Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Sign up for free
Menu
Search
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Features
All features
Private URLs
Password Protection
Custom URLS
Scheduled publishing
Remove Branding
Restrict embedding
Deck Collections
Notes
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Explore
Featured decks
Featured speakers
Programming
Technology
Storyboards
Pricing
Search
Sign in
Sign up for free
[ASJ_23rd_summer_seminar] 高品質ニューラル音声合成×ト×音声マルチス...
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Takuma OKAMOTO
September 01, 2022
Research
500
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
[ASJ_23rd_summer_seminar] 高品質ニューラル音声合成×ト×音声マルチスポット再生 -やはり実装 is all we need-
Takuma OKAMOTO
September 01, 2022
More Decks by Takuma OKAMOTO
See All by Takuma OKAMOTO
2025/7/5 応用音響研究会招待講演@北海道大学
takuma_okamoto
1
340
2025/1/30「システムデザイン論」@東京都立大学日野キャンパス
takuma_okamoto
0
240
[INTERSPEECH 2024] Challenge of singing voice synthesis using only text-to-speech corpus with FIRNet source-filter neural vocoder
takuma_okamoto
0
290
[Internoise 2023 (invited)] Multilingual sound spot synthesis systems
takuma_okamoto
0
480
マルチスポット再生 meets 多言語同時通訳システム
takuma_okamoto
0
290
[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~
takuma_okamoto
1
390
和歌山大学2022年度教養科目「世界の情報通信を知る」:音響・音声情報処理編
takuma_okamoto
0
280
[asj2022a] 16チャネル小型円形スピーカアレイを用いたマルチスポット再生システムの実装
takuma_okamoto
0
560
[asj2022a] Harmonic-Net+:高調波入力とLayerwise-Quasi-Periodic畳み込みを用いた基本周波数制御可能な高速ニューラルボコーダ
takuma_okamoto
0
380
Other Decks in Research
See All in Research
完全自律LLMエージェントでDIVER OSINT CTF 2026に挑戦してみた
analokmaus
0
790
全国町字単位空き家率推定データver1.0データ仕様
microbaseinc
0
300
論文読み会 SNLP2026 Tau2-Bench: Evaluating Conversational Agents in a Dual-Control Environment
s_mizuki_nlp
0
320
Byzantine Eventual Consistency for Reliable Local-First Software
ept
0
290
XDPerf: A High-Performance Traffic Generator Built with WASM and eBPF
takehaya
1
360
J-STAGEの現況と全文XML登載必須化について
xspa2012
0
350
就労支援の現場での生成AI活用
enochan
0
170
AI対話に何を挟むか ― 高回転対話・デジタル摘録・手書き記録による創造体験の違い|日本創造学会2026
ishiirikie
0
110
SPACE 2026 - Femmes en Elevage – Regards croisés desdifférentes filières
institutdelelevage
PRO
0
110
AI創薬の壁
kanojikajino
0
230
Développer des solutions de réduction des émissions de méthane entérique : 1ers résultats Méthane 2030
institutdelelevage
PRO
0
270
IA for theory
gpeyre
1
530
Featured
See All Featured
Leading Effective Engineering Teams in the AI Era
addyosmani
9
2.8k
<Decoding/> the Language of Devs - We Love SEO 2024
nikkihalliwell
1
360
Self-Hosted WebAssembly Runtime for Runtime-Neutral Checkpoint/Restore in Edge–Cloud Continuum
chikuwait
0
900
Art, The Web, and Tiny UX
lynnandtonic
304
22k
Navigating Team Friction
lara
192
16k
How to Think Like a Performance Engineer
csswizardry
28
2.9k
How to Grow Your eCommerce with AI & Automation
katarinadahlin
PRO
2
330
Mozcon NYC 2025: Stop Losing SEO Traffic
samtorres
1
580
Unlocking the hidden potential of vector embeddings in international SEO
frankvandijk
0
1k
brightonSEO & MeasureFest 2025 - Winning Strategies for Black Friday CRO & PPC - Christian Goodrich
cargoodrich
3
880
AI Search: Where Are We & What Can We Do About It?
aleyda
0
8.1k
XXLCSS - How to scale CSS and keep your sanity
sugarenia
250
1.3M
Transcript
ߴ࣭χϡʔϥϧԻ߹ºτºԻϚϧνεϙοτ࠶ੜ Γ࣮JTBMMXFOFFE Ԭຊຏ ࠃཱݚڀ։ൃ๏ਓɹใ௨৴ݚڀػߏ /*$5 ˞֤ςʔϚͷεϥΠυΧϥʔ ɹԻೝࣝܥ ࠓͳ͠
ɹԻ߹ܥ ɹԻऩܥ ࠓͳ͠ ɹԻ੍ޚܥ TU4FQU SE4VNNFS4FNJOBSPG"4+!
