{"id":16644,"date":"2017-03-05T18:43:44","date_gmt":"2017-03-05T10:43:44","guid":{"rendered":"http:\/\/ityet.com\/?p=16644"},"modified":"2017-03-05T18:43:44","modified_gmt":"2017-03-05T10:43:44","slug":"deep-voice%e4%bd%9c%e8%80%85%e4%b8%8ebengio%e5%9b%a2%e9%98%9f%e5%88%87%e7%a3%8b%ef%bc%9a%e7%ab%af%e5%88%b0%e7%ab%af%e7%9a%84%e8%af%ad%e9%9f%b3%e5%90%88%e6%88%90%e8%bf%98%e6%9c%89%e5%a4%9a%e8%bf%9c","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=16644","title":{"rendered":"Deep Voice\u4f5c\u8005\u4e0eBengio\u56e2\u961f\u5207\u78cb\uff1a\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5408\u6210\u8fd8\u6709\u591a\u8fdc\uff1f"},"content":{"rendered":"<p>\t\t\t\t<a href=\"http:\/\/news.cnblogs.com\/n\/topic_5.htm\" title=\"\u767e\u5ea6\"><img decoding=\"async\" src=\"http:\/\/images0.cnblogs.com\/news_topic\/baidu.jpg\" alt=\"Deep Voice\u4f5c\u8005\u4e0eBengio\u56e2\u961f\u5207\u78cb\uff1a\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5408\u6210\u8fd8\u6709\u591a\u8fdc\uff1f\"\/><\/a><\/p>\n<p>\u3000\u3000\u767e\u5ea6\u7814\u7a76\u9662<a href=\"http:\/\/research.baidu.com\/deep-voice-production-quality-text-speech-system-constructed-entirely-deep-neural-networks\/\" rel=\"nofollow\" target=\"_blank\">\u5728\u5b98\u7f51\u4e0a\u6b63\u5f0f\u63a8\u51fa\u4e86 Deep Voice<\/a>\uff1a\u5b9e\u65f6\u8bed\u97f3\u5408\u6210\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\uff08Real-Time Neural Text-to-Speech for Production\uff09\uff0c<a href=\"https:\/\/twitter.com\/BaiduResearch\" rel=\"nofollow\" target=\"_blank\">Twitter \u4e0a\u4e5f\u540c\u6b65\u66f4\u65b0\u4e86\u6d88\u606f<\/a>\uff0c<a href=\"https:\/\/arxiv.org\/abs\/1702.07825\" rel=\"nofollow\" target=\"_blank\">\u76ee\u524d\u8bba\u6587\u4e5f\u5df2\u7ecf\u6295\u9012 ICML 2017<\/a>\u3002<\/p>\n<p>\u3000\u3000\u672c\u7cfb\u7edf\u5b8c\u5168\u4f9d\u8d56\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u642d\u5efa\u800c\u6210\uff0c\u6700\u5927\u7684\u4f18\u52bf\u5728\u4e8e\u80fd\u591f\u6ee1\u8db3\u5b9e\u65f6\u8f6c\u6362\u7684\u8981\u6c42\u3002\u5728\u4ee5\u524d\uff0c\u97f3\u9891\u5408\u6210\u7684\u901f\u5ea6\u5f80\u5f80\u975e\u5e38\u6162\uff0c\u9700\u8981\u82b1\u8d39\u6570\u5206\u949f\u5230\u6570\u5c0f\u65f6\u4e0d\u7b49\u7684\u65f6\u95f4\u624d\u80fd\u8f6c\u6362\u51e0\u79d2\u7684\u5185\u5bb9\uff0c\u800c\u73b0\u5728\uff0c\u767e\u5ea6\u7814\u7a76\u9662\u5df2\u7ecf\u80fd\u5b9e\u73b0\u5b9e\u65f6\u5408\u6210\uff0c\u5728\u540c\u6837\u7684 CPU \u4e0e GPU \u4e0a\uff0c\u7cfb\u7edf\u6bd4\u8d77\u8c37\u6b4c DeepMind \u5728\u53bb\u5e74 9 \u6708\u53d1\u5e03\u7684\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u6df1\u5ea6\u751f\u6210\u6a21\u578b WaveNet \u8981\u5feb\u4e0a 400 \u500d\u3002<\/p>\n<p>\u3000\u3000\u57fa\u4e8e\u4f20\u7edf\u7684 TTS \u6d41\u7a0b\uff0cDeep Voice \u91c7\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0e\u66f4\u4e3a\u7b80\u5355\u7684\u8bcd\u6027\u53d6\u4ee3\u539f\u6709\u7684\u8f6c\u6362\u65b9\u6cd5\u3002\u8fd9\u6837\u4e00\u6765\uff0c\u7cfb\u7edf\u80fd\u591f\u517c\u5bb9\u6240\u6709\u65b0\u7684\u6570\u636e\u96c6\u3001\u8bed\u97f3\u6587\u4ef6\u751a\u81f3\u662f\u4ece\u672a\u6d89\u730e\u7684\u9886\u57df\u3002\u7cfb\u7edf\u4e3b\u8981\u7531\u4e94\u4e2a\u90e8\u5206\u6784\u6210\uff1a<\/p>\n<ul>\n<li>\n<p>\u7528\u4e8e\u5b9a\u4f4d\u97f3\u7d20\u8fb9\u754c\u7684\u5206\u5272\u6a21\u578b\uff1b<\/p>\n<\/li>\n<\/ul>\n<ul>\n<li>\n<p>\u7528\u4e8e\u5b57\u7d20\u8f6c\u97f3\u7d20\u7684\u8f6c\u6362\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u5224\u65ad\u97f3\u7d20\u80fd\u6301\u7eed\u591a\u957f\u65f6\u95f4\u7684\u9884\u6d4b\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u57fa\u9891\u9884\u6d4b\u6a21\u578b\uff1b<\/p>\n<\/li>\n<li>\n<p>\u97f3\u9891\u5408\u6210\u6a21\u578b\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u3000\u3000\u5728\u5206\u5272\u6a21\u578b\u4e2d\uff0c\u767e\u5ea6\u7814\u7a76\u9662\u63d0\u51fa\u4e86\u4e00\u79cd\u901a\u8fc7 