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[SPEASIP 2023招待講演] マルチスポット再生 meets 多言語ニューラル音声合成...

[SPEASIP 2023招待講演] マルチスポット再生 meets 多言語ニューラル音声合成 ~実装 is ホンマに all we need~

2023年2月28日(水):13:00-13:45
SPEASIP 2023招待講演
13:00-13:30:講演
13:30-13:40:16チャネル小型円形スピーカアレイおよび64チャネル直線スピーカアレイを用いた実演デモ
13:40-14:45:質疑応答

Takuma OKAMOTO

March 01, 2023
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  1. Ԭຊ୓ຏ ݚڀςʔϚɿ෺ཧɾ਺ཧϞσϧʹجͮ͘Ի৴߸ɾԻۭؒͷ૑ग़ Իڹ৴߸ॲཧɿಛʹԻ৔ऩ࿥ɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ 
 ೥݄ʙ೥݄ɿ౦๺େֶઌ୺Ի৘ใγεςϜ म࢜ɾത࢜ɾϙευΫ 
 ೥݄ʙ೥݄ɿ/*$5௒ྟ৔ײϓϩδΣΫτˏ/*$5 


    ೥ʙݱࡏɿࣗ਎ͷՊݚඅʴЋ Ϛϧνεϙοτ࠶ੜ !/*$5 Ի੠ॲཧ 
 ೥݄ʙ೥݄ɿԻ੠ର࿩ɾݴޠࣝผ!/*$5 
 ೥݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ੠߹੒ɾԻ੠೾ܗੜ੒ˏ/*$5 *OUSPEVDUJPOPGNZTFMG  ଍ͷΘΒ͡ݚڀੜ׆೥໨ ˣ ͍ͭʹͭͷ੒Ռ͕༥߹
  2. Ԭຊ୓ຏ ݚڀςʔϚɿ෺ཧɾ਺ཧϞσϧʹجͮ͘Ի৴߸ɾԻۭؒͷ૑ग़ Իڹ৴߸ॲཧɿಛʹԻ৔ऩ࿥ɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ 
 ೥݄ʙ೥݄ɿ౦๺େֶઌ୺Ի৘ใγεςϜ म࢜ɾത࢜ɾϙευΫ 
 ೥݄ʙ೥݄ɿ/*$5௒ྟ৔ײϓϩδΣΫτˏ/*$5 


    ೥ʙݱࡏɿࣗ਎ͷՊݚඅʴЋ Ϛϧνεϙοτ࠶ੜ !/*$5 Ի੠ॲཧ 
 ೥݄ʙ೥݄ɿԻ੠ର࿩ɾݴޠࣝผ!/*$5 
 ೥݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ੠߹੒ɾԻ੠೾ܗੜ੒ˏ/*$5 *OUSPEVDUJPOPGNZTFMG  ଍ͷΘΒ͡ݚڀੜ׆೥໨ ˣ ͍ͭʹͭͷ੒Ռ͕༥߹
  3.  4QBUJBM'PVSJFSUSBOTGPSNCBTFETPVOE fi FMEDPOUSPM Ϛϧνεϙοτ࠶ੜɾۙ๣ΤϦΞ࠶ੜɾऩ࿥ Ի৔ऩ࿥ɾ࠶ੜ z = 0 [m]

    [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 [dB] z = 0 [m] X axis [m] -1 0 1 Y axis [m] -1.5 -1 -0.5 0 0.5 1 1.5 -40 -30 -20 -10 0 Y axis [m] X axis [m] z = 0 [m] [dB] −2 −1 0 1 2 −2 −1.5 −1 −0.5 0 0.5 1 1.5 2 −40 −35 −30 −25 −20 −15 −10 −5 0 z = 0 [m] [dB] -1 0 1 2 3 4 y [m] -2 -1 0 1 2 x [m] -40 -35 -30 -25 -20 -15 -10 -5 0 *$"441 +"4" *$"441 +*).41 8"41"" +*).41 *8"&/$ 8"41"" *$"441 Quiet zone Listening zone rq rq rb r1 r2 ro ri *$"441 Reproduced sound field and reproduction error Sound field represented by angular spectrum coefficients Sound field recorded by linear receiver (Spatial Fourier transform) 2.5D HOA for circular secondary sources (J. Ahrens et al. 2008.) Analytical driving function of 2.5D synthesis Analytical approaches to sound field recording and reproduction Analytical conversion of sound field representation Analytical driving function of 2.5D synthesis for circular secondary sources Sound field recorded by linear microphone arrays can be reproduced by circular loudspeaker arrays 2.5D higher-order Ambisonics for a sound field described by angular spectrum coefficients Takuma OKAMOTO, National Institute of Information and Communication Technology, Japan 1. Introduction 2. Analytical conversion of sound field representation 3. Proposed formulation 4. Computer simulations Reproduction error Sound field Lmic = Lsp = 64 ch, x = 0.05 m, r0 = 2.0 m, xs = [1, 5, 0]T ˜ P( k, !) = ˜ P(kx, !) = Z 1 1 P(x, 0, !)ejkxxdx = Z 1 1 P(x, 0, !)ejk cos( k)xdx ˚ D2.5D,m(r0, !) = ( j)|m| 1 ⇡r0h(2) |m| (kr0) Z ⇡ 0 ˜ P( k, !) sin( k)e jm k d k ˚ D2.5D,m(r = 0, r0, !) = 1 2⇡r0 · ˇ Pm |m| (!) jkh(2) |m| (kr0)Y m |m| (⇡/2, 0)⇤ ˇ Pm |m| (rs, !) = jkh(2) |m| (krs)Y m |m| (✓s, s)⇤ ˇ Pm |m| ( k, !) = 4⇡( j)|m|Y m |m| (⇡/2, k)⇤ Plane wave : Point source : Z k p Higher order Ambisonics (HOA) Recording stage Reproduction stage Spectrum division method (SDM) Angular spectrum Spherical harmonics expansion Flexible sound field recording and reproduction J. Ahrens et al. 2012. WFS for SHE Proposed approach Integrated with from to k = 0 ⇡ (k/2⇡) ˜ P( k, !) sin( k) *$"441 (a) (c) (d) (b) ˇ Sm n Data-based synthesis Model-based synthesis ˜ Sm(kx) ˜ S(R, , kx) D(x0) R y0 x x x y y y z z z Appropriate rotation ˜ S(ysyn, 0, kx) ysyn 8"41"" "QQM4DJ A0 0 <latexit sha1_base64="CUyDfxkb64cXealgKbz2yhD2QHo=">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</latexit> <latexit 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sha1_base64="vKF6xXSpPaEvokoE8FWKYQc+GdY=">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</latexit> Rl <latexit sha1_base64="T1Y7Oc5TScHPEBYoSqQLnV2sDMM=">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</latexit> Interior Ambisonics <latexit sha1_base64="RBbvDr1eV60H5EkJzP33VJ153rI=">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</latexit> Exterior Ambisonics
  4. εϐʔΧΞϨΠΛ༻͍ͨہॴ࠶ੜɾϚϧνεϙοτ࠶ੜɾϚϧνԻ৔੍ޚ  ہॴ࠶ੜɿԻѹͷΈΛ੍ޚ ͋ΔྖҬʹͷΈ͋ΔಛఆͷԻ͕ฉ͑͜ 
 ଞͷ৔ॴͰ͸ฉ͑͜ͳ͍  Ϛϧνεϙοτ࠶ੜɿԻѹͷΈΛ੍ޚɼ B ͷॏͶ߹Θͤ

