{"id":"https://openalex.org/W4391305770","doi":"https://doi.org/10.1109/tmm.2024.3359480","title":"A Prior Guided Wavelet-Spatial Dual Attention Transformer Framework for Heavy Rain Image Restoration","display_name":"A Prior Guided Wavelet-Spatial Dual Attention Transformer Framework for Heavy Rain Image Restoration","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391305770","doi":"https://doi.org/10.1109/tmm.2024.3359480"},"language":"en","primary_location":{"id":"doi:10.1109/tmm.2024.3359480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3359480","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":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5029387407","display_name":"Ronghui Zhang","orcid":"https://orcid.org/0000-0001-6107-4044"},"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":"Ronghui Zhang","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0001-6107-4044","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065942168","display_name":"Jiongze Yu","orcid":"https://orcid.org/0009-0001-0891-9076"},"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":"Jiongze Yu","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0009-0001-0891-9076","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003633670","display_name":"Junzhou Chen","orcid":"https://orcid.org/0000-0002-3388-3503"},"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":"Junzhou Chen","raw_affiliation_strings":["Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0002-3388-3503","affiliations":[{"raw_affiliation_string":"Guangdong Provincial Key Laboratory of Intelligent Transport System, School of Intelligent Systems Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030291480","display_name":"Guofa Li","orcid":"https://orcid.org/0000-0002-7889-4695"},"institutions":[{"id":"https://openalex.org/I158842170","display_name":"Chongqing University","ror":"https://ror.org/023rhb549","country_code":"CN","type":"education","lineage":["https://openalex.org/I158842170"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guofa Li","raw_affiliation_strings":["College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing, China"],"raw_orcid":"https://orcid.org/0000-0002-7889-4695","affiliations":[{"raw_affiliation_string":"College of Mechanical and Vehicle Engineering, Chongqing University, Chongqing, China","institution_ids":["https://openalex.org/I158842170"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100412937","display_name":"Liang Lin","orcid":"https://orcid.org/0000-0003-2248-3755"},"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":"Liang Lin","raw_affiliation_strings":["School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China"],"raw_orcid":"https://orcid.org/0000-0003-2248-3755","affiliations":[{"raw_affiliation_string":"School of Computer Science and Engineering, Sun Yat-sen University, Guangzhou, China","institution_ids":["https://openalex.org/I157773358"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103232173","display_name":"Danwei Wang","orcid":"https://orcid.org/0000-0003-3400-0079"},"institutions":[{"id":"https://openalex.org/I172675005","display_name":"Nanyang Technological University","ror":"https://ror.org/02e7b5302","country_code":"SG","type":"education","lineage":["https://openalex.org/I172675005"]}],"countries":["SG"],"is_corresponding":false,"raw_author_name":"Danwei Wang","raw_affiliation_strings":["School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore"],"raw_orcid":"https://orcid.org/0000-0003-3400-0079","affiliations":[{"raw_affiliation_string":"School of Electrical and Electronic Engineering, Nanyang Technological University, Singapore","institution_ids":["https://openalex.org/I172675005"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":7.3214,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.97367228,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"26","issue":null,"first_page":"7043","last_page":"7057"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9976999759674072,"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"}},"topics":[{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9976999759674072,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9970999956130981,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9923999905586243,"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":0.748602032661438},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.5834794044494629},{"id":"https://openalex.org/keywords/transformer","display_name":"Transformer","score":0.49973249435424805},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.49796485900878906},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4877622723579407},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.47943347692489624},{"id":"https://openalex.org/keywords/wavelet-transform","display_name":"Wavelet