging":[199],"RTTS,":[200],"URHI,":[201],"Fattal":[203],"real":[204],"datasets,":[206],"proposed":[208],"method":[209],"has":[210],"superior":[211],"performance":[212],"better":[215],"than":[216],"current":[218],"state-of-the-art":[219]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":40},{"year":2024,"cited_by_count":5}],"updated_date":"2026-04-03T22:45:19.894376","created_date":"2025-10-10T00:00:00"}
