{"id":"https://openalex.org/W4406172284","doi":"https://doi.org/10.1109/tgrs.2025.3526927","title":"FMambaIR: A Hybrid State-Space Model and Frequency Domain for Image Restoration","display_name":"FMambaIR: A Hybrid State-Space Model and Frequency Domain for Image Restoration","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4406172284","doi":"https://doi.org/10.1109/tgrs.2025.3526927"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3526927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3526927","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","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/A5025004064","display_name":"Xin Luan","orcid":"https://orcid.org/0000-0002-3021-6211"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xin Luan","raw_affiliation_strings":["State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0002-3021-6211","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001938430","display_name":"Huijie Fan","orcid":"https://orcid.org/0000-0002-8548-861X"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huijie Fan","raw_affiliation_strings":["State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-8548-861X","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100366955","display_name":"Qiang Wang","orcid":"https://orcid.org/0000-0002-2018-1764"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I42852656","display_name":"Shenyang University","ror":"https://ror.org/04ddfwm68","country_code":"CN","type":"education","lineage":["https://openalex.org/I42852656"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Wang","raw_affiliation_strings":["State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","Key Laboratory of Manufacturing Industrial Integrated, Shenyang University, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0002-2018-1764","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Key Laboratory of Manufacturing Industrial Integrated, Shenyang University, Shenyang, China","institution_ids":["https://openalex.org/I42852656"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081246570","display_name":"Nan Yang","orcid":"https://orcid.org/0000-0002-3864-1191"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101167","display_name":"Institute of Oceanology","ror":"https://ror.org/018yw5541","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101167"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Nan Yang","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China","Institute of Oceanology, Chinese Academy of Sciences, Tsingtao, China"],"raw_orcid":"https://orcid.org/0000-0002-3864-1191","affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Institute of Oceanology, Chinese Academy of Sciences, Tsingtao, China","institution_ids":["https://openalex.org/I4210101167","https://openalex.org/I19820366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010861434","display_name":"Shiben Liu","orcid":"https://orcid.org/0000-0001-9376-2562"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shiben Liu","raw_affiliation_strings":["State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","University of Chinese Academy of Sciences, Beijing, China"],"raw_orcid":"https://orcid.org/0000-0001-9376-2562","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100347672","display_name":"Xiaofeng Li","orcid":"https://orcid.org/0000-0001-7038-5119"},"institutions":[{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210101167","display_name":"Institute of Oceanology","ror":"https://ror.org/018yw5541","country_code":"CN","type":"facility","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210101167"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaofeng Li","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China","Institute of Oceanology, Chinese Academy of Sciences, Tsingtao, China"],"raw_orcid":"https://orcid.org/0000-0001-7038-5119","affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Institute of Oceanology, Chinese Academy of Sciences, Tsingtao, China","institution_ids":["https://openalex.org/I4210101167","https://openalex.org/I19820366"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091319287","display_name":"Yandong Tang","orcid":"https://orcid.org/0000-0003-3805-7654"},"institutions":[{"id":"https://openalex.org/I142078773","display_name":"Shenyang Institute of Automation","ror":"https://ror.org/00ft6nj33","country_code":"CN","type":"facility","lineage":["https://openalex.org/I142078773","https://openalex.org/I19820366"]},{"id":"https://openalex.org/I19820366","display_name":"Chinese Academy of Sciences","ror":"https://ror.org/034t30j35","country_code":"CN","type":"government","lineage":["https://openalex.org/I19820366"]},{"id":"https://openalex.org/I4210165038","display_name":"University of Chinese Academy of Sciences","ror":"https://ror.org/05qbk4x57","country_code":"CN","type":"education","lineage":["https://openalex.org/I19820366","https://openalex.org/I4210165038"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yandong