{"id":1069656,"date":"2022-06-10T21:19:00","date_gmt":"2022-06-11T04:19:00","guid":{"rendered":"https:\/\/www.microsoft.com\/en-us\/research\/?post_type=msr-blog-post&#038;p=1069656"},"modified":"2024-09-25T01:36:55","modified_gmt":"2024-09-25T08:36:55","slug":"naturalspeech","status":"publish","type":"msr-blog-post","link":"https:\/\/www.microsoft.com\/en-us\/research\/articles\/naturalspeech\/","title":{"rendered":"NaturalSpeech\u6a21\u578b\u5408\u6210\u8bed\u97f3\u5728CMOS\u6d4b\u8bd5\u4e2d\u9996\u6b21\u8fbe\u5230\u771f\u4eba\u8bed\u97f3\u6c34\u5e73"},"content":{"rendered":"\n<p>\u7f16\u8005\u6309\uff1aAI \u5408\u6210\u8bed\u97f3\u5982\u4eca\u5df2\u7ecf\u5c61\u89c1\u4e0d\u9c9c\uff0c\u7136\u800c\u5728\u7528\u6237\u542c\u6765\u5374\u4e0d\u80fd\u8ba9\u4eba\u4ea7\u751f\u4e0e\u771f\u4eba\u5bf9\u8bdd\u548c\u9605\u8bfb\u822c\u7684\u6c89\u6d78\u611f\u3002\u4e0d\u8fc7\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u8fd1\u65e5\u8054\u5408\u63a8\u51fa\u7684\u5168\u65b0\u7aef\u5230\u7aef\u8bed\u97f3\u5408\u6210\u6a21\u578b NaturalSpeech\uff0c\u5728 CMOS \u6d4b\u8bd5\u4e2d\u9996\u6b21\u8fbe\u5230\u4e86\u771f\u4eba\u8bf4\u8bdd\u6c34\u51c6\u3002\u8fd9\u5c06\u8fd1\u4e00\u6b65\u63d0\u5347\u5fae\u8f6f Azure \u4e2d\u5408\u6210\u8bed\u97f3\u7684\u6c34\u5e73\uff0c\u8ba9\u6240\u6709\u5408\u6210\u58f0\u97f3\u90fd\u60df\u5999\u60df\u8096\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p>\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08Text to Speech\uff0cTTS\uff09\u662f\u4e00\u9879\u6839\u636e\u6587\u672c\u751f\u6210\u53ef\u61c2\u4e14\u81ea\u7136\u7684\u8bed\u97f3\u7684\u8ba1\u7b97\u673a\u6280\u672f \u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\uff0cTTS \u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u53d6\u5f97\u4e86\u5feb\u901f\u7a81\u7834\u5e76\u4e14\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u5728 TTS \u7684\u7814\u7a76\u548c\u4ea7\u54c1\u4e0a\uff0c\u5fae\u8f6f\u4e00\u76f4\u6709\u7740\u6df1\u539a\u7684\u79ef\u7d2f\u3002<\/p>\n\n\n\n<p>\u5728\u7814\u7a76\u65b9\u9762\uff0c\u5fae\u8f6f\u66fe\u521b\u65b0\u63d0\u51fa\u4e86\u591a\u4e2a TTS \u6a21\u578b\uff0c\u5305\u62ec\u57fa\u4e8e Transformer \u7684\u8bed\u97f3\u5408\u6210\uff08TransformerTTS\uff09\u3001\u5feb\u901f\u8bed\u97f3\u5408\u6210\uff08FastSpeech 1\/2\u3001LightSpeech\uff09\u3001\u4f4e\u8d44\u6e90\u8bed\u97f3\u5408\u6210\uff08LRSpeech\uff09\u3001\u5b9a\u5236\u5316\u8bed\u97f3\u5408\u6210\uff08AdaSpeech 1\/2\/3\/4\uff09\u3001\u6b4c\u58f0\u5408\u6210\uff08HiFiSinger\uff09\u3001\u7acb\u4f53\u58f0\u5408\u6210\uff08BinauralGrad\uff09\u3001\u58f0\u7801\u5668\uff08HiFiNet\u3001PriorGrad\uff09\u3001\u6587\u672c\u5206\u6790\u3001\u8bf4\u8bdd\u4eba\u8138\u5408\u6210\u7b49\uff0c\u800c\u4e14\u63a8\u51fa\u4e86 TTS \u9886\u57df\u6700\u8be6\u5c3d\u7684\u6587\u732e\u7efc\u8ff0\u3002\u540c\u65f6\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd8\u5728\u591a\u4e2a\u5b66\u672f\u4f1a\u8bae\u4e0a\uff08\u5982 ISCSLP 2021\u3001IJCAI 2021\u3001ICASSP 2022\uff09\u4e3e\u529e\u4e86\u8bed\u97f3\u5408\u6210\u6559\u7a0b\uff0c\u5e76\u5728 Blizzard 2021 \u8bed\u97f3\u5408\u6210\u6bd4\u8d5b\u4e2d\u63a8\u51fa\u4e86 DelightfulTTS\uff0c\u83b7\u5f97\u4e86\u6700\u597d\u6210\u7ee9\u3002\u6b64\u5916\uff0c\u5fae\u8f6f\u8fd8\u63a8\u51fa\u4e86\u5f00\u6e90\u8bed\u97f3\u7814\u7a76\u9879\u76ee NeuralSpeech \u7b49\u3002<\/p>\n\n\n\n<p>\u5728\u4ea7\u54c1\u65b9\u9762\uff0c\u5fae\u8f6f\u5728 Azure \u8ba4\u77e5\u670d\u52a1\u4e2d\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8bed\u97f3\u5408\u6210\u529f\u80fd\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u501f\u52a9\u5176\u4e2d\u7684 Neural TTS \u529f\u80fd\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u903c\u771f\u7684\u8bed\u97f3\uff0c\u7528\u4e8e\u4f17\u591a\u573a\u666f\u4e4b\u4e2d\uff0c\u4f8b\u5982\u8bed\u97f3\u52a9\u624b\u3001\u6709\u58f0\u8bfb\u7269\u3001\u6e38\u620f\u914d\u97f3\u3001\u8f85\u52a9\u5de5\u5177\u7b49\u7b49\u3002\u5229\u7528 Azure Neural TTS\uff0c\u7528\u6237\u65e2\u53ef\u4ee5\u76f4\u63a5\u9009\u62e9\u9884\u7f6e\u7684\u97f3\u8272\uff0c\u4e5f\u53ef\u4ee5\u81ea\u5df1\u5f55\u5236\u4e0a\u4f20\u58f0\u97f3\u6837\u672c\u81ea\u5b9a\u4e49\u97f3\u8272\u3002\u76ee\u524d\uff0cAzure Neural TTS \u652f\u6301\u8d85\u8fc7120\u79cd\u8bed\u8a00\uff0c\u5305\u62ec\u591a\u8bed\u8a00\u53d8\u4f53\u6216\u65b9\u8a00\uff0c\u540c\u65f6\u8be5\u529f\u80fd\u4e5f\u5df2\u6574\u5408\u5230\u4e86\u591a\u4e2a\u5fae\u8f6f\u4ea7\u54c1\u4e2d\uff0c\u5e76\u4e14\u88ab\u4e1a\u754c\u8bf8\u591a\u5408\u4f5c\u4f19\u4f34\u6240\u91c7\u7528\u3002\u4e3a\u4e86\u6301\u7eed\u63a8\u52a8\u6280\u672f\u521b\u65b0\uff0c\u63d0\u9ad8\u670d\u52a1\u8d28\u91cf\uff0c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5bc6\u5207\u5408\u4f5c\uff0c\u8ba9 TTS \u5728\u4e0d\u540c\u573a\u666f\u4e0b\u542c\u8d77\u6765\u66f4\u591a\u6837\u3001\u66f4\u60a6\u8033\uff0c\u4e5f\u66f4\u81ea\u7136\u3002<\/p>\n\n\n\n<p>\u8fd1\u65e5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u7814\u53d1\u51fa\u4e86\u5168\u65b0\u7684\u7aef\u5230\u7aef TTS \u6a21\u578b NaturalSpeech\uff0c\u8be5\u6a21\u578b\u5728\u5e7f\u6cdb\u4f7f\u7528\u7684 TTS \u6570\u636e\u96c6\uff08LJSpeech\uff09\u4e0a\u4f7f\u7528 CMOS (Comparative Mean Opinion Score) \u4f5c\u4e3a\u6307\u6807\uff0c\u9996\u6b21\u8fbe\u5230\u4e86\u4e0e\u81ea\u7136\u8bed\u97f3\u65e0\u660e\u663e\u5dee\u5f02\u7684\u4f18\u5f02\u6210\u7ee9\u3002\u8fd9\u4e00\u521b\u65b0\u6027\u7684\u79d1\u7814\u6210\u679c\u672a\u6765\u4e5f\u5c06\u96c6\u6210\u5230\u5fae\u8f6f Azure TTS \u670d\u52a1\u4e2d\u4f9b\u66f4\u591a\u7528\u6237\u4f7f\u7528\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u56db\u5927\u521b\u65b0\u8bbe\u8ba1\u8ba9naturalspeech\u8d85\u8d8a\u4f20\u7edftts\u7cfb\u7edf\">\u56db\u5927\u521b\u65b0\u8bbe\u8ba1\u8ba9NaturalSpeech\u8d85\u8d8a\u4f20\u7edfTTS\u7cfb\u7edf<\/h2>\n\n\n\n<p>NaturalSpeech \u662f\u4e00\u4e2a\u5b8c\u5168\u7aef\u5230\u7aef\u7684\u6587\u672c\u5230\u8bed\u97f3\u6ce2\u5f62\u751f\u6210\u7cfb\u7edf\uff08\u89c1\u56fe1\uff09\uff0c\u80fd\u591f\u5f25\u5408\u5408\u6210\u8bed\u97f3\u4e0e\u771f\u4eba\u58f0\u97f3\u4e4b\u95f4\u7684\u8d28\u91cf\u5dee\u8ddd\u3002\u5177\u4f53\u800c\u8a00\uff0c\u8be5\u7cfb\u7edf\u5229\u7528\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08Variational Auto-Encoder, VAE\uff09\uff0c\u5c06\u9ad8\u7ef4\u8bed\u97f3 (x) \u538b\u7f29\u6210\u8fde\u7eed\u7684\u5e27\u7ea7\u8868\u8fbe z\uff08\u8bb0\u4f5c\u540e\u9a8c q(z|x)\uff09\uff0c\u7528\u4e8e\u5bf9\u8bed\u97f3\u6ce2\u5f62 x\uff08\u8bb0\u4f5c p(x|z)\uff09\u7684\u91cd\u6784\u3002\u76f8\u5e94\u7684\u5148\u9a8c\uff08\u8bb0\u4f5c p(z|y)\uff09\u5219\u4ece\u6587\u672c\u5e8f\u5217 y \u4e2d\u83b7\u53d6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"987\" height=\"560\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-1.png\" alt=\"\u56fe1\uff1aNaturalSpeech \u7cfb\u7edf\u6982\u89c8\" class=\"wp-image-1069665\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-1.png 987w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-1-300x170.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-1-768x436.