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20211026 taicca 3 music analysis sota

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Yi-Hsuan Yang
Yi-Hsuan Yang

slides presented at a three-hour local AI music course in Taiwan in Oct 2021; part 3: state-of-the-art tools for music analysis

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http://mac.citi.sinica.edu.tw/~yang/ yhyang@ailabs.tw yang@citi.sinica.edu.tw Yi\Hsuan Yang Ph.D.?1,2 1 Taiwan?AI?Labs 2?Research?Center?for?IT?Innovation,?Academia?Sinica October?26,?2021
Framework:?Sonic?Visualiser https://www.sonicvisualiser.org/ https://www.vamp\plugins.org/ 7
Framework:?Audacity https://www.audacityteam.org/ https://arxiv.org/pdf/2110.13323.pdf 8
Framework:?librosa https://github.com/librosa/librosa 9
Framework:?Essentia.js https://mtg.github.io/essentia.js/ https://archives.ismir.net/ismir2020/paper/000260.pdf 10
Music?Classification https://github.com/minzwon/sota\music\tagging\models https://arxiv.org/abs/2006.00751 11
Source?Separation?(Off\the\shelf) https://github.com/deezer/spleeter 12
https://github.com/sigsep/open\unmix\pytorch https://joss.theoj.org/papers/10.21105/joss.01667 Source?Separation?(Build\your\own) 13 https://arxiv.org/pdf/2110.09958.pdf https://arxiv.org/pdf/2008.02480.pdf
Beat/Downbeat?Tracking https://github.com/CPJKU/madmom https://madmom.readthedocs.io/en/v0.16/modules/fe atures/downbeats.html http://www.cp.jku.at/research/papers/Boeck_etal_ISMI R_2016.pdf 19
Beat/Downbeat?Tracking https://github.com/SunnyCYC/drum\aware4beat https://arxiv.org/pdf/2106.08685.pdf 20
Melody?Extraction https://github.com/marl/crepe https://arxiv.org/pdf/1802.06182.pdf 21
Music?Transcription https://github.com/Music\and\Culture\Technology\ Lab/omnizart https://arxiv.org/pdf/2106.00497.pdf 22
Structure?Segmentation https://github.com/urinieto/msaf https://archives.ismir.net/ismir2016/paper/000043.pdf 23
Thumbnailing https://github.com/remyhuang/pop\music\highlighter ? Applications? ? Music?browsing ? Ringtone?generation ? Reference\based?music?composition 24 L30?sec?highlight A?song
https://remyhuang.github.io/music_thumbnailing/ Thumbnailing 25 ܽ܂ - - ͯԒ - Щ Linkin Park?\ Burn?It?Down Adam?Lambert?\ Whataya Want?from?Me
AI?DJ\related?Techniques https://aidjwebsite.herokuapp.com/ 33

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20211026 taicca 3 music analysis sota