    ͦΕͧΕͷྖҬʹͦΕͧΕผͷԻ͕ฉ͑͜Δ  ϚϧνԻ৔੍ޚɿԻѹ͚ͩͰͳ͘೾໘ͦͷ΋ͷΛ੍ޚ ͦΕͧΕͷྖҬͰผʑͷԻ৔Λಉ࣌ʹ࠶ݱ  .VMUJQMFTPVOETQPUTZOUIFTJTUFDIOPMPHZ Bright zone (Listening area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Dark zone (Quiet area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> B ہॴ࠶ੜ ͜Μʹͪ͸ )FMMP 㟬޷ Japanese area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> English area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Chinese area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> C Ϛϧνεϙοτ࠶ੜ D ϚϧνԻ৔੍ޚ ແԻ ಧ͚͍ͨਓ͚ͩʹඞཁͳԻΛಧ͚Δٕज़ ೗ԿʹʮԻ͕ฉ͑͜ͳ͍ྖҬʯΛܗ੒͢Δ͔
  5. ैདྷٕज़ FH+$IPJFUBM +"DPVTU4PD"N  ଟ఺੍ޚʹجͮ͘ํࣜɿ֤εϐʔΧͱ੍ޚ఺ؒͷ఻ୡؔ਺ͷٯߦྻԋࢉʹجͮ͘ ՝୊ ֤εϐʔΧͱ੍ޚ఺ؒͷڑ཭৘ใ͔͠ߟྀ͍ͯ͠ͳ͍ˠҐஔؔ܎Λཅʹߟྀ͍ͯ͠ͳ͍ ٯߦྻԋࢉ͸ඇৗʹෆ҆఺ˠਖ਼ଇԽ͕ඞཁ  -PDBMJ[FETPVOE[POFNFUIPET

    Bright zone (Listening area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Dark zone (Quiet area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> . . . . . . . . . . . . G(!) P (!) <latexit sha1_base64="kAWfSr3XquhFurDMC2T5uoHzihQ=">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</latexit> <latexit sha1_base64="kAWfSr3XquhFurDMC2T5uoHzihQ=">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</latexit> <latexit sha1_base64="kAWfSr3XquhFurDMC2T5uoHzihQ=">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</latexit> <latexit sha1_base64="kAWfSr3XquhFurDMC2T5uoHzihQ=">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</latexit> D(!) <latexit sha1_base64="Dngi64xhHlPolZlRH2TrdHw43eg=">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</latexit> <latexit sha1_base64="Dngi64xhHlPolZlRH2TrdHw43eg=">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</latexit> <latexit sha1_base64="Dngi64xhHlPolZlRH2TrdHw43eg=">AAACoHichVFBT9RAGH1URVwVVr2YeNlQMHjZTImJaDiQwEFPssAKcbvZTLvDMqHTadrZRWj6B/gDHjxJQojxZ3jhKgkHfgLhiIkXD37tNjFK1K/pzPvefO+bNzNeFMjEMHY2Yl27fmP05tityu07d8cnqvfuv0l0P/ZF09eBjjc8nohAhqJppAnERhQLrrxArHvbi/n6+kDEidThmtmNRFvxXig3pc8NUZ3qvBuKHV8rxcNu6noyazntNHWVp99RqoOu4marNmU7U1mWVfKK2lI242olevxJp2qzOiuidhU4JbBRxrKuHsFFFxo++lAQCGEIB+BI6GvBAUNEXBspcTEhWawLZKiQtk9Vgio4sds09ihrlWxIed4zKdQ+7RLQH5Oyhml2yj6xS3bMPrNz9uOvvdKiR+5ll2ZvqBVRZ2L/4er3/6oUzQZbv1T/9GywibnCqyTvUcHkp/CH+sHe+8vVFyvT6WN2wC7I/0d2xr7QCcLBN/+wIVY+oEIP4Px53VdBc7b+vO40ntoLc+VLjOERJjFD1/0MC3iJZTRp2wMc4ytOLNt6Zb22GsNSa6TUPMBvYb39CXpKoPc=</latexit> <latexit sha1_base64="Dngi64xhHlPolZlRH2TrdHw43eg=">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</latexit> Loudspeaker array <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Control points <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Driving function <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Transfer function <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Sound pressures <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit>
  6. ࣮૷ͨ͠νϟωϧ௚ઢΞϨΠΛ༻͍ͨํࣜ ैདྷٕज़Λ্ճΔ੍ޚੑೳΛ࣮ݱ  &YQFSJNFOUBMSFTVMUTPGMJOFBSBSSBZ DS CM LS SFT (rect.) SFT

    (Hann) z = 0 [m] [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 z = 0 [m] [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 z = 0 [m] [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 z = 0 [m] [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 z = 0 [m] [dB] 1.5 2 2.5 y [m] -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 x [m] -30 -25 -20 -15 -10 -5 0 0 1 2 3 4 5 Temporal frequency [kHz] 0 5 10 15 20 25 30 35 40 Bright to dark ratio [dB] DS CM LS SFT (rect.) SFT (Hann) 50LBNPUPFUBM+"DDPTU4PD"N
  7. νϟωϧԁܗΞϨΠΛ༻͍ͨํࣜ ैདྷٕज़Λ্ճΔ੍ޚੑೳΛ࣮ݱ  0 1 2 3 4 5 Temporal

    Frequency [kHz] 0 5 10 15 20 25 BDR [dB] Spatial Nyquist Frequency LS method (open) LS method (baffled) Beamforming (open) Beamforming (baffled) Proposed (open) Proposed (baffled) z = 0 [m] [dB] -1 0 1 X axis [m] -1.5 -1 -0.5 0 0.5 1 1.5 Y axis [m] -40 -30 -20 -10 0 z = 0 [m] [dB] -1 0 1 X axis [m] -1.5 -1 -0.5 0 0.5 1 1.5 Y axis [m] -40 -30 -20 -10 0 z = 0 [m] [dB] -1 0 1 X axis [m] -1.5 -1 -0.5 0 0.5 1 1.5 Y axis [m] -40 -30 -20 -10 0 ଟ఺੍ޚ -4 ϏʔϜϑΥʔϛϯά ఏҊ๏ )[ͷ݁Ռ 4JNVMBUJPOSFTVMUTPGDJSDVMBSBSSBZ 50LBNPUP8"41""
  8. νϟωϧ௚ઢεϐʔΧΞϨΠΛ༻͍ͨϚϧνεϙοτ࠶ੜ 1SFWJPVTJNQMFNFOUFETZTUFN  ͜Μʹͪ͸ )FMMP 㟬޷ Japanese area <latexit sha1_base64="(null)">(null)</latexit>

