{"id":"https://openalex.org/W4387968091","doi":"https://doi.org/10.1145/3581783.3612594","title":"LHNet: A Low-cost Hybrid Network for Single Image Dehazing","display_name":"LHNet: A Low-cost Hybrid Network for Single Image Dehazing","publication_year":2023,"publication_date":"2023-10-26","ids":{"openalex":"https://openalex.org/W4387968091","doi":"https://doi.org/10.1145/3581783.3612594"},"language":"en","primary_location":{"id":"doi:10.1145/3581783.3612594","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3612594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","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/A5050656216","display_name":"Shenghai Yuan","orcid":"https://orcid.org/0009-0000-4850-2278"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Shenghai Yuan","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-4850-2278","affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006779923","display_name":"Jijia Chen","orcid":"https://orcid.org/0000-0002-3208-9623"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jijia Chen","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3208-9623","affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5073366340","display_name":"Jiaqi Li","orcid":"https://orcid.org/0009-0007-1979-6343"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiaqi Li","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0007-1979-6343","affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102888519","display_name":"Wenchao Jiang","orcid":"https://orcid.org/0000-0002-6300-1962"},"institutions":[{"id":"https://openalex.org/I139024713","display_name":"Guangdong University of Technology","ror":"https://ror.org/04azbjn80","country_code":"CN","type":"education","lineage":["https://openalex.org/I139024713"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenchao Jiang","raw_affiliation_strings":["Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6300-1962","affiliations":[{"raw_affiliation_string":"Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043464306","display_name":"Song Guo","orcid":"https://orcid.org/0000-0001-9831-2202"},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Song Guo","raw_affiliation_strings":["The Hong Kong Polytechnic University, Hong Kong, China"],"raw_orcid":"https://orcid.org/0000-0001-9831-2202","affiliations":[{"raw_affiliation_string":"The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5050656216"],"corresponding_institution_ids":["https://openalex.org/I139024713"],"apc_list":null,"apc_paid":null,"fwci":0.942,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.77660463,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"7706","last_page":"7717"},"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":0.9962000250816345,"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/T10036","display_name":"Advanced Neural Network Applications","score":0.9945999979972839,"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":0.8533840179443359},{"id":"https://openalex.org/keywords/granularity","display_name":"Granularity","score":0.5746278762817383},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5727015137672424},{"id":"https://openalex.org/keywords/code","display_name":"Code (set theory)","score":0.5571999549865723},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.5517574548721313},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5334382653236389},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.49242103099823},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.43646863102912903},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.4344967007637024},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.42187556624412537},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.34929603338241577}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8533840179443359},{"id":"https://openalex.org/C177774035","wikidata":"https://www.wikidata.org/wiki/Q1246948","display_name":"Granularity","level":2,"score":0.5746278762817383},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5727015137672424},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.5571999549865723},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5517574548721313},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5334382653236389},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.49242103099823},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.43646863102912903},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.4344967007637024},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.42187556624412537},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.34929603338241577},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","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/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/C177264268","wikidata":"https://www.wikidata.org/wiki/Q1514741","display_name":"Set (abstract data type)","level":2,"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/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","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/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","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":2,"locations":[{"id":"doi:10.1145/3581783.3612594","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3581783.3612594","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 