{"id":"https://openalex.org/W4407352337","doi":"https://doi.org/10.1109/tits.2025.3534472","title":"Low-Visibility Scene Enhancement by Isomorphic Dual-Branch Framework With Attention Learning","display_name":"Low-Visibility Scene Enhancement by Isomorphic Dual-Branch Framework With Attention Learning","publication_year":2025,"publication_date":"2025-02-10","ids":{"openalex":"https://openalex.org/W4407352337","doi":"https://doi.org/10.1109/tits.2025.3534472"},"language":"en","primary_location":{"id":"doi:10.1109/tits.2025.3534472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3534472","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","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/A5100653198","display_name":"Zhan Li","orcid":"https://orcid.org/0000-0003-3167-2718"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhan Li","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3167-2718","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005464872","display_name":"Wenqing Kuang","orcid":null},"institutions":[{"id":"https://openalex.org/I6507939","display_name":"China United Network Communications Group (China)","ror":"https://ror.org/028w99c90","country_code":"CN","type":"company","lineage":["https://openalex.org/I6507939"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenqing Kuang","raw_affiliation_strings":["China Unicom Software Research Institute, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China Unicom Software Research Institute, Guangzhou, China","institution_ids":["https://openalex.org/I6507939"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071522801","display_name":"Bir Bhanu","orcid":"https://orcid.org/0000-0001-8971-6416"},"institutions":[{"id":"https://openalex.org/I103635307","display_name":"University of California, Riverside","ror":"https://ror.org/03nawhv43","country_code":"US","type":"education","lineage":["https://openalex.org/I103635307"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Bir Bhanu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, University of California at Riverside, Riverside, CA, USA"],"raw_orcid":"https://orcid.org/0000-0001-8971-6416","affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, University of California at Riverside, Riverside, CA, USA","institution_ids":["https://openalex.org/I103635307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111290675","display_name":"Yifan Deng","orcid":"https://orcid.org/0009-0003-5595-3001"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yifan Deng","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101746970","display_name":"Yihang Chen","orcid":"https://orcid.org/0009-0002-3825-3911"},"institutions":[{"id":"https://openalex.org/I159948400","display_name":"Jinan University","ror":"https://ror.org/02xe5ns62","country_code":"CN","type":"education","lineage":["https://openalex.org/I159948400"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yihang Chen","raw_affiliation_strings":["College of Information Science and Technology, Jinan University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-3825-3911","affiliations":[{"raw_affiliation_string":"College of Information Science and Technology, Jinan University, Guangzhou, China","institution_ids":["https://openalex.org/I159948400"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101887409","display_name":"Kangkang Xu","orcid":"https://orcid.org/0000-0003-3622-2134"},"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":"Kangkang Xu","raw_affiliation_strings":["School of Electromechanical Engineering, Guangdong University of Technology, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-3622-2134","affiliations":[{"raw_affiliation_string":"School of Electromechanical Engineering, Guangdong University of Technology, Guangzhou, China","institution_ids":["https://openalex.org/I139024713"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.6663,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.89500026,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":95,"max":99},"biblio":{"volume":"26","issue":"5","first_page":"7127","last_page":"7141"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11019","display_name":"Image Enhancement Techniques","score":0.9987000226974487,"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":0.9987000226974487,"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/T10531","display_name":"Advanced Vision and Imaging","score":0.9966999888420105,"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/T11605","display_name":"Visual Attention and Saliency Detection","score":0.9919000267982483,"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/visibility","display_name":"Visibility","score":0.7717224359512329},{"id":"https://openalex.org/keywords/dual","display_name":"Dual (grammatical number)","score":0.6962159276008606},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6035028696060181},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5782083868980408},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4950231909751892},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13103348016738892},{"id":"https://openalex.org/keywords/art","display_name":"Art","score":0.08991563320159912},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.08440142869949341}],"concepts":[{"id":"https://openalex.org/C123403432","wikidata":"https://www.wikidata.org/wiki/Q654068","display_name":"Visibility","level":2,"score":0.7717224359512329},{"id":"https://openalex.org/C2780980858","wikidata":"https://www.wikidata.org/wiki/Q110022","display_name":"Dual (grammatical number)","level":2,"score":0.6962159276008606},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6035028696060181},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5782083868980408},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4950231909751892},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13103348016738892},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.08991563320159912},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.08440142869949341},{"id":"https://openalex.org/C124952713","wikidata":"https://www.wikidata.org/wiki/Q8242","display_name":"Literature","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tits.2025.3534472","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tits.2025.3534472","pdf_url":null,"source":{"id":"https://openalex.org/S144771191","display_name":"IEEE