{"id":"https://openalex.org/W4405953164","doi":"https://doi.org/10.1007/s44267-024-00072-9","title":"FusionMamba: dynamic feature enhancement for multimodal image fusion with Mamba","display_name":"FusionMamba: dynamic feature enhancement for multimodal image fusion with Mamba","publication_year":2024,"publication_date":"2024-12-31","ids":{"openalex":"https://openalex.org/W4405953164","doi":"https://doi.org/10.1007/s44267-024-00072-9"},"language":"en","primary_location":{"id":"doi:10.1007/s44267-024-00072-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-024-00072-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-024-00072-9.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://link.springer.com/content/pdf/10.1007/s44267-024-00072-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5027240611","display_name":"Xinyu Xie","orcid":"https://orcid.org/0000-0001-5039-3349"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":true,"raw_author_name":"Xinyu Xie","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao, China","School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao, China","institution_ids":["https://openalex.org/I49835588"]},{"raw_affiliation_string":"School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5040232431","display_name":"Yawen Cui","orcid":null},"institutions":[{"id":"https://openalex.org/I14243506","display_name":"Hong Kong Polytechnic University","ror":"https://ror.org/0030zas98","country_code":"HK","type":"education","lineage":["https://openalex.org/I14243506"]}],"countries":["HK"],"is_corresponding":false,"raw_author_name":"Yawen Cui","raw_affiliation_strings":["Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong, China"],"affiliations":[{"raw_affiliation_string":"Department of Electrical and Electronic Engineering, The Hong Kong Polytechnic University, Hong Kong, China","institution_ids":["https://openalex.org/I14243506"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101628586","display_name":"Tao Tan","orcid":"https://orcid.org/0000-0002-5573-1105"},"institutions":[{"id":"https://openalex.org/I49835588","display_name":"Macao Polytechnic University","ror":"https://ror.org/02sf5td35","country_code":"MO","type":"education","lineage":["https://openalex.org/I49835588"]}],"countries":["MO"],"is_corresponding":false,"raw_author_name":"Tao Tan","raw_affiliation_strings":["Faculty of Applied Sciences, Macao Polytechnic University, Macao, China"],"affiliations":[{"raw_affiliation_string":"Faculty of Applied Sciences, Macao Polytechnic University, Macao, China","institution_ids":["https://openalex.org/I49835588"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5036151138","display_name":"Xubin Zheng","orcid":"https://orcid.org/0000-0001-7365-1902"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Xubin Zheng","raw_affiliation_strings":["School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China","institution_ids":[]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5103099781","display_name":"Zitong Yu","orcid":"https://orcid.org/0000-0003-0422-6616"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Zitong Yu","raw_affiliation_strings":["School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China"],"affiliations":[{"raw_affiliation_string":"School of Computing and Information Technology, Great Bay University, Dongguan, Guangdong, 523000, China","institution_ids":[]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5027240611"],"corresponding_institution_ids":["https://openalex.org/I49835588"],"apc_list":null,"apc_paid":null,"fwci":51.3048,"has_fulltext":true,"cited_by_count":165,"citation_normalized_percentile":{"value":0.99935257,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"2","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11659","display_name":"Advanced Image Fusion Techniques","score":1.0,"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":1.0,"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/T10689","display_name":"Remote-Sensing Image Classification","score":0.9926000237464905,"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/T11019","display_name":"Image Enhancement Techniques","score":0.9914000034332275,"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/feature","display_name":"Feature (linguistics)","score":0.5625013113021851},{"id":"https://openalex.org/keywords/image","display_name":"Image (mathematics)","score":0.4657585918903351},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4632481336593628},{"id":"https://openalex.org/keywords/image-fusion","display_name":"Image fusion","score":0.46257737278938293},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.45220255851745605},{"id":"https://openalex.org/keywords/computer-vision","display_name":"Computer vision","score":0.44418662786483765},{"id":"https://openalex.org/keywords/fusion","display_name":"Fusion","score":0.4335249364376068},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3492205739021301},{"id":"https://openalex.org/keywords/linguistics","display_name":"Linguistics","score":0.03970903158187866}],"concepts":[{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.5625013113021851},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.4657585918903351},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4632481336593628},{"id":"https://openalex.org/C69744172","wikidata":"https://www.wikidata.org/wiki/Q860822","display_name":"Image fusion","level":3,"score":0.46257737278938293},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.45220255851745605},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.44418662786483765},{"id":"https://openalex.org/C158525013","wikidata":"https://www.wikidata.org/wiki/Q2593739","display_name":"Fusion","level":2,"score":0.4335249364376068},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3492205739021301},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.03970903158187866},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44267-024-00072-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-024-00072-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-024-00072-9.