Tang","raw_affiliation_strings":["University of Chinese Academy of Sciences, Beijing, China","Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China"],"raw_orcid":"https://orcid.org/0000-0003-3805-7654","affiliations":[{"raw_affiliation_string":"University of Chinese Academy of Sciences, Beijing, China","institution_ids":["https://openalex.org/I4210165038"]},{"raw_affiliation_string":"Shenyang Institute of Automation, State Key Laboratory of Robotics, Chinese Academy of Sciences, Shenyang, China","institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5025004064"],"corresponding_institution_ids":["https://openalex.org/I142078773","https://openalex.org/I19820366","https://openalex.org/I4210165038"],"apc_list":null,"apc_paid":null,"fwci":26.3918,"has_fulltext":false,"cited_by_count":27,"citation_normalized_percentile":{"value":0.99709225,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"14"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10688","display_name":"Image and Signal Denoising Methods","score":0.9843000173568726,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9843000173568726,"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/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9351999759674072,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.9276999831199646,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/frequency-domain","display_name":"Frequency domain","score":0.5813316106796265},{"id":"https://openalex.org/keywords/image-restoration","display_name":"Image restoration","score":0.572940468788147},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5424327254295349},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.41513383388519287},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.4000760018825531},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.37247979640960693},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3467884063720703},{"id":"https://openalex.org/keywords/image-processing","display_name":"Image processing","score":0.32732492685317993},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.24229228496551514}],"concepts":[{"id":"https://openalex.org/C19118579","wikidata":"https://www.wikidata.org/wiki/Q786423","display_name":"Frequency domain","level":2,"score":0.5813316106796265},{"id":"https://openalex.org/C106430172","wikidata":"https://www.wikidata.org/wiki/Q6002272","display_name":"Image restoration","level":4,"score":0.572940468788147},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5424327254295349},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.41513383388519287},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.4000760018825531},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.37247979640960693},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3467884063720703},{"id":"https://openalex.org/C9417928","wikidata":"https://www.wikidata.org/wiki/Q1070689","display_name":"Image processing","level":3,"score":0.32732492685317993},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.24229228496551514}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3526927","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3526927","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"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 Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.7400000095367432,"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11"}],"awards":[{"id":"https://openalex.org/G3595393119","display_name":null,"funder_award_id":"2024JH2/102400022","funder_id":"https://openalex.org/F4320336742","funder_display_name":"Key Research and Development Program of Liaoning Province"},{"id":"https://openalex.org/G7309481675","display_name":null,"funder_award_id":"62073205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G944077816","display_name":null,"funder_award_id":"62273339","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/F4320336742","display_name":"Key Research and Development Program of Liaoning Province","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":81,"referenced_works":["https://openalex.org/W1885185971","https://openalex.org/W1901129140","https://openalex.org/W2009071067","https://openalex.org/W2566376500","https://openalex.org/W2791071401","https://openalex.org/W2792328492","https://openalex.org/W2963494934","https://openalex.org/W2981718299","https://openalex.org/W2990176100","https://openalex.org/W2997763120","https://openalex.org/W3006777311","https://openalex.org/W3009406242","https://openalex.org/W3034278302","https://openalex.org/W3035731588","https://openalex.org/W3041172212","https://openalex.org/W3107113662","https://openalex.org/W3121661546","https://openalex.org/W3134649899","https://openalex.org/W3157502174","https://openalex.org/W3174792937","https://openalex.org/W3203241450","https://openalex.org/W3205291758","https://openalex.org/W3207918547","https://openalex.org/W4225672218","https://openalex.org/W4282914989","https://openalex.org/W4285228564","https://openalex.org/W4312812783","