{"id":"https://openalex.org/W7152113490","doi":"https://doi.org/10.1007/s11633-025-1587-8","title":"MGMILA: Eulerian Motion-aware MILA for Micro-gesture Recognition","display_name":"MGMILA: Eulerian Motion-aware MILA for Micro-gesture Recognition","publication_year":2026,"publication_date":"2026-04-01","ids":{"openalex":"https://openalex.org/W7152113490","doi":"https://doi.org/10.1007/s11633-025-1587-8"},"language":"en","primary_location":{"id":"doi:10.1007/s11633-025-1587-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-025-1587-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-025-1587-8.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"Machine Intelligence Research","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11633-025-1587-8.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5059997187","display_name":"Bohao Xing","orcid":"https://orcid.org/0009-0005-5924-4178"},"institutions":[{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Bohao Xing","raw_affiliation_strings":["Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland"],"raw_orcid":"https://orcid.org/0009-0005-5924-4178","affiliations":[{"raw_affiliation_string":"Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","institution_ids":["https://openalex.org/I63548447"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Deng Li","orcid":"https://orcid.org/0000-0002-7140-0701"},"institutions":[{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Deng Li","raw_affiliation_strings":["Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland"],"raw_orcid":"https://orcid.org/0000-0002-7140-0701","affiliations":[{"raw_affiliation_string":"Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","institution_ids":["https://openalex.org/I63548447"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Rong Gao","orcid":"https://orcid.org/0009-0007-8938-8222"},"institutions":[{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Rong Gao","raw_affiliation_strings":["Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland"],"raw_orcid":"https://orcid.org/0009-0007-8938-8222","affiliations":[{"raw_affiliation_string":"Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","institution_ids":["https://openalex.org/I63548447"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5127011790","display_name":"Xin Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Xin Liu","raw_affiliation_strings":["Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland"],"raw_orcid":"https://orcid.org/0000-0002-2242-6139","affiliations":[{"raw_affiliation_string":"Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","institution_ids":["https://openalex.org/I63548447"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5018012580","display_name":"Heikki K\u00e4lvi\u00e4inen","orcid":"https://orcid.org/0000-0002-0790-6847"},"institutions":[{"id":"https://openalex.org/I60587646","display_name":"Brno University of Technology","ror":"https://ror.org/03613d656","country_code":"CZ","type":"education","lineage":["https://openalex.org/I60587646"]},{"id":"https://openalex.org/I63548447","display_name":"Lappeenranta-Lahti University of Technology","ror":"https://ror.org/0208vgz68","country_code":"FI","type":"education","lineage":["https://openalex.org/I63548447"]}],"countries":["CZ","FI"],"is_corresponding":false,"raw_author_name":"Heikki K\u00e4lvi\u00e4inen","raw_affiliation_strings":["Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","Faculty of Information Technology, Brno University of Technology, Brno, 60200, Czech Republic"],"raw_orcid":"https://orcid.org/0000-0002-0790-6847","affiliations":[{"raw_affiliation_string":"Department of Computational Engineering, Lappeenranta-Lahti University of Technology LUT, Lappeenranta, 53850, Finland","institution_ids":["https://openalex.org/I63548447"]},{"raw_affiliation_string":"Faculty of Information Technology, Brno University of Technology, Brno, 60200, Czech Republic","institution_ids":["https://openalex.org/I60587646"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5127011790"],"corresponding_institution_ids":["https://openalex.org/I63548447"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.58749769,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"23","issue":"2","first_page":"352","last_page":"365"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10812","display_name":"Human Pose and Action Recognition","score":0.9222999811172485,"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/T10812","display_name":"Human Pose and Action Recognition","score":0.9222999811172485,"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/T11398","display_name":"Hand