ࣗݾհ ߴ࣭χϡʔϥϧςΩετԻ߹ χϡʔϥϧԻܗੜɾςΩετԻ߹Ϟσϧͷൺֱ &OEUPFOEςΩετԻ߹Ϟσϧɿ+&54 σϞ ԻϚϧνεϙοτ࠶ੜ σϞ ӳޠχϡʔϥϧԻ߹ʹΑΔٕज़հϏσΦ ·ͱΊɾँࣙ એɿདྷ݄ͷݚڀൃදձͰͷൃද
ຊͷൃද <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=">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</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=">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</latexit> Phoneme sequence <latexit sha1_base64="7VC2AVRUd57DasxvKZPhpBtjT3g=">AAACgHichVFNL0NBFD2e7/oqNhKbRkOsap4I0pXExhJVJEjz3nOrE+8r700rbWNh6w9YWJGIiA2/wcYfsPATxJLExsLt60sEwZ3MzJkz99w5M2P6tgyVEI8tWmtbe0dnV3eip7evfyA5OLQeeuXAorzl2V6waRoh2dKlvJLKpk0/IMMxbdow9xcb+xsVCkLpuWuq6tOOY+y5sigtQzFVSI7mqq4qUShrtJsKfSKrlDowKlT0AqeQTIuMiCL1E+gxSCOOZS95iW3swoOFMhwQXCjGNgyE3LagQ8Bnbgd15gJGMtonHCLB2jJnEWcYzO7zuMerrZh1ed2oGUZqi0+xuQesTGFcPIgr8SLuxbV4Eu+/1qpHNRpeqjybTS35hYHjkdzbvyqHZ4XSp+pPzwpFzEdeJXv3I6ZxC6upr9ROXnLZ1fH6hDgXz+z/TDyKO76BW3m1LlZo9RQJ/gD9+3P/BOvTGX02M7MynV6Yib+iC6MYwyS/9xwWsIRl5PncI1ziBreapk1qU5reTNVaYs0wvoSW/QAza5Ro</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=">AAACeHichVHLSsNAFD2Nr1ofrboR3BSLr4VlUoqKq4ILXba2tQWVksSxhqZJSKbFWvwBf8CFC1EQLX6GG3/AhZ8gLisI4sLbNCAq6h1m5syZe+6cmVFtQ3cFY48Bqae3r38gOBgaGh4ZDUfGxrdcq+ZoPK9ZhuUUVcXlhm7yvNCFwYu2w5WqavCCWlnr7Bfq3HF1y8yJhs13q0rZ1Pd1TRFElSITOX4oFhVTMRpH3InOryfSC6VIjMWZF9GfQPZBDH6krcg1drAHCxpqqILDhCBsQIFLbRsyGGzidtEkziGke/scxwiRtkZZnDIUYis0lmm17bMmrTs1XU+t0SkGdYeUUcywB9ZibXbPbtkTe/+1VtOr0fHSoFntarldCp9MZl//VVVpFjj4VP3pWWAfK55XnbzbHtO5hdbV149O29nVzZnmLLtkz+T/gj2yO7qBWX/RrjJ88wwh+gD5+3P/BFuJuLwUT2YSsVTS/4ogpjCNeXrvZaSwgTTydG4D57hBK/AmRaU5aaGbKgV8zQS+hJT4AFKbkNA=</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
ࣗݾհ Ԭຊຏ ݚڀςʔϚ Իڹ৴߸ॲཧɿಛʹԻऩɾ੍ޚ ϚΠΫϩϗϯɾεϐʔΧΞϨΠ৴߸ॲཧ ݄ʙ݄ɿ౦େֶઌԻใγεςϜ म࢜ɾത࢜ɾϙευΫ
݄ʙ݄ɿ/*$5ྟײϓϩδΣΫτˏ/*$5 ʙݱࡏɿࣗͷՊݚඅʴЋ Ϛϧνεϙοτ࠶ੜ !/*$5 Իॲཧ ݄ʙ݄ɿԻରɾݴޠࣝผ!/*$5 ݄ʙݱࡏɿχϡʔϥϧωοτϫʔΫΛ༻͍ͨԻ߹ɾԻܗੜˏ/*$5 ԻڹֶձͰɿ݄ʙ݄ɿຊԻڹֶձֶੜɾएखϑΥʔϥϜװࣄձୈظදɼଞΖΖ ࡢͷαϚʔηϛφʔ ܥྻมͰͰ͖ΔԻೝࣝɾԻ߹ʴ㱣࣮JTBMMXFOFFE ࢿྉɿIUUQTJTHEEN-; )6/5&3Y)6/5&3θϊ͍ͪ͡ΌΜ͔ΒֶͿ࠲ӈͷ ੜ֔ݱ ҰҰɹΩϩɿؒߦڑΩϩ Ҏ্ܧଓத ɼൃදࢿྉग़དྷͯͳ͔ͬͨͷʹࠓேͪΖΜɽɽ ͷΘΒ͡ݚڀੜ׆ˠ͍ͭʹͭͷՌ͕༥߹ ۙɿ4MBDLͷ/10ਃͱ͔ .BUUFSNPTUͷҠߦͱ͔
ͷ͠͞ ೖྗͱग़ྗͷ͕͞શવҧ͏ ʮ)FMMPʯ จࣈɼඵ தؒಛྔ ϑϨʔϜ Իܗ αϯϓϧ
˞ϑϨʔϜγϑτྔɼαϯϓϦϯάपL)[ ಉ͡ςΩετΛಉ͡ਓ͕ಡΜͰຖճҧ͏Իܗ ೖྗʹରͯ͠ઍഒͷग़ྗΛ֬తʹٻΊΔ͠͞ ஈ֊ΞοϓαϯϓϦϯάʹΑΔ࣮ݱ ֤จࣈʹର͢ΔதؒಛྔɾԻܗͷ͞ҟͳΔ ςΩετˠதؒಛྔɿෆۉҰͳΞοϓαϯϓϦϯά ֤จࣈͷ͞Λਪఆ͢ΔܧଓϞσϧΛֶश தؒಛྔˠԻܗɿۉҰͳΞοϓαϯϓϦϯά ςΩετԻ߹ <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=">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</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=">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</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=">AAACfHichVHLSgMxFD0d3/VVdaHgZrBWKmJJRaq4Ety47FMFlTIzpjU4L2amhVr8AX/AhSsVEVG/wo0/4KKfIC4ruBHxdjogKuoNSU5O7rk5SVRbF67HWCMkdXR2dff09oX7BwaHhiMjoxuuVXE0XtAs3XK2VMXlujB5wROezrdshyuGqvNN9WCttb9Z5Y4rLDPv1Wy+ayhlU5SEpnhEFSPjcWVWTgvbLyDn8znZsPa47hYjUZZgfsg/QTIAUQSRtiJX2MEeLGiowACHCY+wDgUutW0kwWATt4s6cQ4h4e9zHCFM2gplccpQiD2gsUyr7YA1ad2q6fpqjU7RqTuklBFjj+yaNdkDu2FP7O3XWnW/RstLjWa1reV2cfh4Ivf6r8qg2cP+p+pPzx5KWPa9CvJu+0zrFlpbXz08aeZWsrH6DDtnz+T/jDXYPd3ArL5olxmePUWYPiD5/bl/go2FRDKVWMwsRFcXg6/oxSSmEKf3XsIq1pFGwT/3Are4C71L09KcNN9OlUKBZgxfQkp9AKKRkk0=</latexit> (a) Pipeline TTS models <latexit sha1_base64="8eo0iDuaz2ndkam2nhiWDXNZqvY=">AAAChXichVG7SgNBFD1Z3/EVtRFsFoOiRcIkhCg2CiJYmpcKKmF3M+rgvtidBDTYWvgDFlYKIqKt/oCNP2CRTxBLBRsLbzYLoqLeZeeeOXPPnTMzumsKXzLWiCht7R2dXd090d6+/oHB2NDwqu9UPYOXDMd0vHVd87kpbF6SQpp83fW4ZukmX9P3FpvrazXu+cKxi3Lf5VuWtmOLbWFokqhyTJ3Sp9UlWwqPq9yuJKSToKQWiwXVcirc9MuxOEuyINSfIBWCOMJYcWKX2EQFDgxUYYHDhiRsQoNP3wZSYHCJ20KdOI+QCNY5DhElbZWqOFVoxO7RuEOzjZC1ad7s6Qdqg3Yx6fdIqWKCPbIr9sIe2DV7Yu+/9qoHPZpe9inrLS13y4PHo4W3f1UWZYndT9WfniW2MRt4FeTdDZjmKYyWvnZw8lKYy0/UJ9k5eyb/Z6zB7ukEdu3VuMjx/Cmi9ACp79f9E6ymk6lsMpNLxxcy4VN0YwzjmKL7nsEClrGCEu17hBvc4k7pUhJKRsm2SpVIqBnBl1DmPwAYxpSl</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=">AAACdHichVG7TgJBFD2sL8QHqI2JFkSCsSIDIWqsSGwsecgjQUJ21wE37Cu7CwaJP+APWFBpJMb4GTb+gAWfYCwx2lh4WTYxStS7mZ0zZ+65c2auZKqK7TDW9wkTk1PTM/7ZwNz8wmIwtLRcsI2mJfO8bKiGVZJEm6uKzvOO4qi8ZFpc1CSVF6XG/nC/2OKWrRj6odM2eUUT67pSU2TRIaoaCuZMzuWT8KnY4jXD0qqhCIsxN8LjIO6BCLxIG6FbHOEYBmQ0oYFDh0NYhQibvjLiYDCJq6BDnEVIcfc5zhEgbZOyOGWIxDboX6dV2WN1Wg9r2q5aplNUGhYpw4iyJ3bHBuyR3bNn9vFrrY5bY+ilTbM00nKzGrxYzb3/q9JodnDypfrTs4Madl2vCnk3XWZ4C3mkb51dDnJ72Whnk12zF/J/xfrsgW6gt17lXoZnuwhQA+I/n3scFBKx+HYsmUlEUkmvFX6sYQNb9N47SOEAaeTdnnRxg57vTVgXIkJ0lCr4PM0KvoUQ+wR9o5AV</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=">AAACb3ichVHLSgMxFD0d3/VVdaEgSLFU2k1JRVQEoeLGZX1UhbaUmTGtwXkxkxa0+AN+gC5c+AAR8TPc+AMu/ARxJQpuXHg7HRAt6g1JTk7uuTlJNMcQnmTsMaS0tXd0dnX3hHv7+gcGI0PDm55ddXWe023Ddrc11eOGsHhOCmnwbcflqqkZfEvbW27sb9W46wnb2pD7Di+aasUSZaGrkqhCYnHJEBXL5JZMliIxlmJ+RFtBOgAxBJG1I9coYAc2dFRhgsOCJGxAhUctjzQYHOKKqBPnEhL+PschwqStUhanDJXYPRortMoHrEXrRk3PV+t0ikHdJWUUcfbAbtgru2e37Il9/Fqr7tdoeNmnWWtquVMaPBpbf/9XZdIssful+tOzRBnzvldB3h2fadxCb+prByev6wtr8foUu2TP5P+CPbI7uoFVe9OvVvnaKcL0Aemfz90KNqdT6dnUzOp0LDMTfEU3xjGJBL33HDJYQRY5OtfBMc5wHnpRRpUJJdpMVUKBZgTfQkl+Ag/tjhQ=</latexit> (=Alignment) <latexit sha1_base64="TFmHRpLvbUYgMV9rWIhjvdkz3lw=">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</latexit> Temporal resolution unit
ਂܗੜϞσϧɿԻڹಛྔˠԻܗ ࣗݾճؼϞσϧɿࣗΒͷաڈͷܗσʔλΛͬͯαϯϓϧͣͭܗΛੜ 'MPXܕϞσϧɿന৭ࡶԻΛগͣͭ͠Իܗͱม ఢରతੜϞσϧɿࣝผثΛ᱐͢Α͏ʹࣗવͳԻܗΛੜ ֦ࢄ֬Ϟσϧɿന৭ࡶԻΛগͣͭ͠ࡶԻআڈ͠ͳ͕ΒԻܗΛੜ ˞࠷ۙྲྀߦΓͷ4UBCMFEJ ff VTJPOܥ
