Upgrade to Pro — share decks privately, control downloads, hide ads and more …

論文サタデーナイト#01 SEMI-SUPERVISED LEARNING USING TEA...

Yuya Yamamoto
January 09, 2021

論文サタデーナイト#01 SEMI-SUPERVISED LEARNING USING TEACHER-STUDENT MODELS FOR VOCAL MELODY EXTRACTION

2021年から毎週土曜に論文を読もうという試みで読みました.
ISMIR2020の半教師ありMelody Extractionの論文です.
Semi-supervised learning using teacher-student models for vocal melody extraction
Sangeun Kum, Jing-Hua Lin, Li Su, Juhan Nam
https://program.ismir2020.net/poster_1-11.html

Yuya Yamamoto

January 09, 2021
Tweet

More Decks by Yuya Yamamoto

Other Decks in Research

Transcript

  1. σʔλ֦ுͷख๏ 3BOE"VEJP"VHNFOU w /PJTZ4UVEFOUͷ3BOEPN"VHNFOUͷɹɹɹɹ Իόʔδϣϯ w ϥϯμϜͳൺ཰ͰҎԼͷΤϑΣΫτΛ͔͚Δ w ϑΟϧλϦϯά w

    ΠίϥΠδϯά w ΦʔόʔυϥΠϒ w Ϧόʔϒ w ϑΣʔβʔ w ΤϑΣΫτ͸QZTOEGYʢIUUQTQZQJPSH QSPKFDUQZTOEGYʣΛར༻
  2. ֶशͷΞϧΰϦζϜ w 3"" ɾ ɿ3BOE"VEJP"VHNFOU w %ɿϥϕϧ͖ͭσʔλ w 6ɿϥϕϧͳ͠σʔλ w

    6UJMEFɿٙࣅϥϕϧ͕͚ͭΒΕͨ ϥϕϧͳ͠σʔλ w Lɿ/PJTZ4UVEFOUͷ܁Γฦ͠ճ਺
  3. ֶशͤ͞ΔϞσϧ w ஶऀΒ͕Ҏલʹ༻͍͍ͯͨ .FMPEZ&YUSBDUJPOΛߦ͏$3// <,VN `> w ϝϩσΟͷ༗ແΛ౰ͯΔλεΫͱͷ ౷߹Ϟσϧ w

    εϖΫτϩάϥϜ͕ೖྗ <,VN `>4,VNFUBMl+PJOUEFUFDUJPOBOEDMBTTJpDBUJPOPGTJOHJOHWPJDFNFMPEZVTJOHDPOWPMVUJPOBMSFDVSSFOUOFVSBMOFUXPSLTz"QQMJFE4DJFODF
  4. ධՁج४ w 3BX1JUDI"DDVSBDZ 31" ɿݕग़ͨ͠ϝϩσΟͷԻߴ͕œ൒ԻҎ಺ʹׂ͋ͬͨ߹ w 0WFSBMM"DDVSBDZ 0" ɿϝϩσΟ༗ແͱԻߴͷಉఆͷਖ਼ղ཰ w

    7PJDJOH3FDBMM 73 ɿϝϩσΟ༗ແͷݕग़ͷ3FDBMMɼऔΓ͜΅͠ͷͳ͞ɹɹɹɹɹɹɹɹɹ ʢߴ͍ఔྑ͍ʣ w 7PJDJOH'BMTF"MBSN 7'" ɿϝϩσΟ͕ͳ͍෦෼ΛϝϩσΟ͋Γͱݕग़ׂͨ͠߹ɹɹɹ ʢ௿͍ఔྑ͍ʣ
  5. ࣮ݧɽଞख๏ͱͷൺֱ w 1BUDI$//<4V`>ɿ$'1දݱΛೖྗʹ3$//ϥΠΫͳྖҬબ୒Λߦ͏$// w %4.<#JUUOFS `>ɿ)$25Λೖྗʹ%FFQ4BMJFODFΛಘΔ$// w 4FH/FU<)TJFI `>ɿηϚϯςΟοΫηάϝϯςʔγϣϯΛ͢Δɹɹɹɹɹɹɹɹ ΤϯίʔμɾσίʔμϞσϧʢ6/FUʣ

    w +4%<,VN `>ɿϝϩσΟͷ༗ແͷݕग़ΛαϒλεΫͱ͢ΔϚϧνλεΫֶश <#JUUOFS `>3#JUUOFSFUBMl%FFQTBMJFODFSFQSFTFOUBUJPOTGPSGFTUJNBUJPOJOQPMZQIPOJDNVTJDz*4.*3 <4V`>-4Vl7PDBMNFMPEZFYUSBDUJPOVTJOHQBUDICBTFE$//z*$"441 <)TJFI >5)TJFIFUBMl"TUSFBNMJOFEFODPEFSEFDPEFSBSDIJUFDUVSFGPSNFMPEZFYUSBDUJPOz*$"441
  6. ײ૝ w ը૾Ͱ͏·͍ͬͨ͘ख๏͕΋͏Իָ৘ใॲཧʹ·Ͱདྷ͍ͯΔͷ͔ɽɽɽ w ࠓ·Ͱ ೥͘Β͍͸ϥά͕͋ͬͨʢݸਓతͳॴײʣ w ը૾ॲཧ΍ࣗવݴޠॲཧͷख๏΋ͪΐͬ͜ͱνΣοΫ͢Δͱྑ͍͔΋͠Εͳ͍ w ൒ڭࢣ͋Γֶश͸ࠓޙԻָ৘ใॲཧͰ૿͖͑ͯͦ͏

    w Ի੠ʹൺ΂ͯԻָ͸σʔλͷ༻ҙ͕͠ʹ͍͘ɼΞϊςʔγϣϯ͸΋ͬͱ༻ҙ͠ʹ͍͘ w 0OHB"DDFMγϯϙδ΢ϜʢIUUQTPOHBBDDFMKQTZNQPTJVNʣͰژେͷ٢Ҫઌੜ͕ݴͬͯͨΑ͏ ʹɼɹɹɹੜ੒Ϟσϧܥͷख๏΋૿͑ͦ͏ʁ$7"&ʢ.NPEFMʣͱ͔ʢຊݚڀ͸ࣝผϞσϧPOMZʣ w ͏·͘Իָ஌ࣝͱ૊Έ߹ΘͤΔ͜ͱ΋ඞཁʹͳΔ͔΋ w ٸܹͳϒϨʔΫεϧʔʹ͸ࢸ͍ͬͯͳ͍ʁ w Ϟσϧࣗମ͔ͳΓ࿅ΒΕ͍ͯͨͷͰɼ͔͜͜Β͞Βʹ୆΁ͷϒϨʔΫεϧʔΛى͜͢ͷ͸೉ͦ͠͏ɽ