https://openalex.org/W4312926817","https://openalex.org/W4313442864","https://openalex.org/W4319300839","https://openalex.org/W4323929084","https://openalex.org/W4327808545","https://openalex.org/W4377079715","https://openalex.org/W4380303497","https://openalex.org/W4381198963","https://openalex.org/W4382457726","https://openalex.org/W4383752898","https://openalex.org/W4385299503","https://openalex.org/W4385525551","https://openalex.org/W4385667669","https://openalex.org/W4385768060","https://openalex.org/W4385800763","https://openalex.org/W4385848801","https://openalex.org/W4386071708","https://openalex.org/W4386075678","https://openalex.org/W4386562672","https://openalex.org/W4386766981","https://openalex.org/W4387789877","https://openalex.org/W4387967967","https://openalex.org/W4387969013","https://openalex.org/W4387969772","https://openalex.org/W4387987031","https://openalex.org/W4389459295","https://openalex.org/W4390604514","https://openalex.org/W4390874114","https://openalex.org/W4391305882","https://openalex.org/W4393282383","https://openalex.org/W4394007483","https://openalex.org/W4394939007","https://openalex.org/W4397026441","https://openalex.org/W4399618753","https://openalex.org/W4401025695","https://openalex.org/W4402473936","https://openalex.org/W4402952320","https://openalex.org/W4403791295","https://openalex.org/W4403791967","https://openalex.org/W4403842425","https://openalex.org/W4404486776","https://openalex.org/W4405864600","https://openalex.org/W4406457474","https://openalex.org/W4406613291","https://openalex.org/W6754146604","https://openalex.org/W6764816812","https://openalex.org/W6803444062","https://openalex.org/W6841205203","https://openalex.org/W6858733960","https://openalex.org/W6861420153","https://openalex.org/W6862845145","https://openalex.org/W6866401940","https://openalex.org/W6872710106","https://openalex.org/W6880001230"],"related_works":["https://openalex.org/W2121524756","https://openalex.org/W2357322570","https://openalex.org/W2997591215","https://openalex.org/W2227541280","https://openalex.org/W782553550","https://openalex.org/W1987967678","https://openalex.org/W2029783634","https://openalex.org/W2974904990","https://openalex.org/W2365681766","https://openalex.org/W2393963626"],"abstract_inverted_index":{"With":[0],"the":[1,12,55,70,85,99,133,137,142,153,171],"development":[2],"of":[3,14,96,136],"deep":[4],"learning,":[5],"impressive":[6],"progress":[7],"has":[8],"been":[9],"made":[10],"in":[11,46,69],"field":[13],"image":[15,47,59,78,92,139,180,185,189,193],"restoration.":[16,48,93],"The":[17,94,195],"existing":[18],"methods":[19,33,209],"mainly":[20],"rely":[21],"on":[22,178],"CNN":[23],"and":[24,89,106,125,141,191],"Transformer":[25],"to":[26,65,147,162,207],"obtain":[27],"multi-scale":[28],"feature":[29,41],"information.":[30],"However,":[31],"these":[32],"rarely":[34],"integrate":[35,163],"frequency":[36,71,88,127,143],"domain":[37,57,128],"information":[38],"effectively":[39],"during":[40],"extraction,":[42],"limiting":[43],"their":[44],"performance":[45,205],"Additionally,":[49],"few":[50],"have":[51],"combined":[52],"Mamba":[53,90,107,123,131],"with":[54],"Fourier":[56,104,126,146],"for":[58,91,108,169],"restoration,":[60],"which":[61,83,102,166],"limits":[62],"Mamba\u2019s":[63],"ability":[64],"perceive":[66],"global":[67,109,129,149],"degradation":[68,110],"domain.":[72],"Therefore,":[73],"we":[74,156],"propose":[75],"a":[76,116,158],"new":[77],"restoration":[79,181],"model":[80],"called":[81],"FMambaIR,":[82],"utilizes":[84,145],"complementarity":[86],"between":[87],"core":[95],"FMambaIR":[97,177,200],"is":[98,167,218],"F-Mamba":[100,114],"block,":[101],"combines":[103],"transform":[105],"perception":[111],"modeling.":[112,130],"Specifically,":[113],"adopts":[115],"dual":[117],"branch":[118,144],"complementary":[119],"structure,":[120],"including":[121,183],"spatial":[122],"branches":[124],"models":[132],"long-range":[134],"dependencies":[135],"entire":[138],"features,":[140],"extract":[148],"degraded":[150],"features":[151],"from":[152],"image.":[154],"Finally,":[155],"use":[157],"forward":[159],"feedback":[160],"network":[161],"local":[164],"information,":[165],"beneficial":[168],"improving":[170],"recovery":[172],"details.":[173],"We":[174],"comprehensively":[175],"evaluate":[176],"several":[179],"tasks,":[182],"underwater":[184],"enhancement,":[186],"remote":[187],"sensing":[188],"dehazing,":[190],"low-light":[192],"enhancement.":[194],"experimental":[196],"results":[197],"demonstrate":[198],"that":[199],"not":[201],"only":[202],"achieves":[203],"superior":[204],"compared":[206],"state-of-the-art":[208],"but":[210],"also":[211],"significantly":[212],"reduces":[213],"computational":[214],"complexity.":[215],"Our":[216],"code":[217],"available":[219],"at":[220],"https://github.com/mickoluan/FMambaIR.":[221]},"counts_by_year":[{"year":2026,"cited_by_count":13},{"year":2025,"cited_by_count":14}],"updated_date":"2026-05-30T09:04:40.226872","created_date":"2025-10-10T00:00:00"}