    <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> English area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Chinese area <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Bright zone (Listening area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Dark zone (Quiet area) <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> <latexit sha1_base64="(null)">(null)</latexit> Իͷฉ͑͜Δ ΤϦΞ Իͷฉ͑͜ͳ͍ ΤϦΞ ॏͶ߹Θͤ N ࣮༻ԽͷͨΊʹ͸খܕԽ͕ඞਢ ֶձձ৔ͰεϐʔΧΞϨΠͷσϞ͕͍ͨ͠Ի৔੍ޚΛීٴ͍ͨ͠ 50LBNPUP*$"441
  9. Ԭຊ୓ຏ ݚڀςʔϚɿ෺ཧɾ਺ཧϞσϧʹجͮ͘Ի৴߸ɾԻۭؒͷ૑ग़ Իڹ৴߸ॲཧɿಛʹԻ৔ऩ࿥ɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ 
 ೥݄ʙ೥݄ɿ౦๺େֶઌ୺Ի৘ใγεςϜ म࢜ɾത࢜ɾϙευΫ 
 ೥݄ʙ೥݄ɿ/*$5௒ྟ৔ײϓϩδΣΫτˏ/*$5 


    ೥ʙݱࡏɿࣗ਎ͷՊݚඅʴЋ Ϛϧνεϙοτ࠶ੜ !/*$5 Ի੠ॲཧ 
 ೥݄ʙ೥݄ɿԻ੠ର࿩ɾݴޠࣝผ!/*$5 
 ೥݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ੠߹੒ɾԻ੠೾ܗੜ੒ˏ/*$5 *OUSPEVDUJPOPGNZTFMG  ଍ͷΘΒ͡ݚڀੜ׆೥໨ ˣ ͍ͭʹͭͷ੒Ռ͕༥߹
  10.  /FVSBMTQFFDIXBWFGPSNTZOUIFTJTNPEFMT χϡʔϥϧ೾ܗੜ੒Ϟσϧʹؔ͢ΔऔΓ૊Έ ԬຊɼԻڹࢽ <latexit sha1_base64="IGMChlbsVRi5JP0W+/rnhKI5Hfk=">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</latexit> Acoustic features h <latexit