CTC \u635f\u5931\uff08connectionist temporal classification\uff09\u5b9e\u73b0\u97f3\u7d20\u8fb9\u754c\u68c0\u6d4b\u7684\u65b0\u65b9\u6cd5\u3002\u800c\u6bd4\u8d77 WaveNet\uff0c\u767e\u5ea6\u7684\u5408\u6210\u6a21\u578b\u6240\u9700\u8981\u7684\u53c2\u6570\u66f4\u5c11\uff0c\u901f\u5ea6\u66f4\u5feb\u3002<\/p>\n<p>\u3000\u3000Deep Voice \u76ee\u524d\u9700\u8981\u501f\u52a9\u4e00\u4e2a\u97f3\u7d20\u6a21\u578b\u4e0e\u97f3\u9891\u5408\u6210\u7ec4\u4ef6\u7684\u5e2e\u52a9\uff0c\u5e0c\u671b\u5728\u672a\u6765\u80fd\u591f\u5b9e\u73b0\u771f\u6b63\u610f\u4e49\u4e0a\u7684\u7aef\u5230\u7aef\uff08end-to-end\uff09\u8bed\u97f3\u5408\u6210\uff0c\u4e0a\u8ff0\u7cfb\u7edf\u4e0d\u9700\u8981\u7ecf\u8fc7\u590d\u6742\u7684\u5408\u6210\u6d41\u7a0b\uff0c\u4e5f\u4e0d\u4f9d\u8d56\u624b\u5de5\u8bbe\u8ba1\u7279\u5f81\u7684\u8f93\u5165\u6216\u9884\u8bad\u7ec3\u6587\u672c\u3002<\/p>\n<p>\u3000\u3000\u5728\u5b98\u7f51\u4e0a\uff0c\u767e\u5ea6\u7814\u7a76\u9662\u5c55\u793a\u4e86\u4e09\u4e2a\u4e0d\u540c\u7684\u8bed\u97f3\u6837\u672c\u505a\u4e3a\u5bf9\u6bd4\uff0c\u6b22\u8fce\u70b9\u51fb\u6b64\u5904\u67e5\u770b\u3002\u53ef\u4ee5\u542c\u51fa\uff0c\u8fc7 Deep Voice \u5408\u6210\u7684\u8bed\u97f3\u5df2\u7ecf\u975e\u5e38\u63a5\u8fd1\u539f\u59cb\u89c6\u9891\u7684\u58f0\u97f3\uff0c\u7814\u7a76\u9662\u7684\u97f3\u9891\u7684\u5408\u6210\u80fd\u591f\u6709\u6548\u5730\u91cd\u5851\u4eba\u58f0\u3002<\/p>\n<p>\u3000\u3000<strong>\u8bed\u97f3\u5408\u6210\u6a21\u578b\uff0c\u8c37\u6b4c\u3001MILA \u53ca\u767e\u5ea6\u7684\u9999\u997d\u997d<\/strong><\/p>\n<p>\u3000\u3000\u8bed\u97f3\u5408\u6210\u5373\u6587\u672c\u8f6c\u6362\u6280\u672f\uff08TTS\uff09\uff0c\u6839\u636e\u767e\u5ea6\u8bed\u97f3\u5b98\u7f51\u7684\u4ecb\u7ecd\uff0c\u5b83\u662f\u5b9e\u73b0\u4eba\u673a\u8bed\u97f3\u4ea4\u4e92\uff0c\u5efa\u7acb\u4e00\u4e2a\u6709\u542c\u548c\u8bb2\u80fd\u529b\u7684\u4ea4\u4e92\u7cfb\u7edf\u6240\u5fc5\u9700\u7684\u5173\u952e\u6280\u672f\u3002\u5b83\u662f\u5c06\u8ba1\u7b97\u673a\u81ea\u5df1\u4ea7\u751f\u7684\u3001\u6216\u5916\u90e8\u8f93\u5165\u7684\u6587\u5b57\u4fe1\u606f\u8f6c\u53d8\u4e3a\u53ef\u4ee5\u542c\u5f97\u61c2\u7684\u3001\u6d41\u5229\u7684\u53e3\u8bed\u8f93\u51fa\u7684\u6280\u672f\u3002<\/p>\n<p>\u3000\u3000\u73b0\u5728\u4e5f\u6709\u5f88\u591a\u9886\u57df\u90fd\u9700\u8981\u5e94\u7528\u8fd9\u4e00\u6280\u672f\uff0c\u6bd4\u5982\u63d0\u4f9b\u8bed\u97f3\u670d\u52a1\u7684\u8bbe\u5907\u3001\u5bfc\u822a\u7cfb\u7edf\uff0c\u6216\u662f\u4e3a\u89c6\u89c9\u969c\u788d\u8005\u63d0\u4f9b\u8bed\u97f3\u8f85\u52a9\u3002\u6700\u65e9\u671f\u7684\u505a\u6cd5\u662f\u673a\u68b0\u5730\u5c06\u9884\u5148\u5f55\u5236\u597d\u7684\u58f0\u97f3\u62fc\u63a5\u5728\u4e00\u8d77\uff08concatenative TTS\uff09\uff0c\u540e\u6765\u884d\u751f\u51fa\u901a\u8fc7\u8bed\u97f3\u7f16\u7801\u5668\u3001\u5408\u6210\u5206\u6790\u5e76\u518d\u73b0\u8bed\u97f3\u8f93\u5165\u7684\u53c2\u6570\u5f0f TTS\uff08parametric TTS\uff09\uff0c\u4f46\u8be5\u9879\u76ee\u5f00\u53d1\u6d41\u7a0b\u53ef\u8c13\u517c\u5177\u9ad8\u96be\u5ea6\u4e0e\u5f3a\u5de5\u4f5c\u91cf\u3002<\/p>\n<p>\u3000\u3000\u6709\u4e0d\u5c11\u7814\u7a76\u6240\u90fd\u5728\u8bed\u97f3\u5408\u6210\u9886\u57df\u4e0b\u4e86\u529f\u592b\uff0c\u5176\u4e2d\u6700\u4e3a\u6709\u540d\u7684\u5305\u62ec\u8c37\u6b4c DeepMind \u53ca\u8499\u7279\u5229\u5c14\u5927\u5b66\u673a\u5668\u5b66\u4e60\u7814\u7a76\u6240\uff08MILA\uff09\u3002<\/p>\n<p>\u3000\u3000\u8c37\u6b4c DeepMind \u4e8e\u53bb\u5e74 9 \u6708\u516c\u5e03\u4e86<a