ຊԻڹֶձࡶղઆهࣄɿIUUQTXXXKTUBHFKTUHPKQBSUJDMFKBTK@@BSUJDMFDIBSKB ݄ΑΓΦʔϓϯΞΫηε ੜαϯϓϧσϞϖʔδɿIUUQTXXXPLBNPUPDBNFSBDPNOFVSBM@TQFFDI@TZOUIFTJTJOEFYIUNM χϡʔϥϧԻܗੜϞσϧͷൺֱ <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=">AAACbXichVHLSgMxFD0dX7U+WhVBUKRYfKxKWoqKq4IbV0Vbq+IDmRnTOjSdGWbSQi3+gGvBhSgoiIif4cYfcNFPEBcuFNy48HY6ICrqDUlOTu65OUk0WxiuZKwRUNraOzq7gt2hnt6+/nBkYHDNtSqOzvO6JSxnQ1NdLgyT56UhBd+wHa6WNcHXtdJic3+9yh3XsMxVWbP5TlktmkbB0FVJ1GY2k4kKtUYJu5EYizMvoj9Bwgcx+LFsRa6xjT1Y0FFBGRwmJGEBFS61LSTAYBO3gzpxDiHD2+c4RIi0FcrilKESW6KxSKstnzVp3azpemqdThHUHVJGMcke2A17Yffslj2y919r1b0aTS81mrWWltu74aOR3Nu/qjLNEvufqj89SxQw73k1yLvtMc1b6C199eDkJbeQnaxPsUv2RP4vWIPd0Q3M6qt+tcKzpwjRByS+P/dPsJaMJ2bjqZVkLJ3yvyKIUUxght57DmksYRl5OtfEMc5wHnhWhpUxZbyVqgR8zRC+hDL9AZ//jXE=</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=">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</latexit> (Causal) <latexit sha1_base64="bLwU6gFJt97cdAnkxDkEK5r/iAs=">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</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=">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</latexit> Next sample xt <latexit sha1_base64="folKXAjDyDeKOWUrhrJHMQGOLE8=">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</latexit> (a) Auto-regressive models <latexit sha1_base64="RQlUWz7OdEkafrXAPmZRXxiNUtE=">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</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=">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</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=">AAACaXichVG7SgNBFD1Z3/EVtQnaiEGxChMJKlYBG0ujJhGSEHbXSRyz2V12Jwsx+ANWdqJWCiLiZ9j4AxZ+gqRUsLHw7mZBVNQ7zMyZM/fcOTOj2YZwJWNPEaWnt69/YHAoOjwyOjYem5jMu1bT0XlOtwzL2dVUlxvC5DkppMF3bYerDc3gBa2+7u8XPO64wjJ3ZMvm5YZaM0VV6KokKl/y9izpVmIJlmRBzP4EqRAkEMamFbtBCXuwoKOJBjhMSMIGVLjUikiBwSaujDZxDiER7HMcIUraJmVxylCJrdNYo1UxZE1a+zXdQK3TKQZ1h5SzmGeP7Ja9sAd2x57Z+6+12kEN30uLZq2r5XZl/Di+/favqkGzxP6n6k/PElWsBl4FebcDxr+F3tV7h6cv22tb8+0FdsU65P+SPbF7uoHpverXWb51gSh9QOr7c/8E+aVkajmZzqYTmXT4FYOYwRwW6b1XkMEGNpGjcw9wgjOcRzrKhBJXprupSiTUTOFLKIkP3mWMOQ==</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=">AAACg3ichVFNS1tBFD15fsVYTbSbQkGCQRGEcBOCSqEQ6Ka75sOooBLee07ikPfFe5NU+8iuq/4BF64siLRd6j9w4x9w4U8Qlxa66aI3zwdFxfYOM3PmzD13zswYniUDRXSd0IaGR0bHkuOpiReTU+nM9Mx64HZ9UzRM13L9TUMPhCUd0VBSWWLT84VuG5bYMDrvBvsbPeEH0nXW1IEndmy97ciWNHXFVDMzu63Evgo/+LItHd3KftR7ouX6dra/3wyp38zkKE9RZJ+CQgxyiKPiZk6xjV24MNGFDQEHirEFHQG3LRRA8JjbQcicz0hG+wJ9pFjb5SzBGTqzHR7bvNqKWYfXg5pBpDb5FIu7z8os5umKvtEdXdIPuqHfz9YKoxoDLwc8G/da4TXTX17Vf/1XZfOssPdX9U/PCi2sRl4le/ciZnAL817f+3R4V39Tmw8X6Cvdsv9juqYLvoHT+2meVEXtCCn+gMLj534K1ov5wnK+VC3lyqX4K5J4jTks8nuvoIz3qKDB537Gd5zhXBvRlrSiFudqiVjzEg9Ce/sHP3qVww==</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=">AAACb3ichVHLSgMxFD0dX7W+qi4UBCkWRTclLUXFVcGN7vqwD6giM2OqodPMMDMt1OIP+AG6cOEDRMTPcOMPuPATxJUouHHh7XRAVNQbkpyc3HNzkmiWIRyXsYeA0tXd09sX7A8NDA4Nj4RHxwqOWbd1ntdNw7RLmupwQ0ied4Vr8JJlc7WmGbyoVVfb+8UGtx1hyg23afGtmrorRUXoqkvU5rqMCFnhNpc63w5HWYx5EfkJ4j6Iwo+0Gb7CJnZgQkcdNXBIuIQNqHColREHg0XcFlrE2YSEt89xgBBp65TFKUMltkrjLq3KPitp3a7peGqdTjGo26SMYJbds2v2wu7YDXtk77/Wank12l6aNGsdLbe2Rw4nc2//qmo0u9j7VP3p2UUFy55XQd4tj2nfQu/oG/vHL7mV7Gxrjl2wJ/J/zh7YLd1ANl71ywzPniBEHxD//tw/QSERiy/GkplENJX0vyKIKcxgnt57CSmsIY08nWvhCKc4CzwrE8q0EumkKgFfM44voSx8AMP0jm0=</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=">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</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=">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</latexit> Speech waveform
B ύΠϓϥΠϯϞσϧ ԻڹϞσϧ ςΩετˠԻڹಛྔ ͱܗੜϞσϧ Իڹ ಛྔˠԻܗ ΛͦΕͧΕผʑʹֶश
ɾԻڹϞσϧɿ5BDPUSPOɼ'BTU4QFFDIʜ ɾܗੜϞσϧɿ8BWF3//ɼ8BWF(MPXɼ)J'J("/ʜ தؒಛྔϝϧεϖΫτϩάϥϜ͕ΘΕΔ͜ͱ͕ଟ͍ தؒಛྔͷਪఆޡࠩʹΑΔԻ࣭ྼԽ ͦͦ࠷దͳதؒಛྔͳͷ͔ ɹҐ૬ใ͍Βͳ͍ ϝϧϑΟϧλόϯΫͰ͍͍ͷ C &OEUPFOEϞσϧ ςΩετˠԻܗΛͭͷχϡʔϥϧωοτͰ࣮ݱ ɾ'BTU4QFFDI ɼ8BWF5BDPUSPOɼ7*54ɼ+&54ʜ தؒಛྔ࠷ऴతͳԻܗΛग़ྗ͢ΔͨΊʹ࠷దͳ දݱΛχϡʔϥϧωοτ͕ࣗಈతʹ֫ಘ ύΠϓϥΠϯϞσϧΑΓߴԻ࣭ χϡʔϥϧςΩετԻ߹Ϟσϧͷൺֱ <latexit sha1_base64="L4PyrqHxk2CTu7gOmrBQv3bHSdA=">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</latexit> Acoustic features <latexit sha1_base64="7VC2AVRUd57DasxvKZPhpBtjT3g=">AAACgHichVFNL0NBFD2e7/oqNhKbRkOsap4I0pXExhJVJEjz3nOrE+8r700rbWNh6w9YWJGIiA2/wcYfsPATxJLExsLt60sEwZ3MzJkz99w5M2P6tgyVEI8tWmtbe0dnV3eip7evfyA5OLQeeuXAorzl2V6waRoh2dKlvJLKpk0/IMMxbdow9xcb+xsVCkLpuWuq6tOOY+y5sigtQzFVSI7mqq4qUShrtJsKfSKrlDowKlT0AqeQTIuMiCL1E+gxSCOOZS95iW3swoOFMhwQXCjGNgyE3LagQ8Bnbgd15gJGMtonHCLB2jJnEWcYzO7zuMerrZh1ed2oGUZqi0+xuQesTGFcPIgr8SLuxbV4Eu+/1qpHNRpeqjybTS35hYHjkdzbvyqHZ4XSp+pPzwpFzEdeJXv3I6ZxC6upr9ROXnLZ1fH6hDgXz+z/TDyKO76BW3m1LlZo9RQJ/gD9+3P/BOvTGX02M7MynV6Yib+iC6MYwyS/9xwWsIRl5PncI1ziBreapk1qU5reTNVaYs0wvoSW/QAza5Ro</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=">AAACaXichVHLSsNAFD2Nr1pfrW6Kboqh4qpMpKi4Krhx2Vr7ABVJ4rTG5kWSFmrxB1y5E3WlICJ+hht/wIWfIF0quHHhTRoQLeodZubMmXvunJlRbF1zPcaeI8LA4NDwSHQ0NjY+MTkVT0yXXavpqLykWrrlVBXZ5bpm8pKneTqv2g6XDUXnFaWx7u9XWtxxNcvc8to23zXkuqnVNFX2iCoXZcPW+V5cZBkWRKofSCEQEUbeit9iB/uwoKIJAxwmPMI6ZLjUtiGBwSZuFx3iHEJasM9xjBhpm5TFKUMmtkFjnVbbIWvS2q/pBmqVTtGpO6RMIc2e2B17ZY/snr2wj19rdYIavpc2zUpPy+29qZNk8f1flUGzh4Mv1Z+ePdSwGnjVyLsdMP4t1J6+dXT2WlzbTHcW2DXrkv8r9swe6AZm6029KfDNS8ToA6Sfz90PyksZaTmTLSyJuWz4FVHMYR6L9N4ryGEDeZTo3EOc4hwXka6QEJLCbC9ViISaGXwLQfwEiVmMDQ==</latexit> Sample <latexit