    sha1_base64="uGbHMILs1w/uDVfLuSQdAwKuipg=">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</latexit> or <latexit sha1_base64="TewyobNoikPRCUbDC4vQ570JLbM=">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</latexit> RNN layers <latexit sha1_base64="S0Aq7JSRliOPJApqWBhAw/wzv0Q=">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</latexit> Sampling <latexit sha1_base64="XwAJggLaXX93Lia51ShnL+x3gd8=">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</latexit> Dilated CNN layers <latexit sha1_base64="9phZoiwXkW+ML/4oj1yXv8aj+Qo=">AAACa3ichVG7SgNBFD1ZXzG+ojaiFsEQiU2YDUHFSrCx9JUHRAm766iDsw/2EYjBH7C0sdBGQUT8DBt/wMJPELFSsLHwZrMgKupdZufMmXvunLmjO1J4PmMPMaWjs6u7J96b6OsfGBxKDo+UPDtwDV40bGm7FV3zuBQWL/rCl7ziuFwzdcnL+v5Sa79c564nbGvDbzh8y9R2LbEjDM0nqpJd0gJPkzO1ZJrlWBipn0CNQBpRrNjJK2xiGzYMBDDBYcEnLKHBo68KFQwOcVtoEucSEuE+xyESpA0oi1OGRuw+/XdpVY1Yi9atml6oNugUScMlZQoZds+u2Qu7Yzfskb3/WqsZ1mh5adCst7XcqQ0dja2//asyafax96n607OPHcyHXgV5d0KmdQujra8fnLysL6xlmtPsgj2R/3P2wG7pBlb91bhc5WunSNADqN/b/ROU8jl1NldYzacXC9FTxDGBKWSp33NYxDJWUAz7fIxTnMWelVFlXJlspyqxSDOKL6FkPgBncoxp</latexit> (Causal) <latexit sha1_base64="bLwU6gFJt97cdAnkxDkEK5r/iAs=">AAACdXichVHLSgMxFD0dX7U+OupGEKFYFVc1FVFxJbhx2Vb7gCplZowaOi8m04Fa/AF/wIVuFFTEz3DjD7jwE8SlghsX3k4HREW9IcnJyT03J4numkL6jD3GlK7unt6+eH9iYHBoOKmOjJak0/AMXjQc0/Equia5KWxe9IVv8orrcc3STV7W6+vt/XLAPSkce8tvunzH0vZtsScMzSeqpqo5jwfCaciU1CzX5LKmplmGhZH6CbIRSCOKnKNeYxu7cGCgAQscNnzCJjRIalVkweASt4MWcR4hEe5zHCFB2gZlccrQiK3TuE+rasTatG7XlKHaoFNM6h4pU5hhD+yGvbB7dsue2PuvtVphjbaXJs16R8vdWvJ4fPPtX5VFs4+DT9Wfnn3sYSX0Ksi7GzLtWxgdfXB48rK5WphpzbIL9kz+z9kju6Mb2MGrcZnnhVMk6AOy35/7JygtZLJLmcX8QnptMfqKOCYwhTl672WsYQM5FOncAGe4xFXsTZlUppXZTqoSizRj+BLK/AfRapCy</latexit> Previous samples <latexit sha1_base64="FmLj/GPf+weBxnRI3XYM1v0ENdg=">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</latexit> Upsampling <latexit sha1_base64="QCXyBGZqqkkxs7xF7ydYqdfH1/w=">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</latexit> Conditioning <latexit sha1_base64="TIsIuRNR7iIACQhl/T0I1MrtuhI=">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</latexit> . . . <latexit sha1_base64="AkEXXrioSrjWQ1Te4BSGJhy7EFM=">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</latexit> In inferece <latexit sha1_base64="yUOIt7Dn3fnN0a1Jq84ZMB+fyz4=">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</latexit> e.g. WaveNet, WaveRNN, LPCNet <latexit sha1_base64="p1zzV1dir6yyIbxLANUjw0qjats=">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</latexit> Probability p(xt |x0, · · · , xt 1, h) <latexit sha1_base64="65JBAGqRA5fPP0gZBUJDbCrQ0rk=">AAACfXichVHLSgMxFD0dX7W+qm4EN8VScSEllaLiquDGldhqVWilzIxpHTovZtLSOtQP8AdcuFIUEdGfcOMPuPATxKWCG0FvpwOiot6Q5OTknpuTRLF1zRWMPYSkru6e3r5wf2RgcGh4JDo6tulaNUfledXSLWdbkV2uaybPC03ofNt2uGwoOt9Sqsvt/a06d1zNMjdE0+Y7hlwxtbKmyoKoUnSiKHhDeKs0xFzZsHUeazVKnmiVonGWZH7EfoJUAOIIYs2KXqCIXVhQUYMBDhOCsA4ZLrUCUmCwiduBR5xDSPP3OVqIkLZGWZwyZGKrNFZoVQhYk9btmq6vVukUnbpDyhgS7J5dsmd2x67YI3v7tZbn12h7adKsdLTcLo0cTqy//qsyaBbY+1T96VmgjEXfq0bebZ9p30Lt6Ov7R8/rS7mEN81O2RP5P2EP7JZuYNZf1PMszx0jQh+Q+v7cP8HmXDI1n0xn0/FMOviKMCYxhRl67wVksII15OncA5zhGjehdykhzUrJTqoUCjTj+BLSwgfU6JRP</latexit> Next sample xt <latexit sha1_base64="folKXAjDyDeKOWUrhrJHMQGOLE8=">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</latexit> (a) Auto-regressive models <latexit sha1_base64="RQlUWz7OdEkafrXAPmZRXxiNUtE=">AAACcXichVHLSgMxFD0d3/VVdaO4GSyKIJRMKSquCi506asqaC0zY1qD82IyU9DiD/gDCq4qiIif4cYfcOEniMsKblx4Ox0QLeoNSU5O7rk5SQzPEjJg7DmhdHR2dff09iX7BwaHhlMjo9vSDX2TF0zXcv1dQ5fcEg4vBCKw+K7nc902LL5jHC8393eq3JfCdbaCE48Xbb3iiLIw9YCogxU9lFLojuq4QvJSKs0yLAq1HWgxSCOONTd1i30cwoWJEDY4HASELeiQ1PaggcEjrogacT4hEe1znCFJ2pCyOGXoxB7TWKHVXsw6tG7WlJHapFMs6j4pVUyzJ3bHGuyR3bMX9vFrrVpUo+nlhGajpeVeafh8fPP9X5VNc4CjL9WfngOUsRh5FeTdi5jmLcyWvnp60dhc2piuzbBr9kr+6+yZPdANnOqbebPON66QpA/Qfj53O9jOZrT5TG49m87n4q/oxSSmMEvvvYA8VrGGAp3r4xJ1XCcayoSiKlOtVCURa8bwLZS5TwDHj3Q=</latexit> Gaussian noise <latexit sha1_base64="FmLj/GPf+weBxnRI3XYM1v0ENdg=">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</latexit> Upsampling <latexit sha1_base64="QCXyBGZqqkkxs7xF7ydYqdfH1/w=">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</latexit> Conditioning <latexit sha1_base64="TIsIuRNR7iIACQhl/T0I1MrtuhI=">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</latexit> . . . <latexit sha1_base64="XwAJggLaXX93Lia51ShnL+x3gd8=">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</latexit> Dilated CNN layers <latexit sha1_base64="rfESrVMKxLogTbwPtad+lZv5Tyo=">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</latexit> (Non-causal) <latexit sha1_base64="RQlUWz7OdEkafrXAPmZRXxiNUtE=">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</latexit> Gaussian noise <latexit sha1_base64="DKsKKnk/cqLYqd4QQcjAqsmhdcI=">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</latexit> Invertible layers <latexit sha1_base64="FmLj/GPf+weBxnRI3XYM1v0ENdg=">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</latexit> Upsampling <latexit sha1_base64="QCXyBGZqqkkxs7xF7ydYqdfH1/w=">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</latexit> Conditioning <latexit sha1_base64="TIsIuRNR7iIACQhl/T0I1MrtuhI=">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</latexit> . . . <latexit sha1_base64="FmLj/GPf+weBxnRI3XYM1v0ENdg=">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</latexit> Upsampling <latexit sha1_base64="LYGStWP+lxhs0TBF+daCK7D9eLw=">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</latexit> + CNN layers <latexit sha1_base64="FmLj/GPf+weBxnRI3XYM1v0ENdg=">AAACbXichVHLSsNAFD2N7/poVQRBkWLxsSqTUlRcCW5camsfWEtJ4rSG5kWSFmrxB1wLLkRBQUT8DDf+gIt+grhwUcGNC2/TgGhRb8jMmTP33HtmRrY01XEZawaEnt6+/oHBoeDwyOhYKDw+kXHMqq3wtGJqpp2TJYdrqsHTrupqPGfZXNJljWflymZ7P1vjtqOaxq5bt3hBl8qGWlIVySVqL205kk59jHIxHGUx5kWkG4g+iMKPbTN8i30cwISCKnRwGHAJa5Dg0JeHCAaLuAIaxNmEVG+f4xhB0lYpi1OGRGyFxjKt8j5r0Lpd0/HUCnXR6LdJGcECe2J3rMUe2T17Zh+/1mp4Ndpe6jTLHS23iqGT6dT7vyqdZheHX6o/PbsoYc3zqpJ3y2Pap1A6+trRWSu1nlxoLLJr9kL+r1iTPdAJjNqbcrPDk+cI0gOIP6+7G2TiMXElltiJRzcS/lMMYgbzWKb7XsUGtrCNNPU1cIoLXAZehSlhVpjrpAoBXzOJbyEsfQKn4I3z</latexit> Upsampling <latexit sha1_base64="LYGStWP+lxhs0TBF+daCK7D9eLw=">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</latexit> + CNN layers <latexit sha1_base64="TIsIuRNR7iIACQhl/T0I1MrtuhI=">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</latexit> . . . <latexit sha1_base64="TIsIuRNR7iIACQhl/T0I1MrtuhI=">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</latexit> . . . <latexit sha1_base64="vfmLOLXtqta1QaYSGCJQOC8+BGs=">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</latexit> Di↵usion probabilistic models <latexit sha1_base64="QCXyBGZqqkkxs7xF7ydYqdfH1/w=">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</latexit> Conditioning <latexit sha1_base64="StAXOkWPVpOsJ/cWmuo+LufTzU4=">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</latexit> Original waveform x0 <latexit sha1_base64="jOpeWv1fJPFpINsVBFLELFnKmbg=">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</latexit> Gaussian noise ✏ <latexit sha1_base64="ttQdcKvJB4fb7HaNj5pcWz6/Alw=">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</latexit> p ¯ ↵x0 + p 1 ¯ ↵✏ <latexit sha1_base64="r8UPnsNQGQDK6N68HRr8Hhg4hcM=">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</latexit> Noise level p ¯ ↵ <latexit sha1_base64="jOpeWv1fJPFpINsVBFLELFnKmbg=">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</latexit> Gaussian noise ✏ <latexit sha1_base64="G/iBDbwY2Q1QmnRkXQk/Zob+K0Q=">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</latexit> In training <latexit sha1_base64="017IwdqqqXL28WzJngmgsiDT9Cg=">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</latexit> In inference <latexit sha1_base64="G/iBDbwY2Q1QmnRkXQk/Zob+K0Q=">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</latexit> In training <latexit sha1_base64="5UsE63s3h3d9YRTcaxdiFcnde90=">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</latexit> e.g. ClariNet, Parallel WaveGAN <latexit sha1_base64="lVssHpkIwOyCDqPTwSdIf720VaU=">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</latexit> e.g. WaveGlow, WaveFlow <latexit sha1_base64="q7eIPX8SJzJMAhbcTtylVZ0Dg84=">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</latexit> e.g. MelGAN, HiFi-GAN <latexit sha1_base64="0Glq1FoS1JOYUWmS4q+jUHTTz+c=">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</latexit> e.g. WaveGrad, Di↵Wave, BDDM <latexit sha1_base64="EkH00hyA9UygSQ2SAy6Ooi6rgEc=">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</latexit> (b) CNN-based models <latexit sha1_base64="XEzDLSGsQa47qjmHVvDn11ybH5A=">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</latexit> (c) Flow-based models <latexit sha1_base64="30mXFofZGhecgGeQg3yTOT8gMs4=">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</latexit> (d) Upsampling-based models <latexit sha1_base64="vA66CalmFojIeBLGTIC/dCRn918=">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</latexit> (e) Di↵usion probabilistic models <latexit sha1_base64="TP4cOnnWrJKngxzwawWHKKL/Kig=">AAACiHichVFNSxxBEH1OotGNH5t4CXgZXBRPS62IJp5ELzmumlVBRXrG2nWw54Oe2RGz5AeYP5BDTgkECTl41bMX/0AO/oTgUcFLDtbODoiKWsN0v35Vr/p1txNpL06IzrusFy+7e1719hVe9w8MDhXfvF2Jw6ZxueaGOjRrjopZewHXEi/RvBYZVr6jedXZXWjnV1M2sRcGn5L9iDd91Qi8uueqRKitYqmqjNKatb2nUq6HxrcbHLCRdMq2H26zjqWKypSF/RBUclBCHtWweIgNbCOEiyZ8MAIkgjUUYvnWUQEhEm4TLeGMIC/LM76gINqmVLFUKGF3ZWzIaj1nA1m3e8aZ2pVdtPxGlDbG6C/9pks6oz/0j/4/2quV9Wh72ZfZ6Wg52hr6+m75+lmVL3OCnVvVk54T1PE+8+qJ9yhj2qdwO/r087fL5dmlsdY4/aQL8f+DzulUThCkV+6vRV76joI8QOX+dT8EK5PlynR5anGyNDeVP0UvRjCKCbnvGczhI6qoyb4HOMIxTqyCRdaM9aFTanXlmmHcCWv+Bo1tl6E=</latexit> Parallel waveform generative models <latexit sha1_base64="Q/gGfmMV9x8/OnAwRSZUYWRqEps=">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</latexit> Speech waveform <latexit sha1_base64="Q/gGfmMV9x8/OnAwRSZUYWRqEps=">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</latexit> Speech waveform <latexit sha1_base64="Q/gGfmMV9x8/OnAwRSZUYWRqEps=">AAACdHichVG7TgJBFD2sL8QHqI2JFkSCsSIDIWqsSGwsecgjQUJ21wE37Cu7CwaJP+APWFBpJMb4GTb+gAWfYCwx2lh4WTYxStS7mZ0zZ+65c2auZKqK7TDW9wkTk1PTM/7ZwNz8wmIwtLRcsI2mJfO8bKiGVZJEm6uKzvOO4qi8ZFpc1CSVF6XG/nC/2OKWrRj6odM2eUUT67pSU2TRIaoaCuZMzuWT8KnY4jXD0qqhCIsxN8LjIO6BCLxIG6FbHOEYBmQ0oYFDh0NYhQibvjLiYDCJq6BDnEVIcfc5zhEgbZOyOGWIxDboX6dV2WN1Wg9r2q5aplNUGhYpw4iyJ3bHBuyR3bNn9vFrrY5bY+ilTbM00nKzGrxYzb3/q9JodnDypfrTs4Madl2vCnk3XWZ4C3mkb51dDnJ72Whnk12zF/J/xfrsgW6gt17lXoZnuwhQA+I/n3scFBKx+HYsmUlEUkmvFX6sYQNb9N47SOEAaeTdnnRxg57vTVgXIkJ0lCr4PM0KvoUQ+wR9o5AV</latexit> Speech waveform "436 *$"441 4-5 4QFFDI$PNN *$"441 "436 *$"441 *OUFSTQFFDI
  11.  /FVSBMUFYUUPTQFFDINPEFMT χϡʔϥϧԻ੠߹੒Ϟσϧʹؔ͢ΔऔΓ૊Έ χϡʔϥϧ554ԻڹϞσϧ *OUFSTQFFDI "436 *$"441 "436 &OEUPFOE੠࣭ม׵Ϟσϧ 

