{"id":"https://openalex.org/W4285367288","doi":"https://doi.org/10.23919/dafx51585.2021.9768241","title":"Amp-Space: A Large-Scale Dataset for Fine-Grained Timbre Transformation","display_name":"Amp-Space: A Large-Scale Dataset for Fine-Grained Timbre Transformation","publication_year":2021,"publication_date":"2021-09-08","ids":{"openalex":"https://openalex.org/W4285367288","doi":"https://doi.org/10.23919/dafx51585.2021.9768241"},"language":"en","primary_location":{"id":"doi:10.23919/dafx51585.2021.9768241","is_oa":false,"landing_page_url":"https://doi.org/10.23919/dafx51585.2021.9768241","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 24th International Conference on Digital Audio Effects (DAFx)","raw_type":"proceedings-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/A5082047528","display_name":"Jason Naradowsky","orcid":null},"institutions":[{"id":"https://openalex.org/I4210166566","display_name":"Preferred Networks (Japan)","ror":"https://ror.org/05xeefy56","country_code":"JP","type":"company","lineage":["https://openalex.org/I4210166566"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Jason Naradowsky","raw_affiliation_strings":["Preferred Networks,Tokyo,Japan","Preferred Networks, Tokyo, Japan"],"affiliations":[{"raw_affiliation_string":"Preferred Networks,Tokyo,Japan","institution_ids":["https://openalex.org/I4210166566"]},{"raw_affiliation_string":"Preferred Networks, Tokyo, Japan","institution_ids":["https://openalex.org/I4210166566"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5082047528"],"corresponding_institution_ids":["https://openalex.org/I4210166566"],"apc_list":null,"apc_paid":null,"fwci":0.1524,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.49344151,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"57","last_page":"64"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9998999834060669,"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"}},{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.9987000226974487,"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/T10860","display_name":"Speech and Audio Processing","score":0.9983000159263611,"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/timbre","display_name":"Timbre","score":0.9371004104614258},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7583349943161011},{"id":"https://openalex.org/keywords/autoencoder","display_name":"Autoencoder","score":0.5757887959480286},{"id":"https://openalex.org/keywords/audio-signal","display_name":"Audio signal","score":0.5731887817382812},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.552618682384491},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.5414914488792419},{"id":"https://openalex.org/keywords/guitar","display_name":"Guitar","score":0.5337973833084106},{"id":"https://openalex.org/keywords/interpolation","display_name":"Interpolation (computer graphics)","score":0.4342731535434723},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3750298321247101},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.31050777435302734},{"id":"https://openalex.org/keywords/speech-coding","display_name":"Speech coding","score":0.2184818685054779},{"id":"https://openalex.org/keywords/musical","display_name":"Musical","score":0.14430174231529236},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.13125678896903992}],"concepts":[{"id":"https://openalex.org/C2776539107","wikidata":"https://www.wikidata.org/wiki/Q176501","display_name":"Timbre","level":3,"score":0.9371004104614258},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7583349943161011},{"id":"https://openalex.org/C101738243","wikidata":"https://www.wikidata.org/wiki/Q786435","display_name":"Autoencoder","level":3,"score":0.5757887959480286},{"id":"https://openalex.org/C64922751","wikidata":"https://www.wikidata.org/wiki/Q4650799","display_name":"Audio signal","level":3,"score":0.5731887817382812},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.552618682384491},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.5414914488792419},{"id":"https://openalex.org/C95543465","wikidata":"https://www.wikidata.org/wiki/Q6607","display_name":"Guitar","level":2,"score":0.5337973833084106},{"id":"https://openalex.org/C137800194","wikidata":"https://www.wikidata.org/wiki/Q11713455","display_name":"Interpolation (computer