{"id":"https://openalex.org/W4392909050","doi":"https://doi.org/10.1109/tmm.2024.3377133","title":"LHNetV2: A Balanced Low-Cost Hybrid Network for Single Image Dehazing","display_name":"LHNetV2: A Balanced Low-Cost Hybrid Network for Single Image Dehazing","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4392909050","doi":"https://doi.org/10.1109/tmm.2024.3377133"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3377133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3377133","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://pure.uva.nl/ws/files/233418345/LHNetV2_A_Balanced_Low-Cost_Hybrid_Network_for_Single_Image_Dehazing.pdf","any_repository_has_fulltext":true},"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":["School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0000-4850-2278","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, 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":["School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3208-9623","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, 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":["School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-6300-1962","affiliations":[{"raw_affiliation_string":"School of Computer Science and Technology, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068341719","display_name":"Zhiming Zhao","orcid":"https://orcid.org/0000-0002-6717-9418"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Zhiming Zhao","raw_affiliation_strings":["Multiscale Networked Systems (MNS) research group, University of Amsterdam, Amsterdam, The Netherlands"],"raw_orcid":"https://orcid.org/0000-0002-6717-9418","affiliations":[{"raw_affiliation_string":"Multiscale Networked Systems (MNS) research group, University of Amsterdam, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"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/I200769079","display_name":"Hong Kong University of Science and Technology","ror":"https://ror.org/00q4vv597","country_code":"HK","type":"education","lineage":["https://openalex.org/I200769079"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Song Guo","raw_affiliation_strings":["Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong"],"raw_orcid":"https://orcid.org/0000-0001-9831-2202","affiliations":[{"raw_affiliation_string":"Department of Computer Science and Engineering, The Hong Kong University of Science and Technology, Hong Kong","institution_ids":["https://openalex.org/I200769079"]}]}],"institutions":[],"countries_distinct_count":3,"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":1.1904,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.78511963,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"26","issue":null,"first_page":"8197","last_page":"8209"},"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/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9945999979972839,"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/T12597","display_name":"Fire Detection and Safety Systems","score":0.9940000176429749,"subfield":{"id":"https://openalex.org/subfields/2213","display_name":"Safety, Risk, Reliability and Quality"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5664582252502441},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5057129859924316},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10834714770317078}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5664582252502441},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5057129859924316},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10834714770317078}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1109/tmm.2024.3377133","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3377133","pdf_url":null,"source":{"id":"https://openalex.org/S137030581","display_name":"IEEE Transactions on Multimedia","issn_l":"1520-9210","issn":["1520-9210","1941-0077"],"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 Multimedia","raw_type":"journal-article"},{"id":"pmh:oai:dare.uva.nl:openaire/44163336-dbb6-4798-a9b7-c58d3f365a37","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/lhnetv2-a-balanced-lowcost-hybrid-network-for-single-image-dehazing(44163336-dbb6-4798-a9b7-c58d3f365a37).html","pdf_url":"https://pure.uva.nl/ws/files/233418345/LHNetV2_A_Balanced_Low-Cost_Hybrid_Network_for_Single_Image_Dehazing.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yuan, S, Chen, J, Jiang, W, Zhao, Z & Guo, S 2024, 'LHNetV2: A Balanced Low-Cost Hybrid Network for Single Image Dehazing', IEEE Transactions on Multimedia, vol. 26, pp. 8197-8209. https://doi.org/10.1109/tmm.2024.3377133","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:repository.hkust.edu.hk:1783.1-138768","is_oa":false,"landing_page_url":"http://repository.hkust.edu.hk/ir/Record/1783.1-138768","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":"Article"}],"best_oa_location":{"id":"pmh:oai:dare.uva.nl:openaire/44163336-dbb6-4798-a9b7-c58d3f365a37","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/lhnetv2-a-balanced-lowcost-hybrid-network-for-single-image-dehazing(44163336-dbb6-4798-a9b7-c58d3f365a37).html","pdf_url":"https://pure.uva.nl/ws/files/233418345/LHNetV2_A_Balanced_Low-Cost_Hybrid_Network_for_Single_Image_Dehazing.pdf","source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Yuan, S, Chen, J, Jiang, W, Zhao, Z & Guo, S 2024, 'LHNetV2: A Balanced Low-Cost Hybrid Network for Single Image Dehazing', IEEE Transactions on Multimedia, vol. 26, pp. 