    Իߨ࿦ य़  <latexit sha1_base64="L4PyrqHxk2CTu7gOmrBQv3bHSdA=">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</latexit> Acoustic features <latexit sha1_base64="7VC2AVRUd57DasxvKZPhpBtjT3g=">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</latexit> Synthesized speech waveform <latexit sha1_base64="8hREcmWVayksj+PaC6a157dCp+I=">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</latexit> Charactor <latexit sha1_base64="qUnRaiR6m3iaDFJ654EahFC4AVE=">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</latexit> Phoneme <latexit sha1_base64="AfwYcZl3wmBLpimYFgqoK75ilL8=">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</latexit> Frame <latexit sha1_base64="E1XeJ0BBCJ89zTbLTqjjuN90iKc=">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</latexit> Sample <latexit sha1_base64="jno7dgs/QUu0k9LeFnLbon0r+xo=">AAACanichVHLSsNAFD2Nr1ofrXWjuBFrxVWZlKLiquDGpa/YQi0lidMamhdJWqjFH3DnSrArBRHxM9z4Ay78BNFdBTcuvEkDokW9w8ycOXPPnTMziq1rrsfYU0QYGBwaHomOxsbGJybjiankvms1HJVLqqVbTlGRXa5rJpc8zdN50Xa4bCg6Lyj1DX+/0OSOq1nmnteyedmQa6ZW1VTZI6ogEbYco5JIsQwLYr4fiCFIIYwtK3GDAxzCgooGDHCY8AjrkOFSK0EEg01cGW3iHEJasM9xghhpG5TFKUMmtk5jjValkDVp7dd0A7VKp+jUHVLOI80e2S3rsgd2x57Zx6+12kEN30uLZqWn5XYlfjqz+/6vyqDZw9GX6k/PHqpYC7xq5N0OGP8Wak/fPD7v7q7vpNtL7Iq9kP9L9sTu6QZm80293uY7HcToA8Sfz90P9rMZcSWT286m8rnwK6KYwwKW6b1XkccmtiAF7s5wgU7kVUgKs8JcL1WIhJppfAth8ROtZoyV</latexit> Uniform <latexit sha1_base64="rDGYKfH6C+YLKCeSJPi63BaqKi0=">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</latexit> upsampling <latexit sha1_base64="qlWhzUN/YdeFWmBxGfD4ezREfOI=">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</latexit> Input text <latexit sha1_base64="FYn7Awh+Az7dpBlqPxKUbr6gXCo=">AAACdXichVG7SgNBFD1ZXzG+Vm0EEYIxwSpORFSsBBvLPIwKKmF3vUkW9+XuJhCDP+APWGijoCJ+ho0/YJFPEEsFGwtvNguiot5hZs6cuefOmRnVMXTPF6IVkbq6e3r7ov2xgcGh4RF5dGzTs2uuRkXNNmx3W1U8MnSLir7uG7TtuKSYqkFb6sFae3+rTq6n29aG33Boz1Qqll7WNcVnqiTL2aptkUlxjw5rZGlUkhMiLYKI/wSZECQQRtaWb7CLfdjQUIMJggWfsQEFHrcdZCDgMLeHJnMuIz3YJxwjxtoaZxFnKMwe8Fjh1U7IWrxu1/QCtcanGNxdVsaRFI/iVryIB3EnnsT7r7WaQY22lwbPakdLTmnkZKLw9q/K5NlH9VP1p2cfZSwHXnX27gRM+xZaR18/On0prOSTzZS4FM/s/0K0xD3fwKq/alc5yp8hxh+Q+f7cP8HmfDqzmF7IzSdWF8KviGIS05jl917CKtaRRZHPreMcV7iOvElT0oyU6qRKkVAzji8hzX0AddqQhQ==</latexit> Phoneme sequence <latexit sha1_base64="7VC2AVRUd57DasxvKZPhpBtjT3g=">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</latexit> Synthesized speech waveform <latexit sha1_base64="IqSt/ifNR6yIZpewGIdriCSotgY=">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</latexit> Intermediate features <latexit sha1_base64="DO/tGzhM6FDHwzN+3GrekbsF/MA=">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</latexit> Encoder <latexit sha1_base64="TWIjWd2UCKcHB+FaTiAm09jDwTg=">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</latexit> Decoder <latexit sha1_base64="ZOiQO7IsgWClmIsJsscIGbCa0lY=">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</latexit> Text-analyzer (G2P) <latexit sha1_base64="XXfvPpYtiWVMDlnqKOUov6Pq470=">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</latexit> (a) Pipeline TTS models <latexit sha1_base64="8eo0iDuaz2ndkam2nhiWDXNZqvY=">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</latexit> (b) Entire end-to-end TTS models <latexit sha1_base64="nqk1NsXM9/2WKZL04Tz9FSF7UeU=">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</latexit> Acoustic models <latexit sha1_base64="jaCPeYFxdCJbFfQTOxhZQR7TLkc=">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</latexit> (including duration models) <latexit sha1_base64="Q/gGfmMV9x8/OnAwRSZUYWRqEps=">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</latexit> Speech waveform <latexit sha1_base64="eesvGJXjXGSDpY6ubenhxPBVVdo=">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</latexit> (=Neural vocoders) <latexit sha1_base64="sTk7BsxY47KtkV7ZhqwVzhpoq6k=">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</latexit> generative models <latexit sha1_base64="faYIMrsw7EzUXPzctHGSgPhkWds=">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</latexit> Non-uniform <latexit sha1_base64="rDGYKfH6C+YLKCeSJPi63BaqKi0=">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</latexit> upsampling <latexit sha1_base64="VFv6qsOHb8lZibHKA0Krf1uyEUo=">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</latexit> (=Alignment) <latexit sha1_base64="TFmHRpLvbUYgMV9rWIhjvdkz3lw=">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</latexit> Temporal resolution unit
  12. $16ܕߴ଎Ի੠߹੒Ϟσϧɿࡢ೥౓ݚमһਆށେদݪܓ྄͞Μ मྃ࣌ݚڀՊ௕৆ड৆  ϑϧόϯυ-1$/FUɿ*&&&"DDFTTɼ೔ຊԻڹֶձ೥ळقݚڀൃදձˏΦϯϥΠϯ ֶੜ༏लൃද৆  $16ܕϞσϧͷൺֱɿ"DPVTU4DJ5FDIYɼ೔ຊԻڹֶձݚڀൃදձY ো֐ऀԻ੠ͷ໌ྎ౓վળɿ*$"441ɼ೔ຊԻڹֶձ೥य़قݚڀൃදձˏΦϯϥΠϯ 1FSJPE)J'*("/ˠ)BSNPOJD/FU ɿ೔ຊԻڹֶձ೥य़قݚڀൃදձɼ೥ळقݚڀൃදձ