href=\"http:\/\/www.leiphone.com\/news\/201609\/ErWGa8fs7yR1zn2L.html\" target=\"_self\">\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u6df1\u5ea6\u751f\u6210\u6a21\u578b&nbsp;WaveNet<\/a>\uff0c\u663e\u793a\u751f\u6210\u7684\u539f\u59cb\u97f3\u9891\u8d28\u91cf\u4f18\u4e8e\u76ee\u524d Google \u91c7\u7528\u7684\u4e24\u79cd\u6700\u4f18\u6a21\u578b Parametric TTS \u4e0e Concatenative TTS\u3002WaveNet \u901a\u8fc7\u76f4\u63a5\u4e3a\u97f3\u9891\u4fe1\u53f7\u7684\u539f\u59cb\u6ce2\u5f62\u5efa\u6a21\uff0c\u4e00\u6b21\u4e3a\u4e00\u79cd\u97f3\u9891\u6837\u672c\u5efa\u6a21\uff0c\u6765\u6539\u53d8\u8fd9\u79cd\u8303\u5f0f\u3002\u540c\u751f\u6210\u542c\u8d77\u6765\u66f4\u4e3a\u81ea\u7136\u7684\u8bed\u97f3\u76f8\u540c\uff0c\u4f7f\u7528\u539f\u59cb\u6ce2\u5f62\u610f\u5473\u7740 WaveNet \u80fd\u591f\u4e3a\u4efb\u610f\u7c7b\u578b\u7684\u97f3\u9891\u5efa\u6a21\uff0c\u5305\u62ec\u97f3\u4e50\u3002<\/p>\n<p>\u3000\u3000\u4e3a\u4e86\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff0c\u7814\u7a76\u56e2\u961f\u9700\u8981\u544a\u8bc9 WaveNet \u6587\u672c\u7684\u5185\u5bb9\u3002\u6211\u4eec\u901a\u8fc7\u5c06\u6587\u672c\u8f6c\u6362\u6210\u8bed\u8a00\u548c\u8bed\u97f3\u7279\u5f81\uff08\u5305\u62ec\u97f3\u4f4d\u3001\u97f3\u8282\u3001\u5355\u8bcd\u7b49\uff09\uff0c\u628a\u8f6c\u6362\u5f97\u6765\u7684\u7279\u5f81\u63d0\u4f9b\u7ed9 WaveNet\u3002\u8fd9\u610f\u5473\u7740\u7f51\u7edc\u7684\u9884\u6d4b\u6b65\u9aa4\u4e0d\u4ec5\u4ec5\u57fa\u4e8e\u5148\u524d\u83b7\u5f97\u7684\u97f3\u9891\u6837\u672c\uff0c\u800c\u4e14\u8981\u57fa\u4e8e\u6587\u672c\u6240\u4f20\u8fbe\u7684\u5185\u5bb9\u3002<\/p>\n<p>\u3000\u3000\u800c\u9664\u4e86\u8c37\u6b4c DeepMind\uff0c\u8fd1\u65e5 MILA \u7684 Yoshua Bengio \u4e0e Aaron Courville \u4e8c\u4f4d\u300aDeep Learning\u300b\u4f5c\u8005\u8054\u5408 Jose Sotelo \u7b49\u4eba\u63a8\u51fa\u4e86<a href=\"https:\/\/mila.umontreal.ca\/en\/publication\/char2wav-end-to-end-speech-synthesis\/\" rel=\"nofollow\" target=\"_blank\">\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u5408\u6210\u6a21\u578b Char2Wav<\/a>\uff0c<a href=\"https:\/\/mila.umontreal.ca\/wp-content\/uploads\/2017\/02\/end-end-speech.pdf\" rel=\"nofollow\" target=\"_blank\">\u5e76\u4e8e\u8fd1\u65e5\u6295\u9012\u4e86 ICLR 2017 \u7684 workshop track<\/a>\u3002<\/p>\n<p>\u3000\u3000Char2Wav \u6a21\u578b\u7531\u4e00\u4e2a\u8bfb\u53d6\u5668\u4e0e\u4e00\u4e2a\u795e\u7ecf\u58f0\u7801\u5668\u7ec4\u6210\uff0c\u524d\u8005\u662f\u4e00\u4e2a\u805a\u7126\u673a\u5236\u7684\u7f16\u7801-\u89e3\u7801\u5668\u6a21\u578b\uff1b\u800c\u540e\u8005\u662f SampleRNN \u7684\u6761\u4ef6\u5f0f\u6269\u5c55\uff0c\u4e24\u8005\u7684\u7ed3\u5408\u80fd\u591f\u76f4\u63a5\u6839\u636e\u6587\u672c\u751f\u6210\u97f3\u9891\u3002<\/p>\n<p>\u3000\u3000\u5728\u8bba\u6587\u4e2d\u56e2\u961f\u6307\u51fa\uff0c<a href=\"https:\/\/mila.umontreal.ca\/wp-content\/uploads\/2017\/02\/end-end-speech.pdf\" rel=\"nofollow\" target=\"_blank\">\u8bed\u97f3\u5408\u6210\u9700\u8981\u8fbe\u6210\u4e24\u4e2a\u76ee\u6807<\/a>\uff1a<\/p>\n<ol>\n<li>\u4e00\u4e2a\u662f\u53ef\u7406\u89e3\u6027\uff08intelligibility\uff09\uff0c\u6307\u7684\u662f\u97f3\u9891\u7684\u6e05\u6670\u7a0b\u5ea6\uff0c\u7279\u522b\u662f\u542c\u8005\u80fd\u5728\u591a\u5927\u7a0b\u5ea6\u4e0a\u63d0\u53d6\u51fa\u539f\u6709\u7684\u4fe1\u606f\uff1b<\/li>\n<li>\u53e6\u4e00\u4e2a\u662f\u81ea\u7136\u611f\uff08naturalness\uff09\uff0c\u8ffd\u6c42\u7684\u662f\u4e0e\u53ef\u7406\u89e3\u6027\u76f8\u5bf9\u7684\u5c42\u9762\uff0c\u5373\u542c\u8005\u542c\u61c2\u53e5\u610f\u7684\u7a0b\u5ea6\u3001\u5168\u53e5\u7684\u98ce\u683c\u4e00\u81f4\u6027\uff0c\u8fd8\u6709\u5730\u57df\u6216\u8bed\u8a00\u5c42\u9762\u7684\u5dee\u5f02\u7a0b\u5ea6\u7b49\u3002<\/li>\n<\/ol>\n<p>\u3000\u3000\u800c\u73b0\u5728\u767e\u5ea6\u4e5f\u516c\u5e03\u4e86\u5b83\u4eec\u5728\u8bed\u97f3\u5408\u6210\u7684\u5de8\u5927\u8fdb\u5c55\uff0c\u8fd9\u4e5f\u5f15\u53d1\u4e86\u5305\u62ec