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-1-240x136.png 240w\" sizes=\"auto, (max-width: 987px) 100vw, 987px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe1\uff1aNaturalSpeech \u7cfb\u7edf\u6982\u89c8<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u8003\u8651\u5230\u6765\u81ea\u8bed\u97f3\u7684\u540e\u9a8c\u6bd4\u6765\u81ea\u6587\u672c\u7684\u5148\u9a8c\u66f4\u52a0\u590d\u6742\uff0c\u7814\u7a76\u5458\u4eec\u8bbe\u8ba1\u4e86\u51e0\u4e2a\u6a21\u5757\uff08\u89c1\u56fe2\uff09\uff0c\u5c3d\u53ef\u80fd\u8fd1\u4f3c\u5730\u5bf9\u540e\u9a8c\u548c\u5148\u9a8c\u8fdb\u884c\u5339\u914d\uff0c\u4ece\u800c\u901a\u8fc7y\u2192p(z|y)\u2192p(x|z)\u2192x\u5b9e\u73b0\u6587\u672c\u5230\u8bed\u97f3\u7684\u5408\u6210\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u97f3\u7d20\u7f16\u7801\u5668\u4e0a\u5229\u7528\u5927\u89c4\u6a21\u97f3\u7d20\u9884\u8bad\u7ec3\uff08phoneme pre-training\uff09\uff0c\u4ece\u97f3\u7d20\u5e8f\u5217\u4e2d\u63d0\u53d6\u66f4\u597d\u7684\u8868\u8fbe\u3002<\/li>\n\n\n\n<li>\u5229\u7528\u7531\u65f6\u957f\u9884\u6d4b\u5668\u548c\u4e0a\u91c7\u6837\u5c42\u7ec4\u6210\u7684\u5b8c\u5168\u53ef\u5fae\u5206\u7684\u65f6\u957f\u6a21\u5757\uff08durator\uff09\uff0c\u6765\u6539\u8fdb\u97f3\u7d20\u7684\u65f6\u957f\u5efa\u6a21\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u6d41\u6a21\u578b\uff08flow\uff09\u7684\u53cc\u5411\u5148\u9a8c\/\u540e\u9a8c\u6a21\u5757\uff08bidirectional prior\/posterior\uff09\uff0c\u53ef\u4ee5\u8fdb\u4e00\u6b65\u589e\u5f3a\u5148\u9a8c p(z|y) \u4ee5\u53ca\u964d\u4f4e\u540e\u9a8c q(z|x) \u7684\u590d\u6742\u6027\u3002<\/li>\n\n\n\n<li>\u57fa\u4e8e\u8bb0\u5fc6\u7684\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08Memory VAE\uff09\uff0c\u53ef\u964d\u4f4e\u91cd\u5efa\u6ce2\u5f62\u6240\u9700\u7684\u540e\u9a8c\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1024x548.png\" alt=\"\u56fe2\uff1aNaturalSpeech \u5173\u952e\u6a21\u5757\" class=\"wp-image-1069668\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1024x548.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-300x161.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-768x411.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1536x822.png 1536w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-710x380.png 710w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-240x128.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2.png 1562w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u56fe2\uff1aNaturalSpeech \u5173\u952e\u6a21\u5757<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u636e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4e3b\u7ba1\u7814\u7a76\u5458\u8c2d\u65ed\u4ecb\u7ecd\uff0c\u4e0e\u4e4b\u524d\u7684 TTS \u7cfb\u7edf\u76f8\u6bd4\uff0cNaturalSpeech \u6709\u4ee5\u4e0b\u51e0\u5927\u4f18\u52bf\uff1a<\/p>\n\n\n\n<p>1\uff09\u51cf\u5c11\u8bad\u7ec3\u548c\u63a8\u7406\u7684\u4e0d\u5339\u914d\u3002\u5148\u524d\u7684\u7ea7\u8054\u58f0\u5b66\u6a21\u578b\/\u58f0\u7801\u5668\u7cfb\u7edf\u548c\u663e\u5f0f\u65f6\u957f\u9884\u6d4b\u90fd\u53d7\u5230\u4e86\u8bad\u7ec3\u63a8\u7406\u4e0d\u5339\u914d\u7684\u5f71\u54cd\u3002\u5176\u539f\u56e0\u5728\u4e8e\u58f0\u7801\u5668\u4f7f\u7528\u4e86\u771f\u5b9e\u7684\u6885\u5c14\u8c31\u4ee5\u53ca\u6885\u5c14\u8c31\u7f16\u7801\u5668\u4f7f\u7528\u4e86\u771f\u5b9e\u7684\u65f6\u957f\uff0c\u800c\u63a8\u7406\u4e2d\u4f7f\u7528\u4e86\u76f8\u5e94\u7684\u9884\u6d4b\u503c\u3002NaturalSpeech \u5b8c\u5168\u7aef\u5230\u7aef\u6587\u672c\u5230\u6ce2\u5f62\u7684\u751f\u6210\u4ee5\u53ca\u53ef\u5fae\u65f6\u957f\u6a21\u5757\uff0c\u5219\u80fd\u591f\u907f\u514d\u8bad\u7ec3\u63a8\u7406\u7684\u4e0d\u5339\u914d\u3002<\/p>\n\n\n\n<p>2\uff09\u7f13\u89e3\u4e86\u4e00\u5bf9\u591a\u7684\u6620\u5c04\u95ee\u9898\u3002\u4e00\u4e2a\u6587\u672c\u5e8f\u5217\u53ef\u4ee5\u5bf9\u5e94\u591a\u4e2a\u4e0d\u540c\u7684\u8bed\u97f3\u8868\u8fbe\uff0c\u4f8b\u5982\u97f3\u9ad8\u3001\u6301\u7eed\u65f6\u95f4\u3001\u901f\u5ea6\u3001\u505c\u987f\u3001\u97f5\u5f8b\u7b49\u65b9\u9762\u7684\u53d8\u5316\u3002\u4ee5\u5f80\u7684\u7814\u7a76\u4ec5\u989d\u5916\u9884\u6d4b\u97f3\u9ad8\/\u65f6\u957f\uff0c\u5e76\u4e0d\u80fd\u5f88\u597d\u5730\u5904\u7406\u4e00\u5bf9\u591a\u7684\u6620\u5c04\u95ee\u9898\u3002NaturalSpeech \u4e2d\u57fa\u4e8e\u8bb0\u5fc6\u7684 VAE \u548c\u53cc\u5411\u5148\u9a8c\/\u540e\u9a8c\u5219\u80fd\u964d\u4f4e\u540e\u9a8c\u7684\u590d\u6742\u6027\u5e76\u589e\u5f3a\u5148\u9a8c\uff0c\u6709\u52a9\u4e8e\u7f13\u89e3\u4e00\u5bf9\u591a\u7684\u6620\u5c04\u95ee\u9898\u3002<\/p>\n\n\n\n<p>3\uff09\u63d0\u9ad8\u8868\u8fbe\u80fd\u529b\u3002\u6b64\u524d\u7684 TTS \u6a21\u578b\u5f80\u5f80\u4e0d\u8db3\u4ee5\u4ece\u97f3\u7d20\u5e8f\u5217\u4e2d\u63d0\u53d6\u826f\u597d\u7684\u8868\u8fbe\u4ee5\u53ca\u5b66\u4e60\u8bed\u97f3\u4e2d\u590d\u6742\u7684\u6570\u636e\u5206\u5e03\u3002NaturalSpeech \u901a\u8fc7\u5927\u89c4\u6a21\u97f3\u7d20\u9884\u8bad\u7ec3\u3001\u5e26\u6709\u8bb0\u5fc6\u673a\u5236\u7684 VAE\u3001\u5f3a\u5927\u7684\u751f\u6210\u6a21\u578b\uff08\u5982Flow\/VAE\/GAN\uff09\u53ef\u4ee5\u5b66\u4e60\u66f4\u597d\u7684\u6587\u672c\u8868\u8fbe\u548c\u8bed\u97f3\u6570\u636e\u5206\u5e03\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u6743\u5a01\u8bc4\u6d4b\u7ed3\u679c\u663e\u793a-naturalspeech\u5408\u6210\u8bed\u97f3\u4e0e\u771f\u4eba\u58f0\u97f3\u4e0d\u76f8\u4f2f\u4ef2\">\u6743\u5a01\u8bc4\u6d4b\u7ed3\u679c\u663e\u793a\uff1aNaturalSpeech\u5408\u6210\u8bed\u97f3\u4e0e\u771f\u4eba\u58f0\u97f3\u4e0d\u76f8\u4f2f\u4ef2<\/h2>\n\n\n\n<p>\u6b64\u524d\u7684\u5de5\u4f5c\u901a\u5e38\u91c7\u7528\u201c\u5e73\u5747\u610f\u89c1\u5206\u201d\uff08Mean Opinion Score, MOS\uff09\u6765\u8861\u91cf TTS \u8d28\u91cf\u3002\u5728 MOS \u8bc4\u6d4b\u4e2d\uff0c\u53c2\u4e0e\u8005\u901a\u8fc7\u542c\u53d6\u771f\u4eba\u8bf4\u8bdd\u5f55\u97f3\u548c TTS \u7684\u5408\u6210\u8bed\u97f3\uff0c\u5206\u522b\u5bf9\u4e24\u79cd\u58f0\u97f3\u7684\u7279\u5f81\u8fdb\u884c\u4e94\u5206\u5236\u8bc4\u5206\uff0c\u5305\u62ec\u58f0\u97f3\u8d28\u91cf\u3001\u53d1\u97f3\u3001\u8bed\u901f\u548c\u6e05\u6670\u5ea6\u7b49\u3002\u4f46\u662f MOS \u5bf9\u4e8e\u533a\u5206\u58f0\u97f3\u8d28\u91cf\u7684\u5dee\u5f02\u4e0d\u662f\u975e\u5e38\u654f\u611f\uff0c\u56e0\u4e3a\u53c2\u4e0e\u8005\u53ea\u662f\u5bf9\u4e24\u4e2a\u7cfb\u7edf\u7684\u6bcf\u6761\u53e5\u5b50\u5355\u72ec\u6253\u5206\uff0c\u6ca1\u6709\u4e24\u4e24\u4e92\u76f8\u6bd4\u8f83\u3002\u800c CMOS\uff08Comparative MOS\uff09\u5728\u8bc4\u6d4b\u8fc7\u7a0b\u4e2d\u53ef\u4ee5\u5bf9\u4e24\u4e2a\u7cfb\u7edf\u7684\u53e5\u5b50\u4e24\u4e24\u5bf9\u6bd4\u5e76\u6392\u6253\u5206\uff0c\u5e76\u4e14\u4f7f\u7528\u4e03\u5206\u5236\u6765\u8861\u91cf\u5dee\u5f02\uff0c\u6240\u4ee5\u5bf9\u8d28\u91cf\u5dee\u5f02\u66f4\u52a0\u654f\u611f\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u5728\u8bc4\u6d4b NaturalSpeech \u7cfb\u7edf\u548c\u771f\u5b9e\u5f55\u97f3\u7684\u8d28\u91cf\u65f6\uff0c\u7814\u7a76\u5458\u4eec\u540c\u65f6\u8fdb\u884c\u4e86 MOS \u548c CMOS \u4e24\u79cd\u6d4b\u8bd5\uff08\u7ed3\u679c\u5982\u88681\u548c2\u6240\u793a\uff09\u3002\u5728\u5e7f\u6cdb\u91c7\u7528\u7684 LJSpeech \u6570\u636e\u96c6\u4e0a\u7684\u5b9e\u9a8c\u8bc4\u4f30\u8868\u660e\uff0cNaturalSpeech \u5728\u8bed\u53e5\u7ea7\u522b\u4e0e\u771f\u4eba\u5f55\u97f3\u7684\u5bf9\u6bd4\u4e0a\u5b9e\u73b0\u4e86-0.01 CMOS\uff0c\u5728 Wilcoxon \u7b26\u53f7\u79e9\u68c0\u9a8c\u4e2d\u5b9e\u73b0\u4e86 p>>0.05\u3002\u8fd9\u8868\u660e\u5728\u8fd9\u4e00\u6570\u636e\u96c6\u4e0a\uff0cNaturalSpeech \u9996\u6b21\u4e0e\u771f\u4eba\u5f55\u97f3\u65e0\u7edf\u8ba1\u5b66\u610f\u4e49\u4e0a\u7684\u663e\u8457\u5dee\u5f02\u3002\u8fd9\u4e2a\u6210\u7ee9\u8fdc\u9ad8\u4e8e\u6b64\u524d\u5728 LJSpeech \u6570\u636e\u96c6\u4e0a\u6d4b\u8bd5\u7684\u5176\u5b83 TTS \u7cfb\u7edf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"145\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3-1024x145.png\" alt=\"\u88681\uff1aNaturalSpeech \u548c\u771f\u4eba\u5f55\u97f3\u4e4b\u95f4\u7684 MOS \u6bd4\u8f83\uff0c\u4f7f\u7528 Wilcoxon \u79e9\u548c\u68c0\u9a8c\uff08Wilcoxon rank sum\uff09\u6765\u5ea6\u91cf MOS \u8bc4\u4f30\u4e2d\u7684 p \u503c\u3002\" class=\"wp-image-1069671\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3-1024x145.