graphics)","level":3,"score":0.4342731535434723},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3750298321247101},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.31050777435302734},{"id":"https://openalex.org/C13895895","wikidata":"https://www.wikidata.org/wiki/Q3270773","display_name":"Speech coding","level":2,"score":0.2184818685054779},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.14430174231529236},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.13125678896903992},{"id":"https://openalex.org/C104114177","wikidata":"https://www.wikidata.org/wiki/Q79782","display_name":"Motion (physics)","level":2,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","level":1,"score":0.0},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/dafx51585.2021.9768241","is_oa":false,"landing_page_url":"https://doi.org/10.23919/dafx51585.2021.9768241","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 24th International Conference on Digital Audio Effects (DAFx)","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":40,"referenced_works":["https://openalex.org/W1501437548","https://openalex.org/W1995268113","https://openalex.org/W2064675550","https://openalex.org/W2108598243","https://openalex.org/W2171235719","https://openalex.org/W2519091744","https://openalex.org/W2584032004","https://openalex.org/W2605102758","https://openalex.org/W2606176153","https://openalex.org/W2749651610","https://openalex.org/W2750814024","https://openalex.org/W2804722844","https://openalex.org/W2896457183","https://openalex.org/W2899200266","https://openalex.org/W2907445178","https://openalex.org/W2910577860","https://openalex.org/W2950818120","https://openalex.org/W2962721334","https://openalex.org/W2962897394","https://openalex.org/W3000145705","https://openalex.org/W3000389243","https://openalex.org/W3000751478","https://openalex.org/W3016007107","https://openalex.org/W3159239022","https://openalex.org/W4294170691","https://openalex.org/W6682691769","https://openalex.org/W6685035199","https://openalex.org/W6732429163","https://openalex.org/W6736179038","https://openalex.org/W6736723571","https://openalex.org/W6743485176","https://openalex.org/W6751670691","https://openalex.org/W6755207826","https://openalex.org/W6755796178","https://openalex.org/W6758675244","https://openalex.org/W6763549608","https://openalex.org/W6765949483","https://openalex.org/W6771763809","https://openalex.org/W6772566243","https://openalex.org/W6794261205"],"related_works":["https://openalex.org/W4220911637","https://openalex.org/W4385984930","https://openalex.org/W1990291079","https://openalex.org/W3118230952","https://openalex.org/W2898671791","https://openalex.org/W3113369605","https://openalex.org/W335404152","https://openalex.org/W4375868955","https://openalex.org/W4283026649","https://openalex.org/W4378498754"],"abstract_inverted_index":{"We":[0,89],"release":[1],"Amp-Space,":[2],"a":[3,10,21,100,120,127,132],"large-scale":[4],"dataset":[5],"of":[6,20,26,45,54,59,80,94,114,135],"paired":[7],"audio":[8,12],"samples:":[9],"source":[11],"signal,":[13,17],"and":[14,72,107,124],"an":[15],"output":[16],"the":[18,43,57,75,112],"result":[19],"timbre":[22,136],"transformation.":[23],"The":[24],"types":[25],"transformations":[27,137],"we":[28],"study":[29],"are":[30,65,68],"from":[31,69],"blackbox":[32],"musical":[33,122],"tools":[34],"(amplifiers,":[35],"stompboxes,":[36],"studio":[37],"effects)":[38],"traditionally":[39],"used":[40,61],"to":[41,62,117,130],"shape":[42,131],"sound":[44],"guitar,":[46],"bass,":[47],"or":[48],"synthesizer":[49],"sounds.":[50],"For":[51],"each":[52],"sample":[53],"transformed":[55],"audio,":[56],"set":[58],"parameters":[60],"create":[63],"it":[64,110],"given.":[66],"Samples":[67],"both":[70],"real":[71,121],"simulated":[73],"devices,":[74],"latter":[76],"allowing":[77],"for":[78,138],"orders":[79],"magnitude":[81],"greater":[82],"data":[83,96,106],"than":[84],"found":[85],"in":[86],"comparable":[87],"datasets.":[88],"demonstrate":[90],"potential":[91],"use":[92],"cases":[93],"this":[95],"by":[97],"(a)":[98],"pre-training":[99],"conditional":[101],"WaveNet":[102],"model":[103],"on":[104],"synthetic":[105],"show":[108],"that":[109],"reduces":[111],"number":[113],"samples":[115],"necessary":[116],"digitally":[118],"reproduce":[119],"device,":[123],"(b)":[125],"training":[126],"variational":[128],"autoencoder":[129],"continuous":[133],"space":[134],"creating":[139],"new":[140],"sounds":[141],"through":[142],"interpolation.":[143]},"counts_by_year":[{"year":2025,"cited_by_count":3},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