Yoshua \u56e2\u961f\u5728\u5185\u7684\u7814\u7a76\u8005\u4eec\u7684\u6ce8\u610f\u3002<\/p>\n<p>\u3000\u3000<strong>DeepVoice \u4e0e Char2Wav \u56e2\u961f\u63a2\u8ba8\u4e86\u54ea\u4e9b\u6280\u672f\u7ec6\u8282\uff1f<\/strong><\/p>\n<p>\u3000\u3000\u6700\u8fd1\uff0c\u767e\u5ea6\u7684 DeepVoice \u8bba\u6587\u4f5c\u8005 @NiftyIon \u4e0e Char2Wav \u4f5c\u8005\u4e4b\u4e00 @kkastner&nbsp;<a href=\"https:\/\/www.reddit.com\/r\/MachineLearning\/comments\/5wosbm\/r_deep_voice_realtime_neural_texttospeech\/?sort=confidence\" rel=\"nofollow\" target=\"_blank\">\u5c31\u5728 Reddit \u4e0a\u9488\u5bf9 DeepVoice&nbsp;<\/a>\u8fdb\u884c\u4e86\u4e00\u756a\u8ba8\u8bba\u3002@NiftyIon \u7684\u771f\u5b9e\u8eab\u4efd\u5e76\u4e0d\u53ef\u8003\uff0c\u5728 Reddit \u4e0a\u4ed6\u81ea\u79f0\u662f DeepVoice \u7684\u4f5c\u8005\u4e4b\u4e00\u3002<\/p>\n<p>\u3000\u3000\u636e\u96f7\u950b\u7f51 AI \u79d1\u6280\u8bc4\u8bba\u5224\u65ad\uff0c\u8fd9\u4f4d\u540d\u4e3a @kkastner \u7684 Reddit \u7528\u6237\u5e94\u8be5\u662f Char2Wav \u8bba\u6587\u4e94\u4f5c Kyle Kasnter\u3002\u6839\u636e LinkedIn \u8d44\u6599\u663e\u793a\uff0cKyle Kasnter \u662f<a href=\"https:\/\/www.linkedin.com\/in\/kyle-kastner-4a160524\/\" rel=\"nofollow\" target=\"_blank\">\u8499\u7279\u5229\u5c14\u5927\u5b66\u7684\u5728\u8bfb\u535a\u58eb\u751f<\/a>\uff0c\u66fe\u7ecf\u5728 IBM Watson\u3001\u8c37\u6b4c\u5927\u8111\u56e2\u961f\u53ca&nbsp;<a title=\"Scikit-learn\" href=\"http:\/\/www.leiphone.com\/news\/201701\/ZJMTak4Y8ch3Nwd0.html\" target=\"_blank\">scikit-learn<\/a>&nbsp;\u5b9e\u4e60\uff0c\u4e00\u65b9\u4ee3\u8868\u767e\u5ea6\u7845\u8c37 AI \u56e2\u961f\uff0c\u4e00\u65b9\u4ee3\u8868 Yoshua \u7684\u673a\u5668\u5b66\u4e60\u5927\u725b\uff0c\u4ed6\u4eec\u7684\u300c\u534e\u5c71\u8bba\u5251\u300d\u53c8\u4f1a\u64e6\u51fa\u600e\u6837\u7684\u706b\u82b1\uff1f\u4e00\u8d77\u6765\u770b\u770b\u4ee5 Kasnter \u4e3a\u4ee3\u8868\u7684\u8bed\u97f3\u5408\u6210\u56e2\u961f\u90fd\u5728\u5173\u6ce8\u54ea\u4e9b\u6280\u672f\u7ec6\u8282\u5427\uff0c\u4e3a\u65b9\u4fbf\u9605\u8bfb\uff0c\u7531\u96f7\u950b\u7f51(\u516c\u4f17\u53f7\uff1a\u96f7\u950b\u7f51)&nbsp;AI \u79d1\u6280\u8bc4\u8bba\u6574\u7406\u6210\u95ee\u7b54\u5f62\u5f0f\uff0c@NiftyIon \u4e0b\u79f0&ldquo;Deep Voice \u4f5c\u8005&rdquo;\uff0c@kkastner \u4e0b\u79f0&ldquo;Char2Wav \u4f5c\u8005&rdquo;\uff1a<\/p>\n<p>\u3000\u3000<strong>\u95ee\u9898\u4e00\uff1a\u5982\u4f55\u8003\u8651\u4e2d\u56fd\u5e02\u573a\uff1f<\/strong><\/p>\n<p>\u3000\u3000<strong>Char2Wav \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u5b98\u7f51\u4e2d\u5c55\u793a\u7684\u6837\u4f8b\u8868\u73b0\u90fd\u975e\u5e38\u68d2\uff0c\u8003\u8651\u5230\u767e\u5ea6\u505a\u4e3a\u4e00\u5bb6\u4e2d\u56fd\u4f01\u4e1a\uff0c\u4f60\u4eec\u662f\u5426\u4f1a\u5c06\u7814\u7a76\u91cd\u5fc3\u653e\u5728\u6c49\u8bed\u4e0a\u5462\uff1f<\/p>\n<p>\u3000\u3000<strong>Deep Voice \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u6211\u4eec\u5bf9 Char2Wav \u7684\u6210\u679c\u611f\u5230\u975e\u5e38\u632f\u594b\uff0c\u4e5f\u66fe\u7ecf\u8ba8\u8bba\u8fc7\u51e0\u6b21\u91c7\u7528\u805a\u7126\u673a\u5236\u800c\u6446\u8131\u6301\u7eed\u9884\u6d4b\u7684\u60f3\u6cd5\uff0c\u5b83\u6b63\u5728\u671d\u7740\u6211\u4eec\u611f\u5174\u8da3\u7684\u65b9\u5411\u53d1\u5c55\uff0c\u800c\u4e14\u786e\u5b9e\u662f\u7ba1\u7528\u7684\u3002<\/p>\n<p>\u3000\u3000\u6211\u4eec\u76ee\u524d\u4e13\u6ce8\u4e8e\u82f1\u8bed\uff0c\u56e0\u4e3a\u8fd9\u9879\u7814\u7a76\u76ee\u524d\u662f\u5728\u767e\u5ea6\u7845\u8c37 AI \u5b9e\u9a8c\u5ba4\uff08SVAIL\uff09\u5b8c\u6210\u3002\u6211\u4eec\u81ea\u7136\u662f\u5e0c\u671b\u80fd\u5c06\u8fd9\u4e2a\u7cfb\u7edf\u5e94\u7528\u4e8e\u6c49\u8bed\u53ca\u5176\u5b83\u8bed\u8a00\u3002<\/p>\n<p>\u3000\u3000<strong>\u95ee\u9898\u4e8c\uff1a\u6570\u636e\u6765\u6e90\u53ca\u6a21\u578b\u8ba8\u8bba<\/strong><\/p>\n<p>\u3000\u3000<strong>Char2Wav \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u60a8\u5728\u8bba\u6587\u4e2d\u6570\u6b21\u63d0\u53ca\u4e86\u300cWORLD TTS system\u300d\uff0c\u4f46 WORLD \u53ea\u5173\u6ce8 DSP \u9886\u57df\uff08\u5b9e\u9645\u4e0a\u5b83\u662f\u4e00\u4e2a\u58f0\u7801\u5668\uff09\u3002\u5927\u591a\u6570 TTS \u7cfb\u7edf\u4e5f\u5728\u505a\u524d\u7aef\uff08\u6587\u672c\uff09\uff0c\u56e0\u6b64\u6211\u5e76\u4e0d\u89c9\u5f97\u53ef\u4ee5\u628a WORLD \u6807\u8bb0\u4e3a TTS \u7cfb\u7edf\u3002\u5728\u6211\u770b\u6765\uff0cTTS \u6700\u7cdf\u7cd5\u7684\u5730\u65b9\u5728\u4e8e\u6587\u672c\uff0c\u4f46\u4f60\u4eec\u7684\u6a21\u578b\u66f4\u591a\u5730\u96c6\u4e2d\u4e8e\u8fd9\u4e00\u70b9\u4e0a\u3002\u6b64\u5916\uff0c\u6211\u5e76\u4e0d\u8ba4\u4e3a\u6211\u4eec\u7684\u6a21\u578b\u9700\u8981\u57fa\u4e8e\u73b0\u6709\u7684 TTS \u7cfb\u7edf\u3002\u5c31\u50cf\u8bba\u6587\u4e2d\u63d0\u53ca\u7684\uff0c\u6211\u4eec\u9700\u8981\u4e00\u4e2a\u624b\u5de5\uff0f\u4e13\u4e1a\u7684\u58f0\u7801\u5668\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u8bed\u97f3\u751f\u6210\uff0c\u4f46\u6211\u4eec\u4e0d\u9700\u8981\u4efb\u4f55\u7ec6\u7c92\u5ea6\u6ce8\u91ca\u7684\u8bad\u7ec3\u6216\u751f\u6210\u3002\u800c\u6211\u8ba4\u4e3a\u6211\u4eec\u6240\u5b9e\u73b0\u7684\u76ee\u6807\u662f\u5c06\u53e5\u5b50\u4f5c\u4e3a\u4e00\u4e2a\u6570\u636e\u96c6\uff0c\u5e76\u8bad\u7ec3\u751f\u6210 wav \u7ed9\u5b9a\u7684\u53e5\u5b50\u3002<\/p>\n<p>\u3000\u3000\u5176\u4e2d\u7684\u533a\u522b\u6709\u4e9b\u5fae\u5999\uff0c\u4f46\u4ece\u7528\u6237\u7684\u89d2\u5ea6\u4e0a\u770b\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u770b\u8d77\u6765\u662f\u4e00\u6837\u7684\uff08\u9664\u4e86\u60a8\u7684\u7cfb\u7edf\u66f4\u5feb\uff01\uff09\u3002\u4f46\u6211\u4eec\u771f\u7684\u5f88\u96be\u5728 LDC \u5916\u627e\u5230\u5408\u7406\u5927\u5c0f\u7684\u7ec6\u7c92\u5ea6\u6ce8\u91ca\uff0c\u4e5f\u5f15\u81f4\u6211\u4eec\u6b63\u5728\u91cd\u65b0\u5c1d\u8bd5\u5b9e\u73b0\u548c\u6269\u5c55 Alex Graves \u7684\u6f14\u793a\u3002\u6211\u5728\u9605\u8bfb WaveNet \u7684\u8bba\u6587\u65f6\uff0c\u56e0\u4e3a\u524d\u7aef\u7684\u9884\u6d4b\u4f9d\u8d56\u6587\u672c\uff0c\u6211\u4e5f\u6709\u76f8\u540c\u7684\u611f\u89c9\u3002\u56e0\u6b64\uff0c\u6240\u6709\u7684\u533a\u522b\u5f52\u7ed3\u8d77\u6765\u5c31\u662f\uff1a\u300c\u6211\u9700\u8981\u7528\u4ec0\u4e48\u6837\u7684\u6570\u636e\u6765\u8bad\u7ec3\u300d\uff0c\u300c\u5982\u4f55\u6269\u5c55\u7cfb\u7edf\uff0c\u4f7f\u5927\u91cf\u7684\u6570\u636e\u53ef\u7528\u300d\uff0c\u4ee5\u53ca\u300c\u5982\u4f55\u5206\u89e3\u6a21\u578b\u300d\u3002\u6211\u8ba4\u4e3a Heiga Zen \u6700\u8fd1\u7684\u6f14\u8bb2\u5f88\u597d\u5730\u63d0\u4f9b\u4e86\u53c2\u6570\u5408\u6210\u7684\u4e00\u4e2a\u6982\u8ff0\u3002<\/p>\n<p>\u3000\u3000\u672a\u6765\uff0c\u60a8\u6240\u8bad\u7ec3\u7684\u6570\u636e\u662f\u4f1a\u516c\u5f00\uff0c\u8fd8\u662f\u4e0d\u4f1a\uff1f\u53e6\u5916\uff0c\u6570\u636e\u96c6\u7684\u6765\u6e90\u6709\u54ea\u4e9b\uff1f<\/p>\n<p>\u3000\u3000<strong>Deep Voice \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u60a8\u63d0\u53ca\u4e86\u6211\u4eec\u6709\u9884\u5148\u5b58\u5728\u7684 TTS \u7cfb\u7edf\uff0c\u786e\u5b9e\uff0c\u6211\u4eec\u6ca1\u6709\u5bf9\u4e0d\u540c\u9636\u6bb5\u7684\u6d41\u7a0b\u8fdb\u884c\u533a\u5206\u3002\u800c\u6211\u4eec\u6240\u8bf4\u7684 WORLD TTS \u529f\u80fd\u6307\u7684\u662f\u60a8\u63d0\u53ca\u7684\u58f0\u7801\u5668\u3002\u800c\u6211\u4eec\u5e76\u6ca1\u6709\u8003\u8651\u5230\u5b9e\u9645\u4e0a\u524d\u7aef\u6709\u5f88\u591a\u7684 TTS \u7279\u5f81\uff0c\u56e0\u6b64\u53ef\u80fd\u60f3\u5f53\u7136\u4e86\u3002\u5982\u679c\u6709\u8bfb\u8005\u50cf\u60a8\u4e00\u6837\u5bf9\u8fd9\u4e00\u70b9\u611f\u5230\u7591\u60d1\uff0c\u6211\u4eec\u611f\u5230\u975e\u5e38\u62b1\u6b49\u3002<\/p>\n<p>\u3000\u3000\u5728\u300c\u751f\u6210\u300d\u7684\u65f6\u5019\uff0c\u6211\u627f\u8ba4\u4e24\u4e2a\u7cfb\u7edf\u770b\u8d77\u6765\u662f\u4e00\u6837\u7684\uff1a\u6211\u4eec\u60f3\u8868\u8fbe\u7684\u662f\uff0c\u4e0e Char2Wav \u7684\u5dee\u5f02\u53ea\u5b58\u5728\u4e8e\u8bad\u7ec3\u524d\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6211\u6700\u6b23\u8d4f\u60a8\u7cfb\u7edf\u7684\u539f\u56e0\u5728\u4e8e\u6574\u4e2a\u7cfb\u7edf\u662f\u7aef\u5230\u7aef\u7684\uff0c\u76ee\u524d\u6211\u4eec\u7684\u4ea7\u54c1\u8fd8\u4e0d\u80fd\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u3000\u3000\u6211\u89c9\u5f97\u56e2\u961f\u4e0d\u4f1a\u516c\u5f00\u5185\u90e8\u6570\u636e\u96c6\uff0c\u4f46\u6211\u4eec\u4e5f\u5c55\u793a\u4e86\u6e90\u81ea Blizzard 2013 \u6570\u636e\u7684\u7ed3\u679c\uff0c\u8fd9\u4e00\u6570\u636e\u662f\u5f00\u653e\u7684\uff0c\u5f53\u7136\uff0c\u4f60\u9700\u8981\u7b7e\u7f72\u76f8\u5173\u534f\u8bae\u3002<\/p>\n<p>\u3000\u3000<strong>\u95ee\u9898\u4e09\uff1a\u8868\u73b0\u6027\u80fd<\/strong><\/p>\n<p>\u3000\u3000<strong>Char2Wav \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u6211\u4eec\u6a21\u578b\u7684\u6d4b\u8bd5\u65f6\u95f4\u6570\u636e\u7a0d\u540e\u4e5f\u4f1a\u5728 arxiv \u4e0a\u516c\u5e03\uff0c\u4e0d\u8fc7 DeepVoice \u7684\u901f\u5ea6\u8868\u73b0\u771f\u7684\u5f88\u597d\u3002\u5982\u679c\u6211\u6ca1\u6709\u770b\u9519\u7684\u8bdd\uff0c\u7cfb\u7edf\u80fd\u8fbe\u5230 48kHz\/\u79d2\u7684\u901f\u5ea6\u3002\u4ece\u7814\u7a76\u89d2\u5ea6\u770b\uff0c\u5b83\u662f\u771f\u7684\u9884\u793a\u7740\u9ad8\u6c34\u51c6\u97f3\u9891\u5408\u6210\u65f6\u4ee3\u7684\u5230\u6765\uff0c\u8fd8\u662f\u8fd9\u53ea\u662f\u5728\u7406\u60f3\u72b6\u6001\u4e0b\u7684\u8868\u73b0\uff1f\u81f3\u5c11\u5728\u6211\u770b\u6765\u662f\u4e0d\u53ef\u601d\u8bae\u7684\u3002<\/p>\n<p>\u3000\u3000<strong>Deep Voice \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u6211\u4eec\u5728\u5b9e\u9a8c\u4e2d\u4e86\u89e3\u5230\u539f\u59cb\u6570\u636e\u5c31\u662f 48kHz \u7684\uff0c\u800c\u4e14\u6211\u4eec\u53d1\u73b0\u4e4b\u524d\u57fa\u4e8e WaveNet \u5f97\u5230\u7684\u300c\u4f4e\u8d28\u91cf\u97f3\u9891\u300d\u5b9e\u9645\u4e0a\u662f 16 kHz \u7684\uff0c\u800c\u4e0d\u662f 48 kHz\u3002\u56e0\u6b64\u6211\u4eec\u8bad\u7ec3\u7684\u5c31\u662f\u5e38\u89c4\u7684 40 \u5c42\u6a21\u578b\uff0c\u5e76\u76f4\u63a5\u8f93\u51fa 48kHz \u7684\u97f3\u9891\u3002\u6240\u4ee5\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u6211\u4eec\u5c06\u80fd\u5b9e\u65f6\u5408\u6210\u9ad8\u4e8e 16kHz \u7684\u97f3\u9891\uff08\u867d\u7136\u76ee\u524d\u505a\u4e0d\u5230\uff09\uff0c\u4f46\u4f9d\u7136\u6709\u5f88\u591a\u672a\u5b9e\u73b0\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u3000\u3000<strong>\u95ee\u9898\u56db\uff1a\u5982\u4f55\u8ba9\u5408\u6210\u97f3\u9891\u53d1\u97f3\u6b63\u786e\uff1f<\/strong><\/p>\n<p>\u3000\u3000<strong>Deep Voice \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u60a8\u5982\u4f55\u770b\u5f85\u76f4\u63a5\u4ece\u5b57\u7d20\u5230\u97f3\u9891\u7684\u60f3\u6cd5\uff1f\u6211\u4eec\u66fe\u7ecf\u8003\u8651\u8fd9\u6837\u8bbe\u8ba1\u7b97\u6cd5\uff0c\u4e0d\u8fc7\u62c5\u5fc3\u8fd9\u6837\u7684\u6a21\u578b\u53ef\u80fd\u65e0\u6cd5\u81ea\u52a8\u4fee\u6b63\u9519\u8bef\u62fc\u5199\u95ee\u9898\u3002\u56e0\u6b64\uff0c\u5b57\u7d20\u5230\u97f3\u7d20\uff0c\u4e0e\u97f3\u7d20\u5230\u97f3\u9891\u7684\u5206\u79bb\u662f\u5fc5\u987b\u7684\u3002\u800c\u5373\u4f7f\u662f\u4eba\u7c7b\uff0c\u5728\u8fd9\u4e00\u70b9\u4e0a\u53ef\u80fd\u4e5f\u6ca1\u529e\u6cd5\u505a\u5f97\u5f88\u597d\u5427&mdash;&mdash;\u4f60\u53ef\u4ee5\u95ee\u95ee\u4eba\u4eec&#8221;Jalapeno&#8221; and &#8220;P!nk&#8221; \u548c&#8221;Worcestershire&#8221;\u8fd9\u51e0\u4e2a\u8bcd\u8be5\u600e\u4e48\u5ff5\u3002<\/p>\n<p>\u3000\u3000\uff08\u96f7\u950b\u7f51 AI \u79d1\u6280\u8bc4\u8bba\u6309\uff1aJalapeno\uff1a\u58a8\u897f\u54e5\u80e1\u6912\uff0c[\u02cch\u0251:l\u0259&#8217;pe\u026anjo\u028a]\uff1bP!nk\uff1a\u7f8e\u56fd\u8457\u540d\u6b4c\u624b\uff0c\u540c pink; Worcestershire: \u4f0d\u65af\u7279\u90e1 [\u02c8wust\u0259\u0283i\u0259]\u3002\uff09<\/p>\n<p>\u3000\u3000<strong>Char2Wav \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u8fd9\u4e2a\u95ee\u9898\u975e\u5e38\u6709\u8da3\uff0c\u56e0\u4e3a\u5b83\u7684\u5b9a\u4e49\u975e\u5e38\u4e0d\u660e\u786e\u3002\u8003\u8651\u50cf GAN \u8fd9\u6837\u7684\u8d85\u5206\u8fa8\u7387\u6280\u672f\u4e5f\u5b58\u5728\u4e00\u4e2a\u7c7b\u4f3c\u7684\u95ee\u9898&mdash;&mdash;\u5b83\u5c5e\u4e8e\u4e00\u5bf9\u591a\u7684\u6620\u5c04\uff0c\u4f46\u6240\u9009\u62e9\u7684\u4efb\u4f55\u65b9\u6848\u90fd\u9700\u8981\u662f\u5168\u5c40\u4e00\u81f4\uff08\u6216\u81f3\u5c11\u4e2d\u7b49\u8303\u56f4\u4e00\u81f4\u7684\uff09\u3002\u6211\u4eec\u5c1d\u8bd5\u7684\u65b9\u6cd5\u662f\u91c7\u7528\u5168\u5c40\u626c\u58f0\u5668\u8c03\u8282\uff0c\u5e0c\u671b\u901a\u8fc7\u6355\u83b7\u626c\u58f0\u5668\u8d28\u91cf\uff0c\u4e5f\u80fd\u6355\u83b7\u9ed8\u8ba4\u7684\u53d1\u97f3\u4e0e\u8bf4\u8bdd\u8005\u4e4b\u95f4\u7684\u53d8\u5316\uff0c\u4f46\u5e0c\u671b\u540c\u4e00\u4e2a\u4eba\u4e4b\u95f4\u80fd\u591f\u4fdd\u6301\u4e00\u81f4\u3002\u6211\u76ee\u524d\u6ca1\u6709\u770b\u5230\u4efb\u4f55\u4e60\u5f97\u6e05\u6670\u53d1\u97f3\u7684\u5408\u6210\u793a\u4f8b\uff0c\u4f46\u6211\u4eec\u4e5f\u770b\u5230\u4e86\u5728\u4e24\u4e2a\u5bf9\u8bdd\u8005\u5207\u6362\u4e4b\u65f6\uff0c\u8bed\u97f3\u7684\u901f\u5ea6\u4e0e\u97f5\u5f8b\u53d1\u751f\u4e86\u660e\u663e\u6539\u53d8\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u7cfb\u7edf\u672a\u6765\u6709\u53ef\u80fd\u5b66\u4f1a\u66f4\u597d\u5730\u53d1\u97f3\u3002<\/p>\n<p>\u3000\u3000\u673a\u5668\u7ffb\u8bd1\u4e5f\u5b58\u5728\u7c7b\u4f3c\u7684\u95ee\u9898\uff0c\u56e0\u6b64\u5bf9\u4e8e\u6211\u800c\u8a00\u5e76\u4e0d\u662f\u65e0\u6cd5\u89e3\u51b3\u7684\uff0c\u4f46\u53ef\u80fd\u9700\u8981\u66f4\u591a\u7684\u6570\u636e\u6216\/\u4ee5\u53ca\u4e00\u4e9b\u601d\u8003\uff0c\u6bd4\u5982\u4e3a\u4ec0\u4e48\u82f1\u8bed\u53d1\u97f3\u5982\u6b64\u5947\u602a\uff0c\u800c\u4e14\u5b83\u662f\u5982\u4f55\u5f62\u6210\u7684\u3002\u6211\u4eec\u5df2\u7ecf\u6709\u4e00\u4e9b\u521d\u6b65\u7684\u60f3\u6cd5\uff0c\u4f46\u4e3a\u65f6\u8fd8\u65e9\u3002\u53c2\u6570\u5316\u7684\u505a\u6cd5\u5df2\u7ecf\u907f\u514d\u4e86\u5927\u90e8\u5206\u7684\u53d1\u97f3\u95ee\u9898\uff0c\u4f46\u9700\u8981\u8003\u8651\u7ec6\u7c92\u5ea6\u6ce8\u91ca\u7684\u95ee\u9898\u3002\u4e0d\u8fc7\uff0c\u6211\u77e5\u9053\u4efb\u4f55\u8fd9\u4e2a\u9886\u57df\u7684\u7814\u7a76\u8005\u90fd\u4e86\u89e3\u4e0d\u5c11\u4f18\u79c0\u7684\u6570\u636e\u5e93\uff0c\u5b83\u4eec\u80fd\u591f\u4e3a\u5efa\u7acb TTS \u7cfb\u7edf\u63d0\u4f9b\u975e\u5e38\u91cd\u8981\u7684\u5e2e\u52a9\u3002<\/p>\n<p>\u3000\u3000\u800c\u4ee5\u51b3\u7b56\u6811\u8fde\u63a5\u7cfb\u7edf\u4e3a\u4ee3\u8868\u7684\u53d1\u97f3\u7cfb\u7edf\u4e5f\u5b58\u5728\u4e00\u4e2a\u4f18\u70b9\uff0c\u5373\u4e0d\u8bba\u600e\u6837\u603b\u80fd\u5728\u51b3\u7b56\u6811\u4e2d\u627e\u5230\u6b63\u786e\u53d1\u97f3\uff0c\u7814\u7a76\u8005\u4e5f\u80fd\u591f\u5229\u7528\u8fd9\u4e00\u70b9\u53cd\u590d\u8fed\u4ee3\uff0c\u57fa\u4e8e\u7528\u6237\u53cd\u9988\u5904\u7406\u7279\u6b8a\u60c5\u51b5\u3002<\/p>\n<p>\u3000\u3000\u5728\u6211\u770b\u6765\uff0c\u82f1\u8bed\u4e4b\u6240\u4ee5\u96be\u4ee5\u8bad\u7ec3\uff0c\u5728\u4e8e\u5b83\u53d1\u97f3\u7684\u591a\u6a21\u6001\u6027\uff0c\u4e00\u4e9b\u57fa\u4e8e\u5b57\u7d20\u800c\u8bad\u7ec3\u5f97\u5230\u7684\u82f1\u8bed\u542c\u8d77\u6765\u975e\u5e38\u602a\u5f02\u3002\u6211\u4e2a\u4eba\u6700\u559c\u6b22\u7684\u4f8b\u5b50\u662f&#8221;I