{"id":"https://openalex.org/W7084106220","doi":"https://doi.org/10.1109/lsp.2025.3616020","title":"DeRainMamba: A Frequency-Aware State Space Model With Detail Enhancement for Image Deraining","display_name":"DeRainMamba: A Frequency-Aware State Space Model With Detail Enhancement for Image Deraining","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W7084106220","doi":"https://doi.org/10.1109/lsp.2025.3616020"},"language":"en","primary_location":{"id":"doi:10.1109/lsp.2025.3616020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3616020","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"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 Signal Processing Letters","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":null,"display_name":"Zhiliang Zhu","orcid":"https://orcid.org/0000-0002-0939-0741"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhiliang Zhu","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0002-0939-0741","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Zeng","orcid":"https://orcid.org/0000-0003-1231-398X"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Zeng","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0003-1231-398X","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Tao Yang","orcid":null},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Yang","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Guoliang Luo","orcid":"https://orcid.org/0000-0003-2028-8825"},"institutions":[{"id":"https://openalex.org/I13985625","display_name":"East China Jiaotong University","ror":"https://ror.org/05x2f1m38","country_code":"CN","type":"education","lineage":["https://openalex.org/I13985625"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guoliang Luo","raw_affiliation_strings":["School of Information and Software Engineering, East China Jiaotong University, Nanchang, China"],"raw_orcid":"https://orcid.org/0000-0003-2028-8825","affiliations":[{"raw_affiliation_string":"School of Information and Software Engineering, East China Jiaotong University, Nanchang, China","institution_ids":["https://openalex.org/I13985625"]}]},{"author_position":"last","author":{"id":null,"display_name":"Jiyong Zeng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210095258","display_name":"Jinchuan (China)","ror":"https://ror.org/00sxp6h30","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210095258"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiyong Zeng","raw_affiliation_strings":["Lianchuang Electronic Technology Company, Ltd., Nanchang, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lianchuang Electronic Technology Company, Ltd., Nanchang, China","institution_ids":["https://openalex.org/I4210095258"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":1.4604,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.83737019,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"32","issue":null,"first_page":"3869","last_page":"3873"},"is_retracted":false,"is_paratext":false,"is_xpac":true,"primary_topic":{"id":"https://openalex.org/T12688","display_name":"Microbial metabolism and enzyme function","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T12688","display_name":"Microbial metabolism and enzyme function","score":0.9717000126838684,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10932","display_name":"Microbial Metabolic Engineering and Bioproduction","score":0.0026000000070780516,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T12934","display_name":"Plant and fungal interactions","score":0.002400000113993883,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/convolution","display_name":"Convolution (computer science)","score":0.6765000224113464},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.5525000095367432},{"id":"https://openalex.org/keywords/image-quality","display_name":"Image quality","score":0.5105000138282776},{"id":"https://openalex.org/keywords/sequence","display_name":"Sequence (biology)","score":0.4474000036716461},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.43160000443458557},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.38679999113082886},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.3596999943256378},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.35830000042915344}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7053999900817871},{"id":"https://openalex.org/C45347329","wikidata":"https://www.wikidata.org/wiki/Q5166604","display_name":"Convolution (computer science)","level":3,"score":0.6765000224113464},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.6000999808311462},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.5774999856948853},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.5525000095367432},{"id":"https://openalex.org/C55020928","wikidata":"https://www.wikidata.org/wiki/Q3813865","display_name":"Image quality","level":3,"score":0.5105000138282776},{"id":"https://openalex.org/C2778112365","wikidata":"https://www.wikidata.org/wiki/Q3511065","display_name":"Sequence (biology)","level":2,"score":0.4474000036716461},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.43160000443458557},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.38679999113082886},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.3596999943256378},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.35830000042915344},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.34850001335144043},{"id":"https://openalex.org/C108882727","wikidata":"https://www.wikidata.org/wiki/Q2991685","display_name":"Solid modeling","level":2,"score":0.328000009059906},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.3057999908924103},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.3041999936103821},{"id":"https://openalex.org/C74193536","wikidata":"https://www.wikidata.org/wiki/Q574844","display_name":"Kernel (algebra)","level":2,"score":0.30320000648498535},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2989000082015991},{"id":"https://openalex.org/C141379421","wikidata":"https://www.wikidata.org/wiki/Q6094427","display_name":"Iterative reconstruction","level":2,"score":0.2937999963760376},{"id":"https://openalex.org/C102519508","wikidata":"https://www.wikidata.org/wiki/Q6520159","display_name":"Fourier transform","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.2865999937057495},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C75172450","wikidata":"https://www.wikidata.org/wiki/Q623950","display_name":"Fast Fourier transform","level":2,"score":0.27410000562667847}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lsp.2025.3616020","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lsp.2025.3616020","pdf_url":null,"source":{"id":"https://openalex.org/S120629676","display_name":"IEEE Signal Processing Letters","issn_l":"1070-9908","issn":["1070-9908","1558-2361"],"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 Signal Processing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.4195062518119812}],"awards":[{"id":"https://openalex.org/G1814906584","display_name":null,"funder_award_id":"20232BBE50020","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"},{"id":"https://openalex.org/G1833798197","display_name":null,"funder_award_id":"20223BBE51039","funder_id":"https://openalex.org/F4320327780","funder_display_name":"Key Research and Development Program of Jiangxi Province"},{"id":"https://openalex.org/G3925468628","display_name":null,"funder_award_id":"20232ACB212007","funder_id":"https://openalex.org/F4320331249","funder_display_name":"Science Fund for Distinguished Young Scholars of Jiangxi Province"},{"id":"https://openalex.org/G4173934627","display_name":null,"funder_award_id":"62462032","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5888276556","display_name":null,"funder_award_id":"62202165","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"},{"id":"https://openalex.org/F4320327780","display_name":"Key Research and Development Program of Jiangxi Province","ror":null},{"id":"https://openalex.org/F4320331249","display_name":"Science Fund for Distinguished Young Scholars of Jiangxi Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":32,"referenced_works":["https://openalex.org/W2105934661","https://openalex.org/W2114770744","https://openalex.org/W2559264300","https://openalex.org/W2740982616","https://openalex.org/W2912435603","https://openalex.org/W2964212750","https://openalex.org/W3008992439","https://openalex.org/W3035250394","https://openalex.org/W3035326127","https://openalex.org/W3085139254","https://openalex.org/W3170697543","https://openalex.org/W3174756006","https://openalex.org/W3207918547","https://openalex.org/W4206433182","https://openalex.org/W4225672218","https://openalex.org/W4230654051","https://openalex.org/W4283023197","https://openalex.org/W4285106444","https://openalex.org/W4312678820","https://openalex.org/W4312812783","https://openalex.org/W4386075800","https://openalex.org/W4391092744","https://openalex.org/W4402952320","https://openalex.org/W4405141806","https://openalex.org/W4405908078","https://openalex.org/W4405974115","https://openalex.org/W4406172284","https://openalex.org/W4408446475","https://openalex.org/W4409365520","https://openalex.org/W4413146346","https://openalex.org/W4414360611","https://openalex.org/W4414404693"],"related_works":[],"abstract_inverted_index":{"Image":[0],"deraining":[1],"is":[2],"crucial":[3],"for":[4,131],"improving":[5],"visual":[6],"quality":[7],"and":[8,28,50,70,83,104,110,123],"supporting":[9],"reliable":[10],"downstream":[11],"vision":[12],"tasks.":[13],"Although":[14],"Mamba-based":[15],"models":[16],"provide":[17],"efficient":[18],"sequence":[19],"modeling,":[20],"their":[21],"limited":[22],"ability":[23],"to":[24,59],"capture":[25],"fine-grained":[26],"details":[27],"lack":[29],"of":[30,119],"frequency-domain":[31,121],"awareness":[32],"restrict":[33],"further":[34,74],"improvements.":[35],"To":[36],"address":[37],"these":[38],"issues,":[39],"we":[40],"propose":[41],"DeRainMamba,":[42],"which":[43],"integrates":[44],"a":[45,128],"Frequency-Aware":[46],"State-Space":[47],"Module":[48],"(FASSM)":[49],"Multi-Directional":[51],"Perception":[52],"Convolution":[53],"(MDPConv).":[54],"FASSM":[55],"leverages":[56],"Fourier":[57],"transform":[58],"distinguish":[60],"rain":[61,68],"streaks":[62],"from":[63],"high-frequency":[64],"image":[65,133],"details,":[66],"balancing":[67],"removal":[69],"detail":[71,125],"preservation.":[72],"MDPConv":[73],"restores":[75],"local":[76],"structures":[77],"by":[78],"capturing":[79],"anisotropic":[80],"gradient":[81],"features":[82],"efficiently":[84],"fusing":[85],"multiple":[86],"convolution":[87],"branches.":[88],"Extensive":[89],"experiments":[90],"on":[91],"four":[92],"public":[93],"benchmarks":[94],"demonstrate":[95],"that":[96],"DeRainMamba":[97],"consistently":[98],"outperforms":[99],"state-of-the-art":[100],"methods":[101],"in":[102],"PSNR":[103],"SSIM,":[105],"while":[106],"requiring":[107],"fewer":[108],"parameters":[109],"lower":[111],"computational":[112],"costs.":[113],"These":[114],"results":[115],"validate":[116],"the":[117],"effectiveness":[118],"combining":[120],"modeling":[122],"spatial":[124],"enhancement":[126],"within":[127],"state-space":[129],"framework":[130],"single":[132],"deraining.":[134]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-05-30T06:14:24.967023","created_date":"2025-10-10T00:00:00"}