8197-8209. https://doi.org/10.1109/tmm.2024.3377133","raw_type":"info:eu-repo/semantics/publishedVersion"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1808308080","display_name":null,"funder_award_id":"R5034-18","funder_id":"https://openalex.org/F4320307285","funder_display_name":"Impact Fund"},{"id":"https://openalex.org/G3802291057","display_name":null,"funder_award_id":"R5060-19","funder_id":"https://openalex.org/F4320307285","funder_display_name":"Impact Fund"},{"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/F4320307285","display_name":"Impact Fund","ror":"https://ror.org/00jb20j87"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320325020","display_name":"LifeWatch \u2013 Niclas \u00d6berg Foundation","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4392909050.pdf","grobid_xml":"https://content.openalex.org/works/W4392909050.grobid-xml"},"referenced_works_count":73,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1967369969","https://openalex.org/W1979319585","https://openalex.org/W2028763589","https://openalex.org/W2028990532","https://openalex.org/W2077862666","https://openalex.org/W2109616376","https://openalex.org/W2114867966","https://openalex.org/W2121880036","https://openalex.org/W2128254161","https://openalex.org/W2133665775","https://openalex.org/W2136342682","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/W2767516232","https://openalex.org/W2779176852","https://openalex.org/W2798876216","https://openalex.org/W2808305757","https://openalex.org/W2962754725","https://openalex.org/W2963074253","https://openalex.org/W2963807318","https://openalex.org/W2963928582","https://openalex.org/W2969134192","https://openalex.org/W2970360808","https://openalex.org/W2972006294","https://openalex.org/W2990007814","https://openalex.org/W2996546005","https://openalex.org/W2998249728","https://openalex.org/W3025057169","https://openalex.org/W3034278302","https://openalex.org/W3035601380","https://openalex.org/W3089141666","https://openalex.org/W3096115256","https://openalex.org/W3119686997","https://openalex.org/W3126246374","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3170841864","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/W3207918547","https://openalex.org/W4214857282","https://openalex.org/W4283369524","https://openalex.org/W4312617404","https://openalex.org/W4312678820","https://openalex.org/W4312812783","https://openalex.org/W4323065241","https://openalex.org/W4327808545","https://openalex.org/W4361802848","https://openalex.org/W4384648639","https://openalex.org/W4385486363","https://openalex.org/W4386076209","https://openalex.org/W4387448119","https://openalex.org/W4387968091","https://openalex.org/W4388189239","https://openalex.org/W4388430459","https://openalex.org/W4390874447","https://openalex.org/W6718379498","https://openalex.org/W6739901393","https://openalex.org/W6745245109","https://openalex.org/W6757412153","https://openalex.org/W6765779288","https://openalex.org/W6784333009","https://openalex.org/W6854308872"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"Single-image":[0],"dehazing":[1],"is":[2,76,89,197],"a":[3,26,36,61,84,152],"challenging":[4],"task":[5],"that":[6,179],"requires":[7],"both":[8,159],"local":[9,49],"details":[10,23],"and":[11,21,46,83,114,139,163,175,188],"global":[12,42],"distribution.":[13],"Existing":[14],"methods":[15],"face":[16],"challenges":[17],"in":[18,33,118,135,145,192],"color":[19],"imbalance":[20],"inconsistent":[22],"when":[24],"predicting":[25],"haze-free":[27],"image,":[28],"because":[29],"of":[30,74,80,86,96,126,133,165],"their":[31],"limitations":[32],"generalization":[34],"from":[35],"specific":[37],"setting":[38],"(physics-based":[39],"methods),":[40],"capturing":[41,47],"information":[43,50],"(CNN-based":[44],"methods)":[45],"detailed":[48],"(":[51],"ViT-based":[52],"methods).":[53],"In":[54],"response":[55],"to":[56,91,121,157],"these":[57],"challenges,":[58],"we":[59,108,128,150],"propose":[60],"balanced":[62],"low-cost":[63],"hybrid":[64],"network":[65],"called":[66],"LHNetV2":[67,75,180],"based":[68],"on":[69,172],"LHNetV1.":[70,99,119],"The":[71,167,195],"key":[72],"insight":[73],"the":[77,93,97,103,110,123,130,136,141,146,160,176,182,186,189],"effective":[78],"fusion":[79],"different":[81],"features,":[82],"series":[85],"novel":[87],"approaches":[88],"proposed":[90],"increase":[92],"running":[94,190],"speed":[95,124,191],"original":[98,111],"Firstly,":[100],"building":[101],"upon":[102],"Feature-aware":[104],"Information":[105],"Fusion":[106],"method,":[107],"preserve":[109],"Physical":[112],"Embedding":[113],"Architecture":[115],"Aggregation":[116],"components":[117],"Next,":[120],"overcome":[122],"bottleneck":[125],"LHNetV1,":[127],"enhance":[129],"calculation":[131],"method":[132],"attention":[134],"ViT":[137],"sub-network":[138],"streamline":[140],"cross-stage":[142],"interaction":[143],"strategy":[144],"CNN":[147],"main-network.":[148],"Finally,":[149],"introduce":[151],"dynamic":[153],"adversarial":[154],"loss":[155],"function":[156],"bolster":[158],"training":[161],"stability":[162],"performance":[164,187],"LHNetV2.":[166],"experiments":[168],"are":[169],"extensively":[170],"conducted":[171],"mainstream":[173],"datasets,":[174],"results":[177],"demonstrate":[178],"achieves":[181],"best":[183],"balance":[184],"between":[185],"single-image":[193],"dehazing.":[194],"code":[196],"available":[198],"at":[199],"https://github.com/SHYuanBest/LHNet.":[200]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":3},{"year":2024,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2024-03-19T00:00:00"}
