{"id":"https://openalex.org/W4402124105","doi":"https://doi.org/10.1109/lgrs.2024.3453428","title":"MambaFormerSR: A Lightweight Model for Remote-Sensing Image Super-Resolution","display_name":"MambaFormerSR: A Lightweight Model for Remote-Sensing Image Super-Resolution","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4402124105","doi":"https://doi.org/10.1109/lgrs.2024.3453428"},"language":"en","primary_location":{"id":"doi:10.1109/lgrs.2024.3453428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3453428","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing 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":"https://openalex.org/A5082723081","display_name":"Ruicong Zhi","orcid":"https://orcid.org/0000-0002-6913-4248"},"institutions":[{"id":"https://openalex.org/I92403157","display_name":"University of Science and Technology Beijing","ror":"https://ror.org/02egmk993","country_code":"CN","type":"education","lineage":["https://openalex.org/I92403157"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ruicong Zhi","raw_affiliation_strings":["School of Computer and Communication Engineering and Beijing Key Laboratory of Knowledge Engineering for Material Science, University of Science and Technology Beijing, Beijing, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Communication Engineering and Beijing Key Laboratory of Knowledge Engineering for Material Science, University of Science and Technology Beijing, Beijing, China","institution_ids":["https://openalex.org/I92403157"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017965502","display_name":"Xiaopei Fan","orcid":"https://orcid.org/0009-0002-0536-6434"},"institutions":[{"id":"https://openalex.org/I38877650","display_name":"Zhengzhou University","ror":"https://ror.org/04ypx8c21","country_code":"CN","type":"education","lineage":["https://openalex.org/I38877650"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaopei Fan","raw_affiliation_strings":["National Supercomputing Center in Zhengzhou and the School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China"],"raw_orcid":"https://orcid.org/0009-0002-0536-6434","affiliations":[{"raw_affiliation_string":"National Supercomputing Center in Zhengzhou and the School of Computer and Artificial Intelligence, Zhengzhou University, Zhengzhou, China","institution_ids":["https://openalex.org/I38877650"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101285666","display_name":"Jingye Shi","orcid":null},"institutions":[{"id":"https://openalex.org/I21193070","display_name":"Beijing Jiaotong University","ror":"https://ror.org/01yj56c84","country_code":"CN","type":"education","lineage":["https://openalex.org/I21193070"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingye Shi","raw_affiliation_strings":["Beijing Key Laboratory of Security and Privacy in Intelligent Transportation, Beijing Jiaotong University, Beijing, China"],"raw_orcid":"https://orcid.org/0009-0003-3227-3214","affiliations":[{"raw_affiliation_string":"Beijing Key Laboratory of Security and Privacy in Intelligent Transportation, Beijing Jiaotong University, Beijing, China","institution_ids":["https://openalex.org/I21193070"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":6.8659,"has_fulltext":false,"cited_by_count":37,"citation_normalized_percentile":{"value":0.97572142,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":99,"max":100},"biblio":{"volume":"21","issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":0.9998000264167786,"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":0.9998000264167786,"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10689","display_name":"Remote-Sensing Image Classification","score":0.998199999332428,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6510940790176392},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.6067619919776917},{"id":"https://openalex.org/keywords/image-resolution","display_name":"Image resolution","score":0.5516298413276672},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.4498889446258545},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.42442458868026733},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3380984663963318},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.22998163104057312}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6510940790176392},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.6067619919776917},{"id":"https://openalex.org/C205372480","wikidata":"https://www.wikidata.org/wiki/Q210521","display_name":"Image resolution","level":2,"score":0.5516298413276672},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4498889446258545},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.42442458868026733},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3380984663963318},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.22998163104057312}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/lgrs.2024.3453428","is_oa":false,"landing_page_url":"https://doi.org/10.1109/lgrs.2024.3453428","pdf_url":null,"source":{"id":"https://openalex.org/S126920919","display_name":"IEEE