sha1_base64="jno7dgs/QUu0k9LeFnLbon0r+xo=">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</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=">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</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=">AAACanichVHLSsNAFD2N7/po1Y3STbFWXJVJERVXggguW7UPqKUk6bSG5kWSFrT4A+5cCbpSEBE/w40/4KKfILqr4MaFN2lAtKh3mJkzZ+65c2ZGtjTVcRnrhISBwaHhkdGx8PjE5FQkOj2Td8ymrfCcYmqmXZQlh2uqwXOu6mq8aNlc0mWNF+TGlrdfaHHbUU1j3z2yeFmX6oZaUxXJJaqwbShmlduVaIKlmB/xfiAGIIEgMmb0FgeowoSCJnRwGHAJa5DgUCtBBINFXBlt4mxCqr/PcYIwaZuUxSlDIrZBY51WpYA1aO3VdHy1Qqdo1G1SxpFkT+yOddkju2fP7OPXWm2/hufliGa5p+VWJXI6t/f+r0qn2cXhl+pPzy5qWPe9quTd8hnvFkpP3zo+7+5t7CbbS+yavZD/K9ZhD3QDo/Wm3GT57iXC9AHiz+fuB/l0SlxNrWTTic2V4CtGEcMClum917CJHWSQ892d4QKXoVdhRpgXYr1UIRRoZvEthMVPbOaMdQ==</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=">AAAChXichVG7SgNBFD1Z3/EVtRFsFoOiRcIkhCg2CiJYmpcKKmF3M+rgvtidBDTYWvgDFlYKIqKt/oCNP2CRTxBLBRsLbzYLoqLeZeeeOXPPnTMzumsKXzLWiCht7R2dXd090d6+/oHB2NDwqu9UPYOXDMd0vHVd87kpbF6SQpp83fW4ZukmX9P3FpvrazXu+cKxi3Lf5VuWtmOLbWFokqhyTJ3Sp9UlWwqPq9yuJKSToKQWiwXVcirc9MuxOEuyINSfIBWCOMJYcWKX2EQFDgxUYYHDhiRsQoNP3wZSYHCJ20KdOI+QCNY5DhElbZWqOFVoxO7RuEOzjZC1ad7s6Qdqg3Yx6fdIqWKCPbIr9sIe2DV7Yu+/9qoHPZpe9inrLS13y4PHo4W3f1UWZYndT9WfniW2MRt4FeTdDZjmKYyWvnZw8lKYy0/UJ9k5eyb/Z6zB7ukEdu3VuMjx/Cmi9ACp79f9E6ymk6lsMpNLxxcy4VN0YwzjmKL7nsEClrGCEu17hBvc4k7pUhJKRsm2SpVIqBnBl1DmPwAYxpSl</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=">AAACdnichVFNLwNRFD0d3/VVbCQSaTTFqrkjglg1sbGsjyJBmplx1cR8ZWZaofEH/AELsSBBxM+w8Qcs/ASxJGFh4XY6iSC4k3nv3PPuue+893TPMoOQ6CGhNDW3tLa1dyQ7u7p7elN9/SuBW/ENLhqu5fpruhawZTpcDM3Q4jXPZ83WLV7Vd+fq66tV9gPTdZbDfY83ba3smNumoYVClVJ9ZXbYl6TKadvdYisopTKUoyjSP4EagwziKLipK2xgCy4MVGCD4SAUbEFDIN86VBA84TZRE84XZEbrjEMkRVuRKpYKTdhdGcuSrcesI3m9ZxCpDdnFkt8XZRpZuqdreqY7uqFHev+1Vy3qUfeyL7Pe0LJX6j0aXHr9V2XLHGLnU/Wn5xDbmIm8muLdi5j6KYyGvnpw/Lw0u5itjdI5PYn/M3qgWzmBU30xLhZ48QRJeQD1+3X/BCsTOXUqN7kwkclPxk/RjiGMYFzuexp5zKOAouy7h1Nc4irxpgwrWWWsUaokYs0AvoRCH7XpkRg=</latexit> generative models <latexit sha1_base64="faYIMrsw7EzUXPzctHGSgPhkWds=">AAACbnichVHLSsNAFD2Nr1ofrQoiiCgWxY1lUoqKq4IbV1IfVaGKJHHUoUkm5FGoxR9wLy4ERUFE/Aw3/oALP0HcCApuXHibBkRFvSGZc8/cc3Pmju6YwvMZe4gpTc0trW3x9kRHZ1d3MtXTu+rJwDV40ZCmdNd1zeOmsHnRF77J1x2Xa5Zu8jW9PFffX6tw1xPSXvGrDt+0tF1b7AhD84kqLUh7MqBcutZWKs0yLIyRn0CNQBpRFGTqChvYhoSBABY4bPiETWjw6ClBBYND3CZqxLmERLjPcYAEaQOq4lShEVum7y5lpYi1Ka/39EK1QX8x6XVJOYIxds+u2Qu7Yzfskb3/2qsW9qh7qdKqN7Tc2UoeDiy//auyaPWx96n607OPHcyEXgV5d0Kmfgqjoa/sH78szy6N1cbZBXsi/+fsgd3SCezKq3G5yJdOkKALUL+P+ydYzWbUqUxuMZvO56KriGMQo5igeU8jj3kUUAwndoRTnMWelX5lSBlulCqxSNOHL6FMfAA/vI41</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
+&54 IUUQTBSYJWPSHBCT ԻڹϞσϧ 'BTU4QFFDI ͱܗੜϞσϧ )J'J("/ Λ ϝϧεϖΫτϩάϥϜΛհͣ͞ʹܨ͛ͯಉ࣌ʹֶश