Gesture Recognition Systems","score":0.03790000081062317,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"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/T12290","display_name":"Human Motion and Animation","score":0.011800000444054604,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"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/motion","display_name":"Motion (physics)","score":0.7663000226020813},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6518999934196472},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5821999907493591},{"id":"https://openalex.org/keywords/action","display_name":"Action (physics)","score":0.5468999743461609},{"id":"https://openalex.org/keywords/action-recognition","display_name":"Action recognition","score":0.4569000005722046},{"id":"https://openalex.org/keywords/structure-from-motion","display_name":"Structure from motion","score":0.4447000026702881},{"id":"https://openalex.org/keywords/human-motion","display_name":"Human motion","score":0.4408000111579895},{"id":"https://openalex.org/keywords/perception","display_name":"Perception","score":0.4207000136375427},{"id":"https://openalex.org/keywords/gesture","display_name":"Gesture","score":0.41029998660087585}],"concepts":[{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.7663000226020813},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7297000288963318},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.6830999851226807},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6518999934196472},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5848000049591064},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5821999907493591},{"id":"https://openalex.org/C2780791683","wikidata":"https://www.wikidata.org/wiki/Q846785","display_name":"Action (physics)","level":2,"score":0.5468999743461609},{"id":"https://openalex.org/C2987834672","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Action recognition","level":3,"score":0.4569000005722046},{"id":"https://openalex.org/C146159030","wikidata":"https://www.wikidata.org/wiki/Q7625099","display_name":"Structure from motion","level":3,"score":0.4447000026702881},{"id":"https://openalex.org/C2986578859","wikidata":"https://www.wikidata.org/wiki/Q657632","display_name":"Human motion","level":3,"score":0.4408000111579895},{"id":"https://openalex.org/C26760741","wikidata":"https://www.wikidata.org/wiki/Q160402","display_name":"Perception","level":2,"score":0.4207000136375427},{"id":"https://openalex.org/C207347870","wikidata":"https://www.wikidata.org/wiki/Q371174","display_name":"Gesture","level":2,"score":0.41029998660087585},{"id":"https://openalex.org/C10161872","wikidata":"https://www.wikidata.org/wiki/Q557891","display_name":"Motion estimation","level":2,"score":0.4075999855995178},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.4059000015258789},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3869999945163727},{"id":"https://openalex.org/C2777036941","wikidata":"https://www.wikidata.org/wiki/Q6917771","display_name":"Motion analysis","level":2,"score":0.3481000065803528},{"id":"https://openalex.org/C2779227376","wikidata":"https://www.wikidata.org/wiki/Q6505497","display_name":"Layer (electronics)","level":2,"score":0.3319000005722046},{"id":"https://openalex.org/C20864712","wikidata":"https://www.wikidata.org/wiki/Q667800","display_name":"Biological motion","level":3,"score":0.3264999985694885},{"id":"https://openalex.org/C121687571","wikidata":"https://www.wikidata.org/wiki/Q4677630","display_name":"Activity recognition","level":2,"score":0.2985999882221222},{"id":"https://openalex.org/C48575856","wikidata":"https://www.wikidata.org/wiki/Q852504","display_name":"Motion perception","level":3,"score":0.29350000619888306},{"id":"https://openalex.org/C124504099","wikidata":"https://www.wikidata.org/wiki/Q56933","display_name":"Image segmentation","level":3,"score":0.2913999855518341},{"id":"https://openalex.org/C95020103","wikidata":"https://www.wikidata.org/wiki/Q1813492","display_name":"Match moving","level":3,"score":0.2888999879360199},{"id":"https://openalex.org/C163175372","wikidata":"https://www.wikidata.org/wiki/Q3339222","display_name":"Linear model","level":2,"score":0.2842999994754791},{"id":"https://openalex.org/C48007421","wikidata":"https://www.wikidata.org/wiki/Q676252","display_name":"Motion capture","level":3,"score":0.272599995136261},{"id":"https://openalex.org/C159437735","wikidata":"https://www.wikidata.org/wiki/Q1519524","display_name":"Gesture recognition","level":3,"score":0.272599995136261},{"id":"https://openalex.org/C175154964","wikidata":"https://www.wikidata.org/wiki/Q380077","display_name":"Task