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3-300x42.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3-768x108.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3-240x34.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-3.png 1395w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88681\uff1aNaturalSpeech \u548c\u771f\u4eba\u5f55\u97f3\u4e4b\u95f4\u7684 MOS \u6bd4\u8f83\uff0c\u4f7f\u7528 Wilcoxon \u79e9\u548c\u68c0\u9a8c\uff08Wilcoxon rank sum\uff09\u6765\u5ea6\u91cf MOS \u8bc4\u4f30\u4e2d\u7684 p \u503c\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"146\" src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4-1024x146.png\" alt=\"\u88682\uff1aNaturalSpeech \u548c\u771f\u4eba\u5f55\u97f3\u4e4b\u95f4\u7684 CMOS \u6bd4\u8f83\uff0c\u4f7f\u7528 Wilcoxon \u7b26\u53f7\u79e9\u68c0\u9a8c\uff08Wilcoxon signed rank test\uff09\u6765\u5ea6\u91cf CMOS \u8bc4\u4f30\u4e2d\u7684 p \u503c\u3002\" class=\"wp-image-1069674\" srcset=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4-1024x146.png 1024w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4-300x43.png 300w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4-768x109.png 768w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4-240x34.png 240w, https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-4.png 1351w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\"><em>\u88682\uff1aNaturalSpeech \u548c\u771f\u4eba\u5f55\u97f3\u4e4b\u95f4\u7684 CMOS \u6bd4\u8f83\uff0c\u4f7f\u7528 Wilcoxon \u7b26\u53f7\u79e9\u68c0\u9a8c\uff08Wilcoxon signed rank test\uff09\u6765\u5ea6\u91cf CMOS \u8bc4\u4f30\u4e2d\u7684 p \u503c\u3002<\/em><\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p>\u4e0b\u9762\u5206\u522b\u5c55\u793a NaturalSpeech \u5408\u6210\u7684\u8bed\u97f3\u548c\u5bf9\u5e94\u7684\u771f\u4eba\u5f55\u97f3\uff1a<\/p>\n\n\n\n<p>\u5185\u5bb91\uff1aMaltby and Co. would issue warrants on them deliverable to the importer, and the goods were then passed to be stored in neighboring warehouses.<\/p>\n\n\n\n<p>NaturalSpeech \u5408\u6210\u8bed\u97f3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-demo-1-naturalspeech-66badfc1b9aaf.wav\"><\/audio><\/figure>\n\n\n\n<p>\u771f\u4eba\u5f55\u97f3\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-demo-1-human-66badfc54b0f7.wav\"><\/audio><\/figure>\n\n\n\n<p>\u5185\u5bb92\uff1awho had borne the Queen&#8217;s commission, first as cornet, and then lieutenant, in the 10th Hussars.<\/p>\n\n\n\n<p>NaturalSpeech \u5408\u6210\u8bed\u97f3\uff1a <\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-demo-2-naturalspeech.wav\"><\/audio><\/figure>\n\n\n\n<p>\u771f\u4eba\u5f55\u97f3\uff1a <\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/www.microsoft.com\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-demo-2-human.wav\"><\/audio><\/figure>\n\n\n\n<p>\u4e86\u89e3\u66f4\u591a\u6280\u672f\u7ec6\u8282\uff0c\u8bf7\u53c2\u9605 NaturalSpeech \u8bba\u6587\u548c GitHub \u4e3b\u9875\uff1a<\/p>\n\n\n\n<p>NaturalSpeech \u8bba\u6587\uff1aNaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level Quality<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/2205.04421.pdf\">https:\/\/arxiv.org\/pdf\/2205.04421.pdf<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<p>NaturalSpeech GitHub \u4e3b\u9875\uff1a<\/p>\n\n\n\n<p><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/speechresearch.github.io\/naturalspeech\">https:\/\/speechresearch.github.io\/naturalspeech<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"tts\u53d1\u5c55\u9053\u963b\u4e14\u957f-\u9700\u8981\u4e1a\u754c\u5171\u540c\u6253\u9020\u8d1f\u8d23\u4efb\u7684ai\">TTS\u53d1\u5c55\u9053\u963b\u4e14\u957f\uff0c\u9700\u8981\u4e1a\u754c\u5171\u540c\u6253\u9020\u8d1f\u8d23\u4efb\u7684AI<\/h2>\n\n\n\n<p>\u5728\u5fae\u8f6f Azure \u8ba4\u77e5\u670d\u52a1\u8bed\u97f3\u9996\u5e2d\u7814\u53d1\u603b\u76d1\u8d75\u665f\u770b\u6765\uff0cNaturalSpeech \u7cfb\u7edf\u9996\u6b21\u8fbe\u5230\u4e86\u4e0e\u771f\u4eba\u5f55\u97f3\u6ca1\u6709\u663e\u8457\u5dee\u5f02\u7684\u6548\u679c\uff0c\u662f TTS \u7814\u7a76\u4e0a\u7684\u4e00\u4e2a\u65b0\u7684\u91cc\u7a0b\u7891\u3002\u4ece\u957f\u8fdc\u89d2\u5ea6\u6765\u8bb2\uff0c\u867d\u7136\u501f\u52a9\u65b0\u6a21\u578b\u80fd\u591f\u5b9e\u73b0\u66f4\u9ad8\u8d28\u91cf\u7684\u5408\u6210\u8bed\u97f3\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u5f7b\u5e95\u89e3\u51b3\u4e86 TTS \u6240\u9762\u4e34\u7684\u95ee\u9898\u3002\u76ee\u524d\uff0cTTS \u4ecd\u7136\u5b58\u5728\u5f88\u591a\u5177\u6709\u6311\u6218\u6027\u7684\u573a\u666f\uff0c\u5982\u5145\u6ee1\u60c5\u611f\u7684\u8bed\u97f3\u3001\u957f\u7bc7\u6717\u8bf5\u3001\u5373\u5174\u8868\u6f14\u7684\u8bed\u97f3\u7b49\uff0c\u8fd9\u4e9b\u90fd\u9700\u8981\u66f4\u5148\u8fdb\u7684\u5efa\u6a21\u6280\u672f\u6765\u6a21\u62df\u771f\u4eba\u8bed\u97f3\u7684\u8868\u73b0\u529b\u548c\u591a\u53d8\u6027\u3002<\/p>\n\n\n\n<p>\u968f\u7740\u5408\u6210\u8bed\u97f3\u8d28\u91cf\u7684\u4e0d\u65ad\u63d0\u5347\uff0c\u786e\u4fdd TTS \u80fd\u88ab\u4eba\u4eec\u4fe1\u8d56\u662f\u4e00\u4e2a\u9700\u8981\u653b\u575a\u7684\u95ee\u9898\u3002\u5fae\u8f6f\u4e3b\u52a8\u91c7\u53d6\u4e86\u4e00\u7cfb\u5217\u63aa\u65bd\u6765\u9884\u5224\u548c\u964d\u4f4e\u5305\u62ec TTS \u5728\u5185\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u6240\u5e26\u6765\u7684\u98ce\u9669\u3002\u5fae\u8f6f\u81f4\u529b\u4e8e\u4f9d\u7167\u4ee5\u4eba\u4e3a\u672c\u7684\u4f26\u7406\u539f\u5219\u63a8\u8fdb\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\uff0c\u65e9\u57282018\u5e74\u5c31\u53d1\u5e03\u4e86\u201c\u516c\u5e73\u3001\u5305\u5bb9\u3001\u53ef\u9760\u4e0e\u5b89\u5168\u3001\u900f\u660e\u3001\u9690\u79c1\u4e0e\u4fdd\u969c\u3001\u8d1f\u8d23\u201d6\u4e2a\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\uff08Responsible AI Principles\uff09\uff0c\u968f\u540e\u53c8\u53d1\u5e03\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u6807\u51c6\uff08Responsible AI Standards\uff09\u5c06\u5404\u9879\u539f\u5219\u5b9e\u65bd\u843d\u5730\uff0c\u5e76\u8bbe\u7f6e\u4e86\u6cbb\u7406\u67b6\u6784\u786e\u4fdd\u5404\u56e2\u961f\u628a\u5404\u9879\u539f\u5219\u548c\u6807\u51c6\u843d\u5b9e\u5230\u65e5\u5e38\u5de5\u4f5c\u4e2d\u3002\u6211\u4eec\u6b63\u5728\u4e0e\u5168\u7403\u7684\u7814\u7a76\u4eba\u5458\u548c\u5b66\u672f\u673a\u6784\u5408\u4f5c\uff0c\u7ee7\u7eed\u63a8\u8fdb\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u7684\u5b9e\u8df5\u548c\u6280\u672f\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"azure-ai-neural-tts\u7684\u66f4\u591a\u529f\u80fd\u548c\u58f0\u97f3\u7b49\u4f60\u6765\u63a2\u7d22\">Azure AI Neural TTS\u7684\u66f4\u591a\u529f\u80fd\u548c\u58f0\u97f3\u7b49\u4f60\u6765\u63a2\u7d22<\/h2>\n\n\n\n<p>Azure AI Neural TTS \u76ee\u524d\u5171\u63d0\u4f9b340\u591a\u79cd\u58f0\u97f3\uff0c\u652f\u6301120\u591a\u4e2a\u8bed\u79cd\u548c\u65b9\u8a00\u3002\u6b64\u5916\uff0cNeural TTS \u8fd8\u80fd\u5e2e\u52a9\u4f01\u4e1a\u4ee5\u591a\u79cd\u8bed\u8a00\u548c\u98ce\u683c\uff0c\u6253\u9020\u4e13\u5c5e\u7684\u54c1\u724c\u58f0\u97f3\u3002\u73b0\u5728\uff0c\u7528\u6237\u53ef\u4ee5\u901a\u8fc7 Neural TTS \u8bd5\u7528\u7248\u6765\u63a2\u7d22\u66f4\u591a\u529f\u80fd\u548c\u7279\u8272\u58f0\u97f3\u3002<\/p>\n\n\n\n<p>\u76f8\u5173\u94fe\u63a5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/azure.microsoft.com\/en-us\/services\/cognitive-services\/text-to-speech\/\">\u5fae\u8f6f Azure \u8ba4\u77e5\u670d\u52a1 TTS<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/speechresearch.github.io\/\">\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8bed\u97f3\u76f8\u5173\u7814\u7a76<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/github.com\/microsoft\/neuralspeech\">\u5fae\u8f6f\u5f00\u6e90\u8bed\u97f3\u7814\u7a76\u9879\u76ee NeuralSpeech<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/arxiv.org\/abs\/2205.04421\">NaturalSpeech \u8bba\u6587\uff1aNaturalSpeech: End-to-End Text to Speech Synthesis with Human-Level Quality<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/ai\/responsible-ai\">Responsible AI principles from Microsoft<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/ai\/our-approach\">Our approach to responsible AI at Microsoft<\/a><\/li>\n\n\n\n<li><a class=\"msr-external-link glyph-append glyph-append-open-in-new-tab glyph-append-xsmall\" rel=\"noopener noreferrer\" target=\"_blank\" href=\"https:\/\/blogs.microsoft.com\/on-the-issues\/2021\/01\/19\/microsoft-responsible-ai-program\/\">The building blocks of Microsoft\u2019s responsible AI program<span class=\"sr-only\"> (opens in new tab)<\/span><\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u7f16\u8005\u6309\uff1aAI \u5408\u6210\u8bed\u97f3\u5982\u4eca\u5df2\u7ecf\u5c61\u89c1\u4e0d\u9c9c\uff0c\u7136\u800c\u5728\u7528\u6237\u542c\u6765\u5374\u4e0d\u80fd\u8ba9\u4eba\u4ea7\u751f\u4e0e\u771f\u4eba\u5bf9\u8bdd\u548c\u9605\u8bfb\u822c\u7684\u6c89\u6d78\u611f\u3002\u4e0d\u8fc7\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u8fd1\u65e5\u8054\u5408\u63a8\u51fa\u7684\u5168\u65b0\u7aef\u5230\u7aef\u8bed\u97f3\u5408\u6210\u6a21\u578b NaturalSpeech\uff0c\u5728 CMOS \u6d4b\u8bd5\u4e2d\u9996\u6b21\u8fbe\u5230\u4e86\u771f\u4eba\u8bf4\u8bdd\u6c34\u51c6\u3002\u8fd9\u5c06\u8fd1\u4e00\u6b65\u63d0\u5347\u5fae\u8f6f Azure \u4e2d\u5408\u6210\u8bed\u97f3\u7684\u6c34\u5e73\uff0c\u8ba9\u6240\u6709\u5408\u6210\u58f0\u97f3\u90fd\u60df\u5999\u60df\u8096\u3002 \u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08Text to Speech\uff0cTTS\uff09\u662f\u4e00\u9879\u6839\u636e\u6587\u672c\u751f\u6210\u53ef\u61c2\u4e14\u81ea\u7136\u7684\u8bed\u97f3\u7684\u8ba1\u7b97\u673a\u6280\u672f \u3002\u8fd1\u5e74\u6765\uff0c\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\uff0cTTS \u5728\u5b66\u672f\u754c\u548c\u5de5\u4e1a\u754c\u53d6\u5f97\u4e86\u5feb\u901f\u7a81\u7834\u5e76\u4e14\u88ab\u5e7f\u6cdb\u5e94\u7528\u3002\u5728 TTS \u7684\u7814\u7a76\u548c\u4ea7\u54c1\u4e0a\uff0c\u5fae\u8f6f\u4e00\u76f4\u6709\u7740\u6df1\u539a\u7684\u79ef\u7d2f\u3002 \u5728\u7814\u7a76\u65b9\u9762\uff0c\u5fae\u8f6f\u66fe\u521b\u65b0\u63d0\u51fa\u4e86\u591a\u4e2a TTS \u6a21\u578b\uff0c\u5305\u62ec\u57fa\u4e8e Transformer \u7684\u8bed\u97f3\u5408\u6210\uff08TransformerTTS\uff09\u3001\u5feb\u901f\u8bed\u97f3\u5408\u6210\uff08FastSpeech 1\/2\u3001LightSpeech\uff09\u3001\u4f4e\u8d44\u6e90\u8bed\u97f3\u5408\u6210\uff08LRSpeech\uff09\u3001\u5b9a\u5236\u5316\u8bed\u97f3\u5408\u6210\uff08AdaSpeech 1\/2\/3\/4\uff09\u3001\u6b4c\u58f0\u5408\u6210\uff08HiFiSinger\uff09\u3001\u7acb\u4f53\u58f0\u5408\u6210\uff08BinauralGrad\uff09\u3001\u58f0\u7801\u5668\uff08HiFiNet\u3001PriorGrad\uff09\u3001\u6587\u672c\u5206\u6790\u3001\u8bf4\u8bdd\u4eba\u8138\u5408\u6210\u7b49\uff0c\u800c\u4e14\u63a8\u51fa\u4e86 TTS \u9886\u57df\u6700\u8be6\u5c3d\u7684\u6587\u732e\u7efc\u8ff0\u3002\u540c\u65f6\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u8fd8\u5728\u591a\u4e2a\u5b66\u672f\u4f1a\u8bae\u4e0a\uff08\u5982 