ैདྷͷԻ߹ɼػց༁ɼը૾ੜͰഓΘΕٕͨज़ͷूେ 5SBOTGPSNFS ࣗݾҙػߏ ɿػց༁ ԻૉΞϥΠϝϯτ 'PSXBSECBDLXBSEΞϧΰϦζϜ ɹɹɹɹɹɹɹɹɹɹɿӅΕϚϧίϑܕԻೝࣝԻ߹ ఢରతੜϞσϧ )J'J("/ ɿը૾ੜ &41OFU554ʹ͓͚Δ࣮͋Γ IUUQTHJUIVCDPNFTQOFUFTQOFUUSFFNBTUFSFTQOFUHBO@UUTKFUT FTQOFUFHTMKTQFFDIUUTDPOGUVOJOHUSBJO@KFUTZBNM ࣌ؒҎͷσʔλ $.6"3$5*$ αϯϓϦϯάप L)[Ͱಈ͘ެ։ίʔύεͷΈͰ࣮Մೳ IUUQTXXXPLBNPUPDBNFSBDPNOFVSBM@TQFFDI@TZOUIFTJTJOEFYIUNM ˞ͦͷ্Ͱɼެࣜൃද·ͩ ݄ͷ*OUFSTQFFDI &OEUPFOEχϡʔϥϧԻ߹Ϟσϧͷྫ <latexit sha1_base64="qlWhzUN/YdeFWmBxGfD4ezREfOI=">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</latexit> Input text <latexit sha1_base64="FYn7Awh+Az7dpBlqPxKUbr6gXCo=">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</latexit> Phoneme sequence <latexit sha1_base64="eqMndbZ87wqsy7S2OybjDDfQGcs=">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</latexit> Output raw speech waveform <latexit sha1_base64="//pmT2HVncuEMTe5lL0FgNladLA=">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</latexit> Mel-spectrogram <latexit sha1_base64="BQ7TlRDT2S3gLQotOTEfP+orRfo=">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</latexit> Text analyzer <latexit sha1_base64="7/xh7p6SaIPVWfg3H1nsgMjD+lE=">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</latexit> Transformer-based decoder <latexit sha1_base64="PnyUOmBroUC9Arfpf/xMC1qClTI=">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</latexit> Embedding layer <latexit sha1_base64="4MdmVFiF6d7lamJ930mNAt0130I=">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</latexit> Transformer-based encoder <latexit sha1_base64="BT+hlArdaMVLxMAlmUOnhqOUqbc=">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</latexit> Variance adaptor <latexit sha1_base64="Nv77tzbKgPFfE0bu0ljrf+8nTrQ=">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</latexit> FastSpeech2-based acoustic model <latexit sha1_base64="7PgzVEb/3zT9PeaXY3w6A30Z5P4=">AAACfnichVE9TxtBEH1cCHGcgE3SJKI5xQLRYMaWFexUltKk5MuABMi6O8b2ifvS3trIsaL0+QMpUiWSFUWRkh9Bwx+g4CcgSiKloWB8PhSlAGa1O7Nv58283bUjz4010dmE8WDy4dSjzOPsk6fTM7n87LOtOOwqhxtO6IVqx7Zi9tyAG9rVHu9Eii3f9njbPnw7Ot/usYrdMNjU/Yj3fasduC3XsbRAzfzLOGJ2OuaR1eNWqHyzzQErS4eqmS9QsUa1CpFJRUpMggqVV8ols5QiBaS2Gua/Yw8HCOGgCx+MAFpiDxZiGbsogRAJto+BYEoiNzlnfEBWuF3JYsmwBD2UtS273RQNZD+qGSdsR7p4MpUwTczTKf2gSzqhn3ROV7fWGiQ1Rlr64u0xl6Nm7tOLjb/3snzxGp1/rDs1a7RQTbS6oj1KkNEtnDG/9/7z5cab9fnBAn2jC9H/lc7oWG4Q9P44wzVe/4KsfMDNK5u3B1vlYul1sbJWLtQr6VdkMIdXWJT3XkEd77CKhvT9iCF+4bcBY8FYMpbHqcZEynmO/8yoXgN1IZOn</latexit> speech waveform generator <latexit sha1_base64="Spt1qHBhbJUIkNlfsGfs3+CK8z8=">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</latexit> Alignment <latexit sha1_base64="tWhmS3euCF9hjm94NmDr6V7WeKM=">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</latexit> module <latexit sha1_base64="uPOoCMeI/QGvOmCE/Kgqty0nuO0=">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</latexit> h <latexit sha1_base64="fcv157TIFnfAZ8Qn+HD8KQYt5Uo=">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</latexit> d <latexit sha1_base64="XJ9SuAZSJRKmW5MBOgNbUVfNqwA=">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</latexit> : Training only <latexit sha1_base64="DbQSY09dG+YrFEpQSA/TvuES5EY=">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</latexit> HiFi-GAN-based %-JNFUBM *OUFSTQFFDI ࣝผثχϡʔϥϧωοτ ఢରతֶश ("/