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:de47da3dd51e47cf8bf6e25c0832fdc8","is_oa":true,"landing_page_url":"https://doaj.org/article/de47da3dd51e47cf8bf6e25c0832fdc8","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Visual Intelligence, Vol 2, Iss 1, Pp 1-18 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44267-024-00072-9","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44267-024-00072-9","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44267-024-00072-9.pdf","source":{"id":"https://openalex.org/S4387289164","display_name":"Visual Intelligence","issn_l":"2731-9008","issn":["2731-9008"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Visual Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.5,"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9"}],"awards":[{"id":"https://openalex.org/G1477544716","display_name":null,"funder_award_id":"Guangdong","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2087396116","display_name":null,"funder_award_id":"China","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G809398285","display_name":null,"funder_award_id":"62306061","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8506230555","display_name":null,"funder_award_id":"2023A1515140037","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"}],"funders":[{"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":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4405953164.pdf"},"referenced_works_count":60,"referenced_works":["https://openalex.org/W1483870316","https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W1910108985","https://openalex.org/W2091649119","https://openalex.org/W2141773451","https://openalex.org/W2281258836","https://openalex.org/W2559870345","https://openalex.org/W2596164567","https://openalex.org/W2623012778","https://openalex.org/W2757470902","https://openalex.org/W2798987894","https://openalex.org/W2912083425","https://openalex.org/W2912147220","https://openalex.org/W2912581987","https://openalex.org/W2913935484","https://openalex.org/W2914304175","https://openalex.org/W2940940727","https://openalex.org/W2963787388","https://openalex.org/W2979983945","https://openalex.org/W2998012573","https://openalex.org/W2998529071","https://openalex.org/W3011768656","https://openalex.org/W3030921250","https://openalex.org/W3039415429","https://openalex.org/W3046194589","https://openalex.org/W3081152303","https://openalex.org/W3092444386","https://openalex.org/W3102411220","https://openalex.org/W3105639468","https://openalex.org/W3133700567","https://openalex.org/W3134155560","https://openalex.org/W3138516171","https://openalex.org/W3170161070","https://openalex.org/W3190808861","https://openalex.org/W3208827570","https://openalex.org/W4206713196","https://openalex.org/W4220893768","https://openalex.org/W4231579676","https://openalex.org/W4236965008","https://openalex.org/W4283732315","https://openalex.org/W4285784192","https://openalex.org/W4286361941","https://openalex.org/W4288391270","https://openalex.org/W4308310215","https://openalex.org/W4310413683","https://openalex.org/W4313555022","https://openalex.org/W4362014679","https://openalex.org/W4362496246","https://openalex.org/W4366482244","https://openalex.org/W4388407794","https://openalex.org/W4389491034","https://openalex.org/W4392223476","https://openalex.org/W4392617564","https://openalex.org/W4393192771","https://openalex.org/W4394966893","https://openalex.org/W4399352439","https://openalex.org/W4399849931","https://openalex.org/W6633595153","https://openalex.org/W6739901393"],"related_works":["https://openalex.org/W2788731446","https://openalex.org/W2204403038","https://openalex.org/W3152170969","https://openalex.org/W2379054866","https://openalex.org/W2549658594","https://openalex.org/W2370195708","https://openalex.org/W1490651872","https://openalex.org/W2139242969","https://openalex.org/W2284201331","https://openalex.org/W2095903272"],"abstract_inverted_index":{"Abstract":[0],"Multimodal":[1],"image":[2,18,197],"fusion":[3,150,170,198],"aims":[4,84],"to":[5,12,33,62,85],"integrate":[6],"information":[7],"from":[8],"different":[9],"imaging":[10],"techniques":[11],"produce":[13],"a":[14,77,143,193],"comprehensive,":[15],"detail-rich":[16],"single":[17],"for":[19,161],"downstream":[20,203],"vision":[21,98],"tasks.":[22,99],"Existing":[23],"methods":[24],"based":[25],"on":[26,176],"local":[27,136],"convolutional":[28],"neural":[29],"networks":[30],"(CNNs)":[31],"struggle":[32],"capture":[34],"global":[35,48,122],"features":[36],"efficiently,":[37],"while":[38,67,181],"Transformer-based":[39],"models":[40,60],"are":[41],"computationally":[42],"expensive,":[43],"although":[44],"they":[45],"excel":[46],"at":[47],"modeling.":[49],"Mamba":[50,107,171],"addresses":[51],"these":[52],"limitations":[53],"by":[54,90,108],"leveraging":[55],"selective":[56],"structured":[57],"state":[58],"space":[59],"(S4)":[61],"effectively":[63],"handle":[64],"long-range":[65],"dependencies":[66],"maintaining":[68],"linear":[69],"complexity.":[70],"In":[71,138],"this":[72],"paper,":[73],"we":[74,140],"propose":[75],"FusionMamba,":[76],"novel":[78],"dynamic":[79,110,148,156],"feature":[80,123,149,157],"enhancement":[81,158,163],"framework":[82,101],"that":[83,187],"overcome":[86],"the":[87,103,133,147,155,168,178],"challenges":[88],"faced":[89],"CNNs":[91],"and":[92,112,131,164,209],"Vision":[93],"Transformers":[94],"(ViTs)":[95],"in":[96,192],"computer":[97],"The":[100],"improves":[102],"visual":[104],"state-space":[105],"model":[106],"integrating":[109],"convolution":[111],"channel":[113],"attention":[114],"mechanisms,":[115],"which":[116,174],"not":[117],"only":[118],"retains":[119],"its":[120,206],"powerful":[121],"modeling":[124],"capability,":[125],"but":[126],"also":[127],"greatly":[128],"reduces":[129],"redundancy":[130],"enhances":[132],"expressiveness":[134],"of":[135,195],"features.":[137],"addition,":[139],"have":[141],"developed":[142],"new":[144],"module":[145,151,159,172],"called":[146],"(DFFM).":[152],"It":[153],"combines":[154],"(DFEM)":[160],"texture":[162],"disparity":[165],"perception":[166],"with":[167],"cross-modal":[169],"(CMFM),":[173],"focuses":[175],"enhancing":[177],"inter-modal":[179],"correlation":[180],"suppressing":[182],"redundant":[183],"information.":[184],"Experiments":[185],"show":[186],"FusionMamba":[188],"achieves":[189],"state-of-the-art":[190],"performance":[191],"variety":[194],"multimodal":[196],"tasks":[199],"as":[200,202],"well":[201],"experiments,":[204],"demonstrating":[205],"broad":[207],"applicability":[208],"superiority.":[210]},"counts_by_year":[{"year":2026,"cited_by_count":41},{"year":2025,"cited_by_count":120},{"year":2024,"cited_by_count":4}],"updated_date":"2026-04-18T07:56:08.524223","created_date":"2025-10-10T00:00:00"}