    ੠ͷߴ͞Λ੍ޚՄೳͳԻ੠߹੒Ϟσϧɿਆށେ.ਗ਼ਫ૱ଠ͞Μ جຊप೾਺ೖྗͳ͠Ϟσϧͷݕ౼ɿ೔ຊԻڹֶձ೥ळقݚڀൃදձˏ๺ւಓՊֶେֶ )BSNPOJD/FU ɿ೔ຊԻڹֶձ೥य़قݚڀൃදձˏΦϯϥΠϯ ຊ೔ͷ.4)BSNPOJD/FU  $16ܕߴ଎Ի੠߹੒Ϟσϧͷߴ଎Խɿਆށେ.ࢁԼཅੜ͞Μ '$)J'J("/ɿ೔ຊԻڹֶձ೥ळقݚڀൃදձˏ๺ւಓՊֶେֶ ֶੜ༏लൃද৆  ຊ೔ͷ'$.4)J'J("/ Վ੠߹੒΁ͷదԠɿ೔ຊԻڹֶձؔ੢ࢧ෦ୈճؔ੢ࢧ෦एखݚڀऀަྲྀݚڀൃදձˏಉࢤࣾେֶژాล ੠࣭ม׵΁ͷదԠɿ೔ຊԻڹֶձ೥य़قݚڀൃදձˏΦϯϥΠϯ Ի੠ೝࣝίʔύεΛ༻͍ͨෳ਺࿩ऀԻ੠߹੒ͷߴ඼࣭Խɿ࿨Վࢁେ.೔ాޫل͞Μ )J'J("/Λ༻͍ͨଳҬ֦ுͷݕ౼ɿ೔ຊԻڹֶձ೥ळقݚڀൃදձˏ๺ւಓՊֶେֶ ෳ਺࿩ऀԻ੠߹੒΁ͷదԠɿ೔ຊԻڹֶձ೥य़قݚڀൃදձˏΦϯϥΠϯ 3FTVMUTPGJOUFSOTUVEFOUTJO/*$5 
  13. #BEOFXT JO"4+TVNNFSTFNJOBS  1Z5PSDI͕...BDͷ.14 "QQMFγϦίϯͷ(16 ʹରԠ࢝͠ΊͨΒ͍͠ 
 IUUQT[FOOEFWIJEFUPTIJBSUJDMFT@QZUPSDINNBDCPPLHQV ͷͰΠΩͬͯ1SFWJFX൛ಋೖͯ͠&OEUPFOE554Ϟσϧ+&54Λര଎Ͱਪ࿦Ͱ͖Δͱࢥ ͍͖΍ɼɼɼDVNTVN