%FNP &41OFU554Ͱֶशͤͨ͞Ϟσϧ αϯϓϦϯάपɿL)[ 3FBMUJNFGBDUPS 35'ɿඵؒͷԻΛ߹͢Δͷʹཁ͢Δ࣌ؒ ɿ͓Αͦˏ..BD#PPL1SP ֶशʹ༻͍ͨίʔύε/*$5ΑΓެ։༧ఆ ެ։४උத
ຊޠɿஉঁ֤ จɼӳޠɿஉঁ֤ จ
൵ใ 1Z5PSDI͕...BDͷ.14 "QQMFγϦίϯͷ(16 ʹରԠ࢝͠ΊͨΒ͍͠ IUUQT[FOOEFWIJEFUPTIJBSUJDMFT@QZUPSDINNBDCPPLHQV ͷͰΠΩͬͯ1SFWJFX൛ಋೖͯ͠+&54രͰਪͰ͖Δͱࢥ͍͖ɼɼɼ DVNTVN
MFOHUI@SFHVMBUPSQZ ͱUPSDIOOVUJMTXFJHIU@OPSN IJ fi HBOQZ ͕·ͩ.14 ະରԠͩͬͨͨΊ$16 35'ɿ ΑΓ͍ 35'ɿ ɽɽɽ FYQPSU1:503$)@&/"#-&@.14@'"--#"$,Ͱ࣮ߦ ͱ͍͏Θ͚Ͱࠓޙʹظ
εϐʔΧΞϨΠΛ༻͍ͨϚϧνεϙοτ࠶ੜ Իͷฉ͑͜ΔΤϦΞͷԻѹΛɼฉ͑͜ͳ͍ΤϦΞͷԻѹΛͱͨ͠Ի੍ޚٕज़ ݴޠԻϚϧνεϙοτ࠶ੜγεςϜ ༁͞Ε֤ͨݴޠͷԻ͕ͦΕͧΕҧͬͨॴͰฉ͑͜ΔԻ༁ͷ৽ͨͳ6*ͱ࣮ͯ͠ ԻϚϧνεϙοτ࠶ੜ y x z
r0 rref Φ φs P(rref , φ, 0, ω) = 1 P(rref , φ, 0, ω) = 0 Bright zone Circular loudspeaker array Reference circle Dark Zone )FMMP χϡʔϥϧݴޠࣝผ χϡʔϥϧԻೝࣝ χϡʔϥϧ ػց༁ Ϛϧνεϙοτ ࠶ੜϑΟϧλ ଟݴޠ χϡʔϥϧ Ի߹ )FMMP ͜Μʹͪ 㟬 উ֞ೞࣁਃ B DIԁܗεϐʔΧ C ݴޠσϞγεςϜ ຊޠ ӳޠ தࠃޠ ؖࠃޠ DI εϐʔΧ DN ࠓճͷσϞ 50LBNPUP 8"41""
εʔπέʔεͭͰग़ுσϞ͕Մೳʹ DIখܕԁܗεϐʔΧΞϨΠ͓ΑͼΞϯϓຊԻڹגࣜձࣾͱͷڞಉ։ൃ ݄ͷݚڀൃදձˏւಓՊֶେֶʹ࣮ͯػσϞ༧ఆ ϙʔλϒϧσϞγεςϜ εϚϗࡱӨ༻ࡾ٭ DN·ͰॖΉ DN
%FNPதܧ!/*$5͚͍Μͳ ɹɹɹɹɹӽ͠ʹݴޠϚϧνεϙοτ࠶ੜγεςϜΛମݧ Ԭຊ͕ϊʔτ1$Λ࣋ͬͯεϐʔΧΞϨΠͷपΓΛճΔ
ӳޠχϡʔϥϧԻ߹ʹΑΔٕज़հϏσΦ /*$5ʹͯ։ൃதͷ࠷৽Ϟσϧ
ۙ:PV5VCFʹެ։༧ఆ
None
ߴ࣭&OEUPFOEχϡʔϥϧςΩετԻ߹ ͭͷχϡʔϥϧωοτͰೖྗςΩετ͔ΒԻܗΛੜՄೳ ӅΕϚϧίϑϞσϧܕԻೝࣝԻ߹ɼػց༁͓Αͼը૾ੜͰഓΘΕٕͨज़ͷूେ ԻϚϧνεϙοτ࠶ੜ Իͷฉ͑͜ΔΤϦΞͷԻѹΛɼฉ͑͜ͳ͍ΤϦΞͷԻѹΛͱͨ͠Ի੍ޚٕज़ ༁͞Ε֤ͨݴޠͷԻ͕ͦΕͧΕҧͬͨॴͰฉ͑͜ΔԻ༁ͷ৽ͨͳ6*ͱ࣮ͯ͠ Γ࣮JTBMMXFOFFE ࠷ઌͷ&OEUPFOEχϡʔϥϧςΩετԻ߹+&54طʹಈ͔ͤΔ ԻϚϧνεϙοτ࠶ੜ࣮/*$5͚͍ΜͳσϞଈ࠾༻ֶձձʹ͓͚ݱσϞٕज़հϏσΦ ·ͱΊ
֎෦ࢿۚ ຊݚڀͷҰ෦+414Պݚඅ+1,͓Αͼ+45 プ ϩ グ ϥϜϚωʔ ジ ϟʔ 1. ͷҭɾ׆༂ਪਐ
プ ϩ グ ϥϜ ࣮ ࢪදऀాܒଠ ͷॿΛड͚ͨͷ で ͋Δ ֎෦࿈ܞ ԁܗε ピ ʔΧΞϨΠͷࢼ࡞ຊԻڹגࣜձࣾͱͷڞಉݚڀͱͯ͠ߦΘΕେࢁ৻ೋࢯɼ্ࠀ࢘ࢯɼԬ෦࢘ࢯɼ ୩݈ଠࢯʹײँͷҙΛද͢Δ ෦࿈ܞ ԻϚϧνεϙοτ࠶ੜٕज़ͷࣾձల։/*$5Πϊ ベ ʔγϣϯ デザ ΠϯΠχγΞςΟ ブ ڞ デザ Πϯ プ ϩ ジ ΣΫτ ͱͯ͠ߦΘΕɼ プ ϩ ジ ΣΫτϝϯ バ ʔ で ͋Δాܒଠࢯɼਢ౻ඒ༏رࢯɼ܂ݪສබࢯʹײँͷҙΛද͢Δ ँࣙ
χϡʔϥϧԻ߹ ̍ɿˑࢁԼ ਆށେ./*$5ݚमੜ ɼԬຊɼߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼz'$)J'J("/ɿ
શ݁߹ܕΞοϓαϯϓϦϯάΛಋೖͨ͠ߴ)J'J("/z ɿˑਗ਼ਫ ਆށେ./*$5ݚमੜ ɼԬຊɼߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼzجຊप ੍ޚՄೳͳϝϧεϖΫτϩάϥϜೖྗܕ)J'J("/ͷॳظݕ౼z ɿˑా Վࢁେ./*$5ݚमੜ ɼԬຊɼଜ Վࢁେ ɼށా ໊େ ɼՏҪɼzԻೝࣝίʔύεΛ༻͍ ͨߴ࣭ෳऀԻ߹ʹ͚ͨχϡʔϥϧϘίʔμʹΑΔଳҬ֦ுz ɿদݪ ݩਆށେ/*$5ݩݚमੜ ɼ˓Ԭຊɼߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼz)BSNPOJD /FU ɿߴௐೖྗͱ-BZFSXJTF2VBTJ1FSJPEJDΈࠐΈΛ༻͍ͨجຊप੍ޚՄೳͳߴχϡʔϥϧϘίʔμz 2ɿদݪ ݩਆށେ/*$5ݩݚमੜ ɼԬຊɼ˕ߴౡ ਆށେ ɼୌޱ ਆށେ ɼށా ໊େ ɼՏҪɼzߏԻোऀ ͷͨΊͷߴ໌ྎԻ߹ʹ͓͚Δ)J'J("/Λ༻͍࣭ͨվળz Իݴޠ֫ಘΤʔδΣϯτ +414Պݚඅج൫$୲ 2ɿˑখদ ౦େ. ɼԬຊɼࣰ࡚ ౦େ ɼz࣮ԻΛ༻͍ͨԻݴޠ֫ಘΤʔδΣϯτͷධՁz Ϛϧνεϙοτ࠶ੜ +414Պݚඅج൫$ද Ћ rɿ˓Ԭຊɼେࢁ ຊԻڹ ɼ্ ຊԻڹ ɼԬ෦ ຊԻڹ ɼzνϟωϧখܕԁܗεϐʔΧΞϨΠ Λ༻͍ͨϚϧνεϙοτ࠶ੜγεςϜͷ࣮z ηογϣϯձʹͯݴޠϚϧνεϙοτ࠶ੜ࣮ػσϞ͋Γ એɿࠓ݄ͷݚڀൃදձˏւಓͰͷൃද
Thank you for your !! Ԭຊຏ (Takuma OKAMOTO)ˏNICT e-mail: HP:
https://www.okamotocamera.com Twitter: @okamotocamerea