analysis","level":3,"score":0.271699994802475},{"id":"https://openalex.org/C43058520","wikidata":"https://www.wikidata.org/wiki/Q624580","display_name":"Eulerian path","level":3,"score":0.2572000026702881},{"id":"https://openalex.org/C98068282","wikidata":"https://www.wikidata.org/wiki/Q2035846","display_name":"Linear motion","level":3,"score":0.25360000133514404},{"id":"https://openalex.org/C155542232","wikidata":"https://www.wikidata.org/wiki/Q736111","display_name":"Optical flow","level":3,"score":0.250900000333786}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11633-025-1587-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-025-1587-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-025-1587-8.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"Machine Intelligence Research","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11633-025-1587-8","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11633-025-1587-8","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11633-025-1587-8.pdf","source":{"id":"https://openalex.org/S4210224602","display_name":"Machine Intelligence Research","issn_l":"2731-538X","issn":["2731-538X","2731-5398"],"is_oa":false,"is_in_doaj":false,"is_core":false,"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":"Machine Intelligence Research","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7152113490.pdf","grobid_xml":"https://content.openalex.org/works/W7152113490.grobid-xml"},"referenced_works_count":38,"referenced_works":["https://openalex.org/W1522734439","https://openalex.org/W2078951341","https://openalex.org/W2342662179","https://openalex.org/W2491612476","https://openalex.org/W2542287130","https://openalex.org/W2770804203","https://openalex.org/W2896391314","https://openalex.org/W2910814616","https://openalex.org/W2963315828","https://openalex.org/W2963524571","https://openalex.org/W2963631961","https://openalex.org/W2963677766","https://openalex.org/W2964185410","https://openalex.org/W2990152177","https://openalex.org/W3081152303","https://openalex.org/W3093387790","https://openalex.org/W3131500599","https://openalex.org/W3138516171","https://openalex.org/W3177709384","https://openalex.org/W4206706211","https://openalex.org/W4214493665","https://openalex.org/W4296474212","https://openalex.org/W4312257792","https://openalex.org/W4312560592","https://openalex.org/W4313126982","https://openalex.org/W4320913003","https://openalex.org/W4321101505","https://openalex.org/W4390873106","https://openalex.org/W4390874575","https://openalex.org/W4390874610","https://openalex.org/W4391216149","https://openalex.org/W4396629578","https://openalex.org/W4402509346","https://openalex.org/W4403943251","https://openalex.org/W4405953164","https://openalex.org/W4406457466","https://openalex.org/W4410915127","https://openalex.org/W4413144703"],"related_works":[],"abstract_inverted_index":{"Abstract":[0],"Micro-gesture":[1],"is":[2],"an":[3,84],"imperceptible":[4],"non-verbal":[5],"behaviour":[6],"characterised":[7],"by":[8],"low-intensity":[9,13],"movement.":[10],"However,":[11],"its":[12,98],"and":[14,66,101,111],"short-duration":[15],"nature":[16],"pose":[17],"challenges":[18],"for":[19,47],"traditional":[20],"action":[21],"recognition":[22,102],"models.":[23],"To":[24],"address":[25],"this,":[26],"we":[27,52,77],"propose":[28],"micro-gesture":[29,49],"Mamba-inspired":[30,38],"linear":[31,39,43],"attention":[32,40],"(MGMILA),":[33],"a":[34,42],"motion-aware":[35],"framework":[36],"integrating":[37],"(MILA),":[41],"complexity":[44],"model":[45],"optimized":[46],"video-based":[48],"recognition.":[50],"Additionally,":[51],"design":[53],"motion":[54,58,62,67,74,99],"extraction":[55],"module":[56],"variants,":[57],"as":[59,63,68,83],"layer":[60],"(MAL),":[61],"content":[64],"(MAC),":[65],"gate":[69],"(MAG)":[70],"to":[71,87,93],"enhance":[72],"spatiotemporal":[73],"localization.":[75],"Furthermore,":[76],"introduce":[78],"human":[79],"segmentation":[80],"mask":[81],"prediction":[82],"auxiliary":[85],"task":[86],"guide":[88],"the":[89,118],"network":[90],"in":[91],"attending":[92],"human-related":[94],"regions,":[95],"thereby":[96],"improving":[97],"perception":[100],"capability.":[103],"Experiments":[104],"on":[105],"iMiGUE,":[106],"spontaneous":[107],"micro":[108],"gesture":[109],"(SMG),":[110],"MA-52":[112],"demonstrate":[113],"state-of-the-art":[114],"(SOTA)":[115],"performance,":[116],"validating":[117],"effectiveness":[119],"of":[120],"our":[121],"approach.":[122]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-04-09T00:00:00"}