    MFOHUI@SFHVMBUPSQZ ͱ UPSDIOOVUJMTXFJHIU@OPSN IJ fi HBOQZ ͕·ͩ.14ະରԠͩͬͨͨΊ$16 35'ɿ  ΑΓ΋஗͍ 35'ɿ ɽɽɽ 
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  14. $16ͷΈͰߴ଎ಈ࡞ՄೳͳଟݴޠχϡʔϥϧԻ੠߹੒Ϟσϧ 7PJDF5SBʹͯݴޠެ։த ϛϟϯϚʔޠ͸य़Ϟσϧ͔Βެ։ݴޠެ։༧ఆ  ೔ຊޠɿ͜Μʹͪ͸ɼࠓ೔͸ԭೄͰট଴ߨԋͷൃදΛ͠·͢ɽ ӳޠɿ)FMMP *NHPJOHUPHJWFBOJOWJUFEMFDUVSFJO0LJOBXBUPEBZ தࠃޠɿ䓟޷ɼࠓఱࡏႌഷؿදᬐ౨ԋࢃɻ ؖࠃޠɿউ֞ೞࣁਃ য়ט਷য়ఃա৬ীࢲୡ؀ъোߊ಴ܳೡѢ৘ਃ

    ϑϥϯεޠɿ#POKPVS KFTVJTJOWJUÉÁEPOOFSVOFDPOGÉSFODFÁ0LJOBXBBVKPVSEIVJ εϖΠϯޠɿ#VFOBTUBSEFT IPZWPZBBOVODJBSMBDPOGFSFODJBJOWJUBEBFO0LJOBXB ϕτφϜޠɿ9JODIÁP IÔNOBZUÔJTⓁQIÂUCJểVCÁJEJễOUIVZếU㶟ượDNờJở0LJOBXB λΠޠɿส วั ส ดี ค รั บ วั น นี ้ ผมจะมาบรรยาย ที ่ โอ กิ นา ว่ าค รั บ ΠϯυωγΞޠɿ4FMBNBUTJBOH IBSJJOJTBZBBLBONFNQSFTFOUBTJLBOQJEBUPVOEBOHBOEJ0LJOBXB ϛϟϯϚʔޠɿမ င် ္ဂ လာပါ။ဒီေန ့ ကေတာ့အိုခီနာဝါမှာဖိ တ် ခေ ါ် တဲ့ လက်ချာ ပို ့ ချချက်ကိုထုတ်ေဖာ်ေြပာ ကြ ာ  .VMUJMJOHVBMOFVSBM554EFWFMPQFECZ/*$5
  15. /*$5ϓϩϞʔγϣϯϏσΦʮ/ͷ͍Δະདྷʯ /"্നੴ๖Ի ΑΓൈਮ IUUQTXXXZPVUVCFDPNXBUDI W9%:0#' fi [* ՝୊ͷͭ ଟݴޠͷਓʑ͕ಉ࣌ʹձ͢Δ৔߹ෳ਺ͷ຋༁Ի੠Λಉ࣌࠶ੜࠞ͟Γ߹ͬͯฉ͖औΓਏ͍ 

    ࠓத௕ظܭը ':ʙ': ͰऔΓ૊ΜͰ͍Δͷ͸ Ի੠ಉ࣌௨༁ٕज़ͷߴ඼࣭Խɾߴ଎ԽɾଟݴޠԽ 3FBMUJNFTQFFDIUSBOTMBUJPOUFDIOPMPHZ ˣ Ի੠Ϛϧνεϙοτ࠶ੜٕज़ͷग़൪ ˣ ଍ͷΘΒ͡ Ի৔੍ޚٕज़ Ի੠߹੒ٕज़ ͕͍ͭʹ༥߹
  16. Ԭຊ୓ຏ ݚڀςʔϚɿ෺ཧɾ਺ཧϞσϧʹجͮ͘Ի৴߸ɾԻۭؒͷ૑ग़ Իڹ৴߸ॲཧɿಛʹԻ৔ऩ࿥ɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ 
 ೥݄ʙ೥݄ɿ౦๺େֶઌ୺Ի৘ใγεςϜ म࢜ɾത࢜ɾϙευΫ 
 ೥݄ʙ೥݄ɿ/*$5௒ྟ৔ײϓϩδΣΫτˏ/*$5 


    ೥ʙݱࡏɿࣗ਎ͷՊݚඅʴЋ Ϛϧνεϙοτ࠶ੜ !/*$5 Ի੠ॲཧ 
 ೥݄ʙ೥݄ɿԻ੠ର࿩ɾݴޠࣝผ!/*$5 
 ೥݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ੠߹੒ɾԻ੠೾ܗੜ੒ˏ/*$5 *OUSPEVDUJPOPGNZTFMG  ଍ͷΘΒ͡ݚڀੜ׆೥໨ ˣ ͍ͭʹͭͷ੒Ռ͕༥߹
  17. νϟωϧখܕԁܗεϐʔΧΞϨΠͷࢼ࡞ɿԬຊΒɼԻߨ࿦ ळ  Ͱ͖Δ͚ͩখ͘͞ˠ௚ܘΘ͔ͣDN DIΞϯϓ 3.&%JHJGBDF64#ಉࠝ ɾέʔϒϧΛؚΊͯग़ுσϞՄೳ λϒϨοτͰϚϧνεϙοτ Ի৔ ΛճసՄೳɿԬຊΒɼԻߨ࿦ɼ೥݄