31st ACM International Conference on Multimedia","raw_type":"proceedings-article"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-131640","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-131640","pdf_url":null,"source":{"id":"https://openalex.org/S4306401796","display_name":"Rare & Special e-Zone (The Hong Kong University of Science and Technology)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I200769079","host_organization_name":"Hong Kong University of Science and Technology","host_organization_lineage":["https://openalex.org/I200769079"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Conference paper"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G5540809163","display_name":null,"funder_award_id":"2018YFB1004202","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G636105823","display_name":null,"funder_award_id":"62237001","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":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":45,"referenced_works":["https://openalex.org/W1979319585","https://openalex.org/W1990592195","https://openalex.org/W2077862666","https://openalex.org/W2109616376","https://openalex.org/W2114867966","https://openalex.org/W2133665775","https://openalex.org/W2156936307","https://openalex.org/W2256362396","https://openalex.org/W2467473805","https://openalex.org/W2519481857","https://openalex.org/W2536722097","https://openalex.org/W2593414223","https://openalex.org/W2618530766","https://openalex.org/W2779176852","https://openalex.org/W2963163009","https://openalex.org/W2963928582","https://openalex.org/W2970360808","https://openalex.org/W2990007814","https://openalex.org/W2996546005","https://openalex.org/W2998249728","https://openalex.org/W2999023345","https://openalex.org/W3025057169","https://openalex.org/W3034278302","https://openalex.org/W3035601380","https://openalex.org/W3089141666","https://openalex.org/W3093348923","https://openalex.org/W3096831136","https://openalex.org/W3097237744","https://openalex.org/W3119686997","https://openalex.org/W3138516171","https://openalex.org/W3173269149","https://openalex.org/W3173342677","https://openalex.org/W3176259969","https://openalex.org/W3177127346","https://openalex.org/W3180034634","https://openalex.org/W3181236595","https://openalex.org/W3206886340","https://openalex.org/W3207737840","https://openalex.org/W4224130636","https://openalex.org/W4240153047","https://openalex.org/W4283369524","https://openalex.org/W4291536187","https://openalex.org/W4312617404","https://openalex.org/W4327808545","https://openalex.org/W4386076039"],"related_works":["https://openalex.org/W2931688134","https://openalex.org/W2377919138","https://openalex.org/W2378857091","https://openalex.org/W4256502920","https://openalex.org/W103652678","https://openalex.org/W2999756192","https://openalex.org/W4226090359","https://openalex.org/W4382701072","https://openalex.org/W2011624601","https://openalex.org/W2975817033"],"abstract_inverted_index":{"Single":[0],"image":[1,165],"dehazing":[2,24,152,174,182],"is":[3,92,197],"a":[4,80,172],"challenging":[5],"task":[6],"that":[7,158],"requires":[8],"both":[9],"local":[10,48,141],"detail":[11],"and":[12,15,40,66,126,142,154,191],"global":[13,38,143],"distribution,":[14],"can":[16,100,176],"be":[17,177],"applied":[18],"to":[19,60,129,135],"various":[20],"scenarios.":[21],"However,":[22],"physics-based":[23],"algorithms":[25,34,183],"perform":[26],"well":[27],"only":[28,189],"in":[29,69,105,163],"specific":[30],"settings,":[31],"while":[32],"CNN-based":[33],"struggle":[35],"with":[36,180,184],"capturing":[37],"information,":[39],"ViT-based":[41],"approaches":[42],"suffer":[43],"from":[44],"inadequate":[45],"representation":[46],"of":[47,52,57,90,96,108,114,139],"details.":[49],"The":[50,87,195],"shortcomings":[51],"the":[53,70,93,106,112,121,132,137,150,155],"above":[54],"three":[55],"types":[56],"methods":[58],"lead":[59],"issues":[61],"such":[62],"as":[63],"imbalanced":[64],"colors":[65],"incoherent":[67],"details":[68],"predicted":[71],"haze-free":[72],"image.":[73],"To":[74],"address":[75],"these":[76],"challenges,":[77],"we":[78],"propose":[79],"new":[81],"Low-cost":[82],"Hybrid":[83],"Network":[84],"called":[85],"LHNet.":[86],"key":[88],"insight":[89],"LHNet":[91,128,159],"effective":[94],"hybrid":[95],"different":[97,124],"features,":[98],"which":[99],"achieve":[101],"better":[102,173],"information":[103],"fusion":[104,118,133,170],"form":[107],"feature":[109],"awareness":[110],"at":[111,199],"cost":[113],"few":[115],"parameters.":[116],"This":[117],"approach":[119],"narrows":[120],"gap":[122],"between":[123],"features":[125],"enables":[127],"autonomously":[130],"choose":[131],"granularity":[134],"maximize":[136],"utilization":[138],"prior,":[140],"information.":[144],"Extensive":[145],"experiments":[146],"are":[147,193],"performed":[148],"on":[149],"mainstream":[151],"datasets,":[153],"results":[156],"show":[157],"achieves":[160],"state-of-the-art":[161],"performance":[162],"single":[164],"dehazing.":[166],"By":[167],"adopting":[168],"our":[169],"approach,":[171],"effect":[175],"achieved":[178],"than":[179],"other":[181],"more":[185],"parameters,":[186],"even":[187],"when":[188],"CNN":[190],"ViT":[192],"used.":[194],"code":[196],"available":[198],"https://github.com/SHYuanBest/LHNet.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