transform","score":0.4371567368507385},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.40826088190078735},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.3327344059944153},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3263247013092041},{"id":"https://openalex.org/keywords/electrical-engineering","display_name":"Electrical engineering","score":0.08811011910438538}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.748602032661438},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5834794044494629},{"id":"https://openalex.org/C66322947","wikidata":"https://www.wikidata.org/wiki/Q11658","display_name":"Transformer","level":3,"score":0.49973249435424805},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.49796485900878906},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4877622723579407},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.47943347692489624},{"id":"https://openalex.org/C196216189","wikidata":"https://www.wikidata.org/wiki/Q2867","display_name":"Wavelet transform","level":3,"score":0.4371567368507385},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.40826088190078735},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.3327344059944153},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3263247013092041},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.08811011910438538},{"id":"https://openalex.org/C165801399","wikidata":"https://www.wikidata.org/wiki/Q25428","display_name":"Voltage","level":2,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tmm.2024.3359480","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tmm.2024.3359480","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"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","score":0.5699999928474426,"display_name":"Climate action"}],"awards":[{"id":"https://openalex.org/G2020456614","display_name":null,"funder_award_id":"2023B1212060029","funder_id":"https://openalex.org/F4320335795","funder_display_name":"Science and Technology Planning Project of Guangdong Province"},{"id":"https://openalex.org/G3742414759","display_name":null,"funder_award_id":"51775565","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4427028770","display_name":null,"funder_award_id":"52172350","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5025365029","display_name":null,"funder_award_id":"2021A1515011794","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G8880083926","display_name":null,"funder_award_id":"2024B01W0079","funder_id":"https://openalex.org/F4320335480","funder_display_name":"Guangzhou Municipal Science and Technology Project"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320335480","display_name":"Guangzhou Municipal Science and Technology Project","ror":null},{"id":"https://openalex.org/F4320335795","display_name":"Science and Technology Planning Project of Guangdong Province","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":68,"referenced_works":["https://openalex.org/W2121396509","https://openalex.org/W2132984323","https://openalex.org/W2154621477","https://openalex.org/W2209874411","https://openalex.org/W2466666260","https://openalex.org/W2467473805","https://openalex.org/W2551161082","https://openalex.org/W2559264300","https://openalex.org/W2560023338","https://openalex.org/W2740982616","https://openalex.org/W2741196023","https://openalex.org/W2752782242","https://openalex.org/W2777170053","https://openalex.org/W2780930362","https://openalex.org/W2884068670","https://openalex.org/W2887181327","https://openalex.org/W2910832120","https://openalex.org/W2912435603","https://openalex.org/W2913360047","https://openalex.org/W2930755307","https://openalex.org/W2962793481","https://openalex.org/W2963073614","https://openalex.org/W2963494934","https://openalex.org/W2963866045","https://openalex.org/W2964212750","https://openalex.org/W2998545307","https://openalex.org/W3017109268","https://openalex.org/W3017123215","https://openalex.org/W3028045870","https://openalex.org/W3035250394","https://openalex.org/W3035326127","https://openalex.org/W3047572483","https://openalex.org/W3081770448","https://openalex.org/W3090004407","https://openalex.org/W3094502228","https://openalex.org/W3121983777","https://openalex.org/W3138516171","https://openalex.org/W3140957206","https://openalex.org/W3167082280","https://openalex.org/W3170697543","https://openalex.org/W3171125843","https://openalex.org/W3174756006","https://openalex.org/W3174841291","https://openalex.org/W3176153963","https://openalex.org/W3185385692","https://openalex.org/W3185980597","https://openalex.org/W3189867217","https://openalex.org/W3193659426","https://openalex.org/W3207918547","https://openalex.org/W3212876649","https://openalex.org/W4225672218","https://openalex.org/W4230654051","https://openalex.org/W4283023197","https://openalex.org/W4285117320","https://openalex.org/W4296212353","https://openalex.org/W4300479382","https://openalex.org/W4304086152","https://openalex.org/W4312678820","https://openalex.org/W4312812783","https://openalex.org/W4312832682","https://openalex.org/W4376456845","https://openalex.org/W4386075800","https://openalex.org/W4386608753","https://openalex.org/W4387968547","https://openalex.org/W4390872931","https://openalex.org/W6784333009","https://openalex.org/W6798016242","https://openalex.org/W6838160470"],"related_works":["https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2784060934","https://openalex.org/W2902714807","https://openalex.org/W2537489131","https://openalex.org/W2394084632","https://openalex.org/W2358293514","https://openalex.org/W2046633342","https://openalex.org/W2014650515","https://openalex.org/W2077021924"],"abstract_inverted_index":{"Heavy":[0],"rain":[1,16,27,132],"significantly":[2],"reduces":[3],"image":[4,188],"visibility,":[5],"hindering":[6],"tasks":[7],"like":[8],"autonomous":[9],"driving":[10],"and":[11,55,129,147,190,208,216],"video":[12],"surveillance.":[13],"Many":[14],"existing":[15],"removal":[17],"methods,":[18],"while":[19],"effective":[20],"in":[21,71,197],"light":[22],"rain,":[23],"falter":[24],"under":[25],"heavy":[26,198],"due":[28],"to":[29,82,168,204],"their":[30,173],"reliance":[31],"on":[32,72],"purely":[33],"spatial":[34,56,68,89],"features.":[35],"Recognizing":[36],"this":[37],"challenge,":[38],"we":[39,101],"introduce":[40],"the":[41,60,67,76,88,93,103,112,137,170],"Wavelet-Spatial":[42],"Dual":[43],"Attention":[44,115],"Transformer":[45,158],"Framework":[46],"(WSDformer).":[47],"This":[48,107,162,201],"innovative":[49],"architecture":[50],"adeptly":[51],"captures":[52],"both":[53],"frequency":[54,85],"characteristics,":[57],"anchored":[58],"by":[59,111],"wavelet-spatial":[61],"dual":[62],"attention":[63,69,78],"(WSDA)":[64],"mechanism.":[65],"While":[66],"zeroes":[70],"intricate":[73],"local":[74],"details,":[75],"wavelet":[77,80],"leverages":[79],"decomposition":[81],"encompass":[83],"diverse":[84,205],"information,":[86],"augmenting":[87],"representations.":[90],"Furthermore,":[91],"addressing":[92],"persistent":[94],"issue":[95],"of":[96,140,172],"incomplete":[97],"structural":[98],"detail":[99],"restoration,":[100],"integrate":[102],"PriorFormer":[104],"Block":[105],"(PFB).":[106],"unique":[108],"module,":[109],"underpinned":[110],"Prior":[113],"Fusion":[114],"(PFA),":[116],"synergizes":[117],"residual":[118],"channel":[119],"prior":[120],"features":[121],"with":[122,194],"input":[123],"features,":[124],"thereby":[125],"enhancing":[126],"background":[127],"structures":[128],"guiding":[130],"precise":[131],"feature":[133],"extraction.":[134],"To":[135],"navigate":[136],"intrinsic":[138],"constraints":[139],"U-shaped":[141],"transformers,":[142],"such":[143],"as":[144],"semantic":[145,166],"discontinuities":[146],"subdued":[148],"multi-scale":[149],"interactions":[150],"from":[151],"skip":[152],"connections,":[153],"our":[154,182],"Cross":[155],"Interaction":[156],"U-Shaped":[157],"Network":[159],"is":[160,221],"introduced.":[161],"design":[163],"empowers":[164],"superior":[165],"layers":[167],"streamline":[169],"extraction":[171],"lower-tier":[174],"counterparts,":[175],"optimizing":[176],"network":[177],"learning.":[178],"Empirical":[179],"analysis":[180],"reveals":[181],"method's":[183],"leading":[184],"prowess":[185],"across":[186],"rainy":[187,210],"datasets":[189],"achieves":[191],"state-of-the-art":[192],"performance,":[193],"notable":[195],"supremacy":[196],"rainfall":[199],"conditions.":[200],"superiority":[202],"extends":[203],"visual":[206],"challenges":[207],"real-world":[209],"scenarios,":[211],"affirming":[212],"its":[213],"broad":[214],"applicability":[215],"robustness.":[217],"The":[218],"source":[219],"code":[220],"available":[222],"at":[223],"<uri":[224],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[225],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">https://github.com/Jiongze-Yu/WSDformer</uri>":[226],".":[227]},"counts_by_year":[{"year":2026,"cited_by_count":8},{"year":2025,"cited_by_count":17},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}