{"id":"https://openalex.org/W7160321196","doi":"https://doi.org/10.1109/wacv61042.2026.00177","title":"Not Like Transformers: Drop the Beat Representation for Dance Generation with Mamba-Based Diffusion Model","display_name":"Not Like Transformers: Drop the Beat Representation for Dance Generation with Mamba-Based Diffusion Model","publication_year":2026,"publication_date":"2026-03-06","ids":{"openalex":"https://openalex.org/W7160321196","doi":"https://doi.org/10.1109/wacv61042.2026.00177"},"language":null,"primary_location":{"id":"doi:10.1109/wacv61042.2026.00177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61042.2026.00177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5100746890","display_name":"Seong-Jin Park","orcid":"https://orcid.org/0000-0002-8186-0824"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Sangjune Park","raw_affiliation_strings":["Ulsan National Institute of Science and Technology,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology,South Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5128666594","display_name":"Inhyeok Choi","orcid":null},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Inhyeok Choi","raw_affiliation_strings":["Ulsan National Institute of Science and Technology,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology,South Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117799405","display_name":"Donghyeon Soon","orcid":null},"institutions":[{"id":"https://openalex.org/I193352282","display_name":"Daegu Gyeongbuk Institute of Science and Technology","ror":"https://ror.org/03frjya69","country_code":"KR","type":"education","lineage":["https://openalex.org/I193352282"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Donghyeon Soon","raw_affiliation_strings":["Daegu Gyeongbuk Institute of Science and Technology,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Daegu Gyeongbuk Institute of Science and Technology,South Korea","institution_ids":["https://openalex.org/I193352282"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113295865","display_name":"Youngwoo Jeon","orcid":null},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Youngwoo Jeon","raw_affiliation_strings":["Ulsan National Institute of Science and Technology,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology,South Korea","institution_ids":["https://openalex.org/I48566637"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5016637653","display_name":"Kyungdon Joo","orcid":"https://orcid.org/0000-0002-3920-9608"},"institutions":[{"id":"https://openalex.org/I48566637","display_name":"Ulsan National Institute of Science and Technology","ror":"https://ror.org/017cjz748","country_code":"KR","type":"education","lineage":["https://openalex.org/I48566637"]}],"countries":["KR"],"is_corresponding":false,"raw_author_name":"Kyungdon Joo","raw_affiliation_strings":["Ulsan National Institute of Science and Technology,South Korea"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Ulsan National Institute of Science and Technology,South Korea","institution_ids":["https://openalex.org/I48566637"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":26.1935,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.99469006,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1767","last_page":"1776"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.916100025177002,"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/T11349","display_name":"Music Technology and Sound Studies","score":0.916100025177002,"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/T12290","display_name":"Human Motion and Animation","score":0.04769999906420708,"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"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.006599999964237213,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/beat","display_name":"Beat (acoustics)","score":0.5185999870300293},{"id":"https://openalex.org/keywords/dance","display_name":"Dance","score":0.5044999718666077},{"id":"https://openalex.org/keywords/representation","display_name":"Representation (politics)","score":0.426800012588501},{"id":"https://openalex.org/keywords/drop","display_name":"Drop (telecommunication)","score":0.36579999327659607}],"concepts":[{"id":"https://openalex.org/C189809214","wikidata":"https://www.wikidata.org/wiki/Q829522","display_name":"Beat (acoustics)","level":2,"score":0.5185999870300293},{"id":"https://openalex.org/C147446459","wikidata":"https://www.wikidata.org/wiki/Q11639","display_name":"Dance","level":2,"score":0.5044999718666077},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4440999925136566},{"id":"https://openalex.org/C2776359362","wikidata":"https://www.wikidata.org/wiki/Q2145286","display_name":"Representation (politics)","level":3,"score":0.426800012588501},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.4068000018596649},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3953000009059906},{"id":"https://openalex.org/C2781345722","wikidata":"https://www.wikidata.org/wiki/Q5308388","display_name":"Drop (telecommunication)","level":2,"score":0.36579999327659607},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.34290000796318054},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.33320000767707825},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.27799999713897705},{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.2750999927520752},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.2563000023365021}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/wacv61042.2026.00177","is_oa":false,"landing_page_url":"https://doi.org/10.1109/wacv61042.2026.00177","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2026 IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":23,"referenced_works":["https://openalex.org/W1967554269","https://openalex.org/W2191779130","https://openalex.org/W2603777577","https://openalex.org/W2760103357","https://openalex.org/W2963324990","https://openalex.org/W2978956737","https://openalex.org/W3153832461","https://openalex.org/W3204221554","https://openalex.org/W4297981470","https://openalex.org/W4312671789","https://openalex.org/W4313145975","https://openalex.org/W4386065807","https://openalex.org/W4386065848","https://openalex.org/W4387068064","https://openalex.org/W4390873382","https://openalex.org/W4391305822","https://openalex.org/W4402716181","https://openalex.org/W4402753895","https://openalex.org/W4402754100","https://openalex.org/W4402951640","https://openalex.org/W4405078945","https://openalex.org/W4415879834","https://openalex.org/W7160121526"],"related_works":[],"abstract_inverted_index":{"Dance":[0],"is":[1,71],"a":[2,14,52,59,94],"form":[3],"of":[4,44,86,103],"human":[5],"motion":[6],"characterized":[7],"by":[8],"emotional":[9],"expression":[10],"and":[11,24,41,68,109,144],"communication,":[12],"playing":[13],"role":[15,85],"in":[16,89],"various":[17],"fields":[18],"such":[19],"as":[20],"music,":[21],"virtual":[22],"reality,":[23],"content":[25],"creation.":[26],"Existing":[27],"methods":[28],"for":[29,112],"dance":[30,54,90,104,124],"generation":[31,55],"often":[32],"fail":[33],"to":[34,65,98,133,137],"adequately":[35],"capture":[36],"the":[37,83,101,138],"inherently":[38],"sequential,":[39],"rhythmical,":[40],"music-synchronized":[42],"characteristics":[43],"dance.":[45],"In":[46],"this":[47],"paper,":[48],"we":[49,92],"propose":[50,93],"MambaDance,":[51],"new":[53],"approach":[56],"that":[57,117],"leverages":[58],"Mamba-based":[60],"diffusion":[61,76],"model.":[62],"Mamba,":[63],"well-suited":[64],"handling":[66],"long":[67,134],"autoregressive":[69],"sequences,":[70],"integrated":[72],"into":[73],"our":[74,118],"two-stage":[75],"architecture,":[77],"substituting":[78],"off-the-shelf":[79],"Transformer.":[80],"Additionally,":[81],"considering":[82],"critical":[84],"musical":[87],"beats":[88],"choreography,":[91],"Gaussian-based":[95],"beat":[96],"representation":[97],"explicitly":[99],"guide":[100],"decoding":[102],"sequences.":[105],"Experiments":[106],"on":[107],"AIST++":[108],"FineDance":[110],"datasets":[111],"each":[113],"sequence":[114],"length":[115],"show":[116],"proposed":[119],"method":[120],"effectively":[121],"generates":[122],"plausible":[123],"movements":[125],"while":[126],"reflecting":[127],"essential":[128],"characteristics,":[129],"consistently":[130],"from":[131],"short":[132],"dances,":[135],"compared":[136],"previous":[139],"methods.":[140],"Additional":[141],"qualitative":[142],"results":[143],"demo":[145],"videos":[146],"are":[147],"available":[148],"at":[149],"https://vision3d-lab.github.io/mambadance.":[150]},"counts_by_year":[{"year":2026,"cited_by_count":2}],"updated_date":"2026-08-22T07:34:49.880490","created_date":"2026-05-06T00:00:00"}