ISCSLP 2021\u3001IJCAI 2021\u3001ICASSP 2022\uff09\u4e3e\u529e\u4e86\u8bed\u97f3\u5408\u6210\u6559\u7a0b\uff0c\u5e76\u5728 Blizzard 2021 \u8bed\u97f3\u5408\u6210\u6bd4\u8d5b\u4e2d\u63a8\u51fa\u4e86 DelightfulTTS\uff0c\u83b7\u5f97\u4e86\u6700\u597d\u6210\u7ee9\u3002\u6b64\u5916\uff0c\u5fae\u8f6f\u8fd8\u63a8\u51fa\u4e86\u5f00\u6e90\u8bed\u97f3\u7814\u7a76\u9879\u76ee NeuralSpeech \u7b49\u3002 \u5728\u4ea7\u54c1\u65b9\u9762\uff0c\u5fae\u8f6f\u5728 Azure \u8ba4\u77e5\u670d\u52a1\u4e2d\u63d0\u4f9b\u4e86\u5f3a\u5927\u7684\u8bed\u97f3\u5408\u6210\u529f\u80fd\uff0c\u5f00\u53d1\u4eba\u5458\u53ef\u4ee5\u501f\u52a9\u5176\u4e2d\u7684 Neural TTS \u529f\u80fd\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u903c\u771f\u7684\u8bed\u97f3\uff0c\u7528\u4e8e\u4f17\u591a\u573a\u666f\u4e4b\u4e2d\uff0c\u4f8b\u5982\u8bed\u97f3\u52a9\u624b\u3001\u6709\u58f0\u8bfb\u7269\u3001\u6e38\u620f\u914d\u97f3\u3001\u8f85\u52a9\u5de5\u5177\u7b49\u7b49\u3002\u5229\u7528 Azure Neural TTS\uff0c\u7528\u6237\u65e2\u53ef\u4ee5\u76f4\u63a5\u9009\u62e9\u9884\u7f6e\u7684\u97f3\u8272\uff0c\u4e5f\u53ef\u4ee5\u81ea\u5df1\u5f55\u5236\u4e0a\u4f20\u58f0\u97f3\u6837\u672c\u81ea\u5b9a\u4e49\u97f3\u8272\u3002\u76ee\u524d\uff0cAzure Neural TTS \u652f\u6301\u8d85\u8fc7120\u79cd\u8bed\u8a00\uff0c\u5305\u62ec\u591a\u8bed\u8a00\u53d8\u4f53\u6216\u65b9\u8a00\uff0c\u540c\u65f6\u8be5\u529f\u80fd\u4e5f\u5df2\u6574\u5408\u5230\u4e86\u591a\u4e2a\u5fae\u8f6f\u4ea7\u54c1\u4e2d\uff0c\u5e76\u4e14\u88ab\u4e1a\u754c\u8bf8\u591a\u5408\u4f5c\u4f19\u4f34\u6240\u91c7\u7528\u3002\u4e3a\u4e86\u6301\u7eed\u63a8\u52a8\u6280\u672f\u521b\u65b0\uff0c\u63d0\u9ad8\u670d\u52a1\u8d28\u91cf\uff0c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u4e0e\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u5bc6\u5207\u5408\u4f5c\uff0c\u8ba9 TTS \u5728\u4e0d\u540c\u573a\u666f\u4e0b\u542c\u8d77\u6765\u66f4\u591a\u6837\u3001\u66f4\u60a6\u8033\uff0c\u4e5f\u66f4\u81ea\u7136\u3002 \u8fd1\u65e5\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u7814\u53d1\u51fa\u4e86\u5168\u65b0\u7684\u7aef\u5230\u7aef TTS [&hellip;]<\/p>\n","protected":false},"author":34512,"featured_media":1069662,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-content-parent":1012650,"msr_hide_image_in_river":0,"footnotes":""},"research-area":[],"msr-locale":[268881],"msr-post-option":[],"class_list":["post-1069656","msr-blog-post","type-msr-blog-post","status-publish","has-post-thumbnail","hentry","msr-locale-zh_cn"],"msr_assoc_parent":{"id":1012650,"type":"lab"},"_links":{"self":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1069656","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post"}],"about":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/types\/msr-blog-post"}],"author":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/users\/34512"}],"version-history":[{"count":3,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1069656\/revisions"}],"predecessor-version":[{"id":1069698,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-blog-post\/1069656\/revisions\/1069698"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media\/1069662"}],"wp:attachment":[{"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/media?parent=1069656"}],"wp:term":[{"taxonomy":"msr-research-area","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/research-area?post=1069656"},{"taxonomy":"msr-locale","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-locale?post=1069656"},{"taxonomy":"msr-post-option","embeddable":true,"href":"https:\/\/www.microsoft.com\/en-us\/research\/wp-json\/wp\/v2\/msr-post-option?post=1069656"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}