Transactions on Intelligent Transportation Systems","issn_l":"1524-9050","issn":["1524-9050","1558-0016"],"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 Intelligent Transportation Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1654981428","display_name":null,"funder_award_id":"62071201","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G1974296959","display_name":null,"funder_award_id":"2024A1515011762","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G8483252360","display_name":null,"funder_award_id":"2024A1515011762","funder_id":"https://openalex.org/F4320320671","funder_display_name":"National Research Foundation"}],"funders":[{"id":"https://openalex.org/F4320320671","display_name":"National Research Foundation","ror":"https://ror.org/05s0g1g46"},{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":57,"referenced_works":["https://openalex.org/W2114582993","https://openalex.org/W2117539524","https://openalex.org/W2128254161","https://openalex.org/W2133665775","https://openalex.org/W2254039850","https://openalex.org/W2476548250","https://openalex.org/W2560533888","https://openalex.org/W2866634454","https://openalex.org/W2928165649","https://openalex.org/W2962785568","https://openalex.org/W2963037989","https://openalex.org/W2963928582","https://openalex.org/W2964060609","https://openalex.org/W2990007814","https://openalex.org/W2998249728","https://openalex.org/W3035345812","https://openalex.org/W3170697543","https://openalex.org/W3207649350","https://openalex.org/W3209519737","https://openalex.org/W4225672218","https://openalex.org/W4304141717","https://openalex.org/W4307771774","https://openalex.org/W4311747015","https://openalex.org/W4312617404","https://openalex.org/W4312736567","https://openalex.org/W4312812783","https://openalex.org/W4312914040","https://openalex.org/W4312938066","https://openalex.org/W4313059954","https://openalex.org/W4327808545","https://openalex.org/W4362563560","https://openalex.org/W4367146759","https://openalex.org/W4379162719","https://openalex.org/W4383032317","https://openalex.org/W4386071839","https://openalex.org/W4386076209","https://openalex.org/W4387609223","https://openalex.org/W4388294785","https://openalex.org/W4388660656","https://openalex.org/W4388820144","https://openalex.org/W4389305847","https://openalex.org/W4390872514","https://openalex.org/W4391092744","https://openalex.org/W4391568911","https://openalex.org/W4391593953","https://openalex.org/W4394858294","https://openalex.org/W4396782878","https://openalex.org/W4405930897","https://openalex.org/W6797399245","https://openalex.org/W6798838024","https://openalex.org/W6845221098","https://openalex.org/W6849574363","https://openalex.org/W6851601525","https://openalex.org/W6851972558","https://openalex.org/W6852309812","https://openalex.org/W6987037084","https://openalex.org/W7046367878"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Vision-based":[0],"intelligent":[1,87],"systems":[2,88],"are":[3],"extensively":[4],"used":[5],"in":[6,59,180],"autonomous":[7],"driving,":[8],"traffic":[9],"monitoring,":[10],"and":[11,21,42,49,61,74,82,117,130,176,191,213],"transportation":[12],"surveillance":[13],"due":[14],"to":[15,46,67,161],"their":[16,26],"high":[17],"performance,":[18],"low":[19,38,43,219],"cost,":[20],"ease":[22],"of":[23,56,103,155],"installation.":[24],"However,":[25],"effectiveness":[27],"is":[28,225],"often":[29],"compromised":[30],"by":[31],"adverse":[32,91],"conditions":[33],"such":[34],"as":[35,134],"haze,":[36],"fog,":[37],"light,":[39],"motion":[40],"blur,":[41],"resolution,":[44],"leading":[45],"reduced":[47],"visibility":[48],"increased":[50],"safety":[51],"risks.":[52],"Additionally,":[53],"the":[54,68,135,153,156,199],"prevalence":[55],"high-definition":[57],"imaging":[58],"embedded":[60],"mobile":[62],"devices":[63],"presents":[64],"challenges":[65],"related":[66],"conflict":[69],"between":[70],"large":[71],"image":[72,207,211,215],"sizes":[73],"limited":[75],"computing":[76],"resources.":[77],"To":[78],"address":[79],"these":[80],"issues":[81],"enhance":[83],"visual":[84],"perception":[85],"for":[86,109,137,206],"operating":[89],"under":[90],"conditions,":[92],"this":[93],"study":[94],"proposes":[95],"an":[96],"all-in-one":[97],"isomorphic":[98],"dual-branch":[99],"(IDB)":[100],"framework":[101,201],"consisting":[102],"two":[104,157],"branches":[105],"with":[106,144,185],"identical":[107],"structures":[108],"different":[110],"functions,":[111],"a":[112,128],"loss-attention":[113],"(LA)":[114],"learning":[115],"strategy,":[116],"feature":[118],"fusion":[119],"super-resolution":[120,214],"(FFSR)":[121],"module.":[122],"The":[123,148,170,222],"versatile":[124],"IDB":[125],"network":[126],"employs":[127],"simple":[129],"effective":[131],"encoder-decoder":[132],"structure":[133],"backbone":[136],"both":[138],"branches,":[139,158],"which":[140],"can":[141],"be":[142],"replaced":[143],"task-specific":[145],"tailored":[146],"backbones.":[147],"plug-in":[149],"LA":[150],"strategy":[151],"differentiates":[152],"functions":[154],"adapting":[159],"them":[160],"various":[162],"tasks":[163],"without":[164],"increasing":[165],"computational":[166,220],"demands":[167],"during":[168],"inference.":[169],"FFSR":[171],"module":[172],"concatenates":[173],"multi-scale":[174],"features":[175],"restores":[177],"details":[178],"progressively":[179],"downsampled":[181],"images,":[182],"producing":[183],"outputs":[184],"improved":[186],"visibility,":[187],"brightness,":[188],"edge":[189],"sharpness,":[190],"color":[192],"fidelity.":[193],"Extensive":[194],"experimental":[195],"results":[196],"demonstrate":[197],"that":[198],"proposed":[200],"outperforms":[202],"several":[203],"state-of-the-art":[204],"methods":[205],"dehazing,":[208],"low-light":[209],"enhancement,":[210],"deblurring,":[212],"reconstruction":[216],"while":[217],"maintaining":[218],"overhead.":[221],"associated":[223],"code":[224],"publicly":[226],"available":[227],"athttps://github.com/lizhangray/IDBall.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":2}],"updated_date":"2026-07-29T09:40:50.615796","created_date":"2025-10-10T00:00:00"}