Geoscience and Remote Sensing Letters","issn_l":"1545-598X","issn":["1545-598X","1558-0571"],"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 Geoscience and Remote Sensing Letters","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.4000000059604645,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[{"id":"https://openalex.org/G2598939874","display_name":null,"funder_award_id":"FRF-TP-20-10B","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"},{"id":"https://openalex.org/G3360702165","display_name":null,"funder_award_id":"2021YFB3901105","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G6326655663","display_name":null,"funder_award_id":"2018YFC0823002","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7344588967","display_name":null,"funder_award_id":"FRF-GF-19-010A","funder_id":"https://openalex.org/F4320335787","funder_display_name":"Fundamental Research Funds for the Central Universities"}],"funders":[{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1980038761","https://openalex.org/W2515866431","https://openalex.org/W3105577662","https://openalex.org/W3153239544","https://openalex.org/W4206244656","https://openalex.org/W4206433182","https://openalex.org/W4225672218","https://openalex.org/W4226219071","https://openalex.org/W4327808387","https://openalex.org/W4379746182","https://openalex.org/W4386075509","https://openalex.org/W4387789486","https://openalex.org/W4389326242","https://openalex.org/W4390872882","https://openalex.org/W4390873058","https://openalex.org/W4391047432","https://openalex.org/W6859298233","https://openalex.org/W6861342692"],"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":{"In":[0],"recent":[1],"years,":[2],"deep":[3],"learning-based":[4],"method":[5],"have":[6,177],"shown":[7],"impressive":[8],"performance":[9],"in":[10],"super-resolution":[11],"(SR)":[12],"reconstruction":[13,154],"tasks":[14],"for":[15,29,198],"remote-sensing":[16,63,81],"images.":[17,174],"However,":[18],"many":[19],"existing":[20],"methods":[21],"require":[22],"significant":[23],"computational":[24],"resources,":[25],"posing":[26],"a":[27,52,79,89,131,188],"challenge":[28],"edge":[30],"devices":[31],"with":[32,184,207],"limited":[33],"computing":[34],"capabilities.":[35],"To":[36],"address":[37],"this":[38],"issue,":[39],"we":[40,72,87,108,150],"introduce":[41,109],"Mamba,":[42],"an":[43,110,152],"emerging":[44],"novel":[45],"state":[46,90],"space":[47,91],"model":[48,83,138,186],"(SSM),":[49],"which":[50,122],"possesses":[51],"global":[53,69],"receptive":[54],"field":[55],"and":[56,59,75,92,102,129,171],"linear":[57],"complexity,":[58],"apply":[60],"it":[61],"to":[62,67,77,97,125,135,139,156,164],"SR":[64,82,206],"tasks.":[65],"Furthermore,":[66],"enhance":[68],"modeling":[70],"capabilities,":[71],"integrate":[73],"Mamba":[74],"Transformer":[76],"develop":[78],"lightweight":[80],"named":[84,115],"MambaFormerSR.":[85],"First,":[86],"design":[88],"attention":[93,133],"fusion":[94],"module":[95,134],"(SAFM)":[96],"capture":[98],"long-range":[99],"spatial":[100],"dependencies":[101],"fully":[103],"extract":[104],"image":[105,159,169],"features.":[106,148],"Subsequently,":[107],"improved":[111],"feed-forward":[112,119],"network":[113,120,163],"module,":[114],"convolutional":[116],"Fourier":[117],"transform":[118],"(CTFFN),":[121],"utilizes":[123],"convolutions":[124],"incorporate":[126],"local":[127],"information":[128],"employs":[130],"frequency-based":[132],"enable":[136],"the":[137,147,162,179,195],"focus":[140],"on":[141,166,194],"informative":[142],"frequency":[143],"components,":[144],"further":[145],"refining":[146],"Finally,":[149],"add":[151],"auxiliary":[153],"branch":[155],"reconstruct":[157],"coarse-grained":[158],"information,":[160],"enabling":[161],"concentrate":[165],"extracting":[167],"fine-grained":[168],"details":[170],"reconstructing":[172],"high-quality":[173],"Extensive":[175],"experiments":[176],"demonstrated":[178],"superiority":[180],"of":[181,191],"our":[182,185],"approach,":[183],"achieving":[187],"PSNR":[189],"value":[190],"30.28":[192],"dB":[193],"UCMerced":[196],"dataset":[197],"<inline-formula":[199],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[200],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">":[201],"<tex-math":[202],"notation=\"LaTeX\">$\\times":[203],"3$":[204],"</tex-math></inline-formula>":[205],"306k":[208],"parameters.":[209]},"counts_by_year":[{"year":2026,"cited_by_count":16},{"year":2025,"cited_by_count":21}],"updated_date":"2026-07-15T18:14:33.161393","created_date":"2025-10-10T00:00:00"}