am an athlete&#8221;\u3002\u50cf\u897f\u73ed\u7259\u8bed\u8fd9\u6837\u7684\u5176\u5b83\u8bed\u8a00\uff0c\u5373\u4f7f\u7f3a\u5c11\u6570\u636e\uff0c\u6620\u5c04\u6027\u7684\u8868\u73b0\u4e5f\u4e0d\u5dee\u3002\u5fb7\u8bed\u4e0e\u7f57\u9a6c\u5c3c\u4e9a\u8bed\u8868\u73b0\u76f8\u5f53\uff0c\u76ee\u524d\u6211\u6b63\u5bc4\u5e0c\u671b\u4e8e\u51b0\u5c9b\u8bed\u7684\u6d4b\u8bd5\u4e0a\u3002<\/p>\n<p>\u3000\u3000<strong>\u95ee\u9898\u4e94\uff1a\u8bad\u7ec3\u65f6\u957f\u4e0e\u8868\u73b0<\/strong><\/p>\n<p>\u3000\u3000<strong>Deep Voice \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u5b9e\u9645\u4e0a\u6211\u4eec\u7684\u7cfb\u7edf\u5e76\u6ca1\u6709\u505a\u957f\u65f6\u95f4\u7684\u8bad\u7ec3\u3002\u7cfb\u7edf\u8bad\u7ec3\u4e86 20 \u5c0f\u65f6\uff0c\u4f46\u53ea\u9700\u8981 3-5 \u5c0f\u65f6\u5c31\u80fd\u5f97\u5230\u5f88\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\u7ed3\u679c\u3002\u6211\u4eec\u4e5f\u6ca1\u6709\u6d4b\u8bd5\u8fc7\u97f3\u7d20\u7684\u6301\u7eed\u65f6\u95f4\u548c F0 \u9884\u6d4b\u6a21\u578b\u5bf9\u6570\u636e\u7684\u654f\u611f\u7a0b\u5ea6\u3002\u4e0d\u8fc7\uff0c\u50cf\u5728 VoiceBunny.com \u8fd9\u6837\u7684\u5e73\u53f0\uff0c\u4f60\u5c31\u80fd\u82b1 5000 \u5230 10000 \u7f8e\u91d1\u62ff\u5230 5 \u5230 10 \u5c0f\u65f6\u7684\u97f3\u9891\u3002\u800c\u5f00\u4e00\u4e2a\u5c0f\u5de5\u4f5c\u5ba4\u7136\u540e\u5f55\u4e0a\u4e00\u5468\u7684\u8bdd\uff0c\u8fd9\u6837\u4e5f\u4e0d\u82b1\u4ec0\u4e48\u94b1\uff0c\u4e0d\u8fc7\u6211\u4eec\u81ea\u5df1\u6ca1\u6709\u8fd9\u4e48\u505a\u3002\u4f60\u9700\u8981\u6587\u672c\u548c\u5bf9\u5e94\u7684\u97f3\u9891&mdash;&mdash;\u4e0d\u4e00\u5b9a\u8981\u6570\u636e\u6ce8\u91ca\uff0c\u56e0\u4e3a\u4f60\u53ef\u4ee5\u7528\u97f3\u7d20\u5b57\u5178\u548c\u4e00\u4e2a\u5b57\u7d20\u5230\u97f3\u7d20\u6a21\u578b\u83b7\u5f97\u3002\u5982\u679c\u6709\u9700\u8981\u7684\u8bdd\uff0c\u53ef\u4ee5\u91c7\u7528 LibriSpeech \u83b7\u53d6\u97f3\u9891\u5185\u5bb9\uff0c\u53ea\u9700\u8981\u5f04\u6e05\u695a\u5982\u4f55\u5c06\u6587\u672c\u5bf9\u9f50\u97f3\u9891\u3002\u6211\u89c9\u5f97\u53ef\u4ee5\u91c7\u7528\u8bed\u97f3\u8bc6\u522b\u7cfb\u7edf\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\uff08\u5728\u767e\u5ea6\uff0c\u6211\u4eec\u7528\u7684\u662f\u81ea\u5df1\u7814\u53d1\u7684 Deep Speech2\uff0c\u4f60\u4e5f\u53ef\u4ee5\u9009\u62e9\u81ea\u5df1\u8bad\u7ec3\u6216\u5bfb\u627e\u5916\u90e8 API\uff09\u3002<\/p>\n<p>\u3000\u3000\u5173\u4e8e 48kHz \u6a21\u578b\uff0c\u6211\u4eec\u53d1\u73b0\u6700\u6709\u610f\u601d\u7684\u5730\u65b9\u5728\u4e8e\u6211\u4eec\u5927\u6982\u6709 83ms \u7684\u6587\u672c\uff0c\u800c\u4e14\u5b83\u7684\u8868\u73b0\u76f8\u5f53\u4e0d\u9519\u3002\u8fd9\u4e0e SampleRNN \u6ca1\u6709\u5173\u7cfb\uff0c\u4f46 WaveNet \u4e5f\u5177\u6709\u56fa\u5b9a\u7684\u611f\u53d7\u91ce\uff0c\u663e\u7136 83ms \u5df2\u7ecf\u57fa\u672c\u8db3\u591f\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u53ef\u80fd\u4e0e\u611f\u53d7\u91ce\u65e0\u5173\uff0c\u800c\u662f\u4e0e\u5176\u5b83\u56e0\u7d20\u6709\u8054\u7cfb\u3002\u6211\u4eec\u6709\u4e00\u4e9b\u89e3\u91ca\u7684\u60f3\u6cd5\uff0c\u4f46\u8fd8\u4e0d\u662f\u975e\u5e38\u786e\u5b9a\u3002<\/p>\n<p>\u3000\u3000<strong>Char2Wav \u4f5c\u8005\uff1a<\/strong><\/p>\n<p>\u3000\u3000\u6211\u89c9\u5f97\u4e09\u4e2a\u5c0f\u65f6\u4ee5\u4e0a\u7684\u8bad\u7ec3\u53ea\u662f\u4e00\u4e2a\u5f00\u59cb\uff0c\u5c1d\u8bd5\u91c7\u7528\u4e00\u4e9b\u66f4\u5c0f\u7684\u6570\u636e\u96c6\u65f6\uff0c\u7cfb\u7edf\u770b\u8d77\u6765\u5728 5-10 \u5c0f\u65f6\u4e4b\u95f4\u4f1a\u6709\u66f4\u597d\u7684\u7ed3\u679c\u3002\u6211\u4e0d\u8bb0\u5f97 DIMEX 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