    *NQMFNFOUBUJPOPGBDPNQBDUBSSBZ  13.44 cm 2.5 cm 3.1 cm <latexit sha1_base64="PjnHn/kBdngue+nAIaVXwZWL0Ys=">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</latexit> 13.44 cm DIΞϯϓ 3.&%JHJGBDF64#ಉࠝ
  18. DIখܕԁܗΞϨΠΛ༻͍ͨݴޠԻ੠Ϛϧνεϙοτ࠶ੜγεςϜ ຋༁͞Ε֤ͨݴޠͷԻ੠͕ͦΕͧΕҧͬͨ৔ॴͰฉ͑͜ΔԻ੠຋༁ͷ৽ͨͳ6*ͱ࣮ͯ͠૷   ϦΞϧσϞల࣮ࣔ੷ ೥݄೔ ۚ ɿ೔ຊԻڹֶձळقݚڀൃදձˏ๺ւಓՊֶେֶ ೥݄೔ ໦

    ɼ ۚ ɿ͚͍͸Μͳ3%ϑΣΞˏ"53 ೥݄೔ ໦ ɼ ۚ ɿژ౎εϚʔτγςΟΤΩεϙˏ,*$, ೥݄೔ ౔ ʙ ೔ ɿ࣮ূ࣮ݧˏ೔ຊՊֶະདྷؗ ೥݄೔ Ր ɿ41&"4*1ˏԭೄݝཱത෺ؗɾඒज़ؗ ຊ೔͜ͷޙ 
 ʜʜ ଞࠓޙ਺݅Λ༧ఆ  )FMMP χϡʔϥϧݴޠࣝผ  χϡʔϥϧԻ੠ೝࣝ χϡʔϥϧ ػց຋༁ Ϛϧνεϙοτ ࠶ੜϑΟϧλ ଟݴޠ χϡʔϥϧ Ի੠߹੒ )FMMP ͜Μʹͪ͸ 㟬޷ উ֞ೞࣁਃ B DIԁܗεϐʔΧ C ݴޠσϞγεςϜ ೔ຊޠ ӳޠ தࠃޠ ؖࠃޠ DI εϐʔΧ DN *NQMFNFOUBUJPOPGEFNPTZTUFN ͭͷ੒Ռ͕༥߹
  19. ݄೔ ౔ ʙ ೔ ˏ೔ຊՊֶະདྷؗ 'δΦɾίεϞε ԁܗΞϨΠ ͓Αͼϊʔϕϧ2 ௚ઢΞϨΠ ΛσϞలࣔ

    
 IUUQTXXXOJDUHPKQQVCMJDJUZUPQJDTIUNM  Ϛϧνεϙοτ࠶ੜͷ࣮ূ࣮ݧ
  20. χϡʔϥϧԻ੠߹੒ ɿˑ೔ా ࿨Վࢁେ./*$5ݚमੜ ɼԬຊɼ੢ଜ ࿨Վࢁେ ɼށా ໊େ ɼՏҪɼzԻ੠ೝࣝ༻ίʔύεΛ༻ ͍ͨෳ਺࿩ऀςΩετԻ੠߹੒ʹ͓͚ΔߴԻ࣭Խͷݕ౼z ɿ˓Ԭຊɼށా

    ໊େ ɼՏҪɼz&&447$&OEUPFOEܥྻม׵ܕ੠࣭ม׵z ɿˑࢁԼ ਆށେ./*$5ݚमੜ ɼԬຊɼߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼz&OEUPFOE ܥྻม׵ܕ੠࣭ม׵ͷߴ଎Խ͓ΑͼϊϯωΠςΟϒ࿩ऀม׵ͷݕ౼z ɿˑਗ਼ਫ ਆށେ./*$5ݚमੜ ɼԬຊɼߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼz)BSNPOJD /FU جຊप೾਺੍ޚՄೳͳϝϧεϖΫτϩάϥϜೖྗܕߴ଎χϡʔϥϧϘίʔμz Ի੠ݴޠ֫ಘΤʔδΣϯτ +414Պݚඅج൫$෼୲  2ɿˑখদ ౦޻େ. ɼԬຊɼࣰ࡚ ౦޻େ ɼz࢒ࠩจຒΊࠐΈΛ༻͍ͨ࿈ଓߦಈۭؒʹجͮ͘Ի੠ݴޠ֫ಘ ΤʔδΣϯτz Ϛϧνεϙοτ࠶ੜ +414Պݚඅج൫$୅ද Ћ  rɿ˓Ԭຊɼz࣌มۭؒϑΟϧλϦϯάʹجͮ͘࠶ੜ৴߸దԠܕϚϧνεϙοτ࠶ੜz 
 ΦϯϥΠϯʹͯԁܗΞϨΠ͓Αͼ௚ઢΞϨΠσϞ൸࿐༧ఆ ؒʹ߹͑͹ɽɽ "OOPVODFNFOU"4+4!0OMJOF 
  21. ֎෦ࢿۚ ຊݚڀͷҰ෦͸+414Պݚඅ+1,ɼ+45"45&1τϥΠΞ΢τ+1.+5.%͓Α ͼ+45 プ ϩ グ ϥϜϚωʔ ジ ϟʔ 1.

    ͷҭ੒ɾ׆༂ਪਐ プ ϩ グ ϥϜ ࣮ࢪ୅දऀ඗ాܒଠ ͷॿ ੒Λड͚ͨ΋ͷ で ͋Δ ֎෦࿈ܞ খܕνϟωϧԁܗε ピ ʔΧΞϨΠ͓Α び νϟωϧ௚ઢε ピ ʔΧΞϨΠͷࢼ࡞͸๺೔ຊ Իڹגࣜձࣾͱͷڞಉ։ൃʹΑΔ΋ͷ で ͋Γɼ࣮૷ͨ͠ΞϨΠΛ༻͍࣮ͨূ࣮ݧΛ೔ຊՊֶ ະདྷؗʹ࣮ͯࢪͨ͠ ಺෦࿈ܞ Ի੠Ϛϧνεϙοτ࠶ੜٕज़ͷࣾձల։͸/*$5Πϊ ベ ʔγϣϯ デザ ΠϯΠχγΞςΟ ブ ڞ૑ デザ Πϯ プ ϩ ジ ΣΫτͱͯ͠ߦΘΕɼ プ ϩ ジ ΣΫτϝϯ バ ʔ で ͋Δ඗ాܒଠࢯ!ϑϥϯεɼ ਢ౻ඒ༏رࢯ!খۚҪຊ෦ɼ܂ݪສබࢯˏԣਢլ ໊ڞ/*$5૯߹৬ ʹײँͷҙΛද͢Δ 
 ˠԬຊ ݚڀ୲౰ ˏ͚͍͸Μͳਓڌ఺  "DLOPXMFEHFNFOUT
  22. Thank you for your !! Ԭຊ୓ຏ (Takuma OKAMOTO)ˏNICT e-mail: HP:

    https://www.okamotocamera.com Twitter: @okamotocamerea