{"id":1072107,"date":"2023-05-10T20:45:00","date_gmt":"2023-05-11T03:45:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/?post_type=msr-blog-post&#038;p=1072107"},"modified":"2024-09-25T03:36:56","modified_gmt":"2024-09-25T10:36:56","slug":"naturalspeech-2","status":"publish","type":"msr-blog-post","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/articles\/naturalspeech-2\/","title":{"rendered":"\u8bed\u97f3\u5408\u6210\u6a21\u578bNaturalSpeech 2\uff1a\u53ea\u9700\u51e0\u79d2\u63d0\u793a\u8bed\u97f3\u5373\u53ef\u5b9a\u5236\u8bed\u97f3\u548c\u6b4c\u58f0"},"content":{"rendered":"\n<p><em>\u4f5c\u8005\uff1a\u673a\u5668\u5b66\u4e60\u7ec4<\/em><\/p>\n\n\n\n<p>\u7f16\u8005\u6309\uff1a\u5982\u679c\u95ee\u534e\u8bed\u4e50\u575b\u8fd1\u671f\u4ea7\u91cf\u6700\u9ad8\u7684\u6b4c\u624b\u662f\u8c01\uff0c\u201cAI \u5b59\u71d5\u59ff\u201d\u4e00\u5b9a\u6709\u59d3\u540d\u3002\u6b4c\u8ff7\u4eec\u5148\u7528\u6b4c\u624b\u7684\u97f3\u8272\u8bad\u7ec3 AI\uff0c\u518d\u901a\u8fc7\u6a21\u578b\u5c06\u5176\u4ed6\u6b4c\u66f2\u8f6c\u6362\u6210\u4ee5\u6b4c\u624b\u97f3\u8272\u201c\u7ffb\u5531\u201d\u7684\u6b4c\u66f2\u3002\u8bed\u97f3\u5408\u6210\u6280\u672f\u662f\u201cAI \u5b59\u71d5\u59ff\u201d\u7684\u80cc\u540e\u652f\u6301\u3002\u5e7f\u4e49\u7684\u8bed\u97f3\u5408\u6210\u5305\u542b\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08Text to Speech\uff0cTTS\uff09\u3001\u58f0\u97f3\u8f6c\u6362\u7b49\u3002\u5728 TTS \u9886\u57df\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u673a\u5668\u5b66\u4e60\u7ec4\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u65e9\u5df2\u6df1\u8015\u591a\u5e74\uff0c\u5e76\u5728\u8fd1\u671f\u63a8\u51fa\u4e86\u8bed\u97f3\u5408\u6210\u6a21\u578b NaturalSpeech 2\uff0c\u53ea\u9700\u51e0\u79d2\u63d0\u793a\u8bed\u97f3\u5373\u53ef\u5b9a\u5236\u8bed\u97f3\u548c\u6b4c\u58f0\uff0c\u7701\u53bb\u4e86\u4f20\u7edf TTS \u524d\u671f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5b9e\u73b0\u4e86\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u8de8\u8d8a\u5f0f\u53d1\u5c55\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\u4f5c\u4e3a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08Generative AI \u6216 AIGC\uff09\u7684\u91cd\u8981\u8bfe\u9898\uff0c\u5728\u8fd1\u5e74\u6765\u53d6\u5f97\u4e86\u98de\u901f\u53d1\u5c55\u3002\u591a\u5e74\u6765\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u673a\u5668\u5b66\u4e60\u7ec4\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u6301\u7eed\u5173\u6ce8\u8bed\u97f3\u5408\u6210\u9886\u57df\u7684\u7814\u7a76\u4e0e\u76f8\u5173\u4ea7\u54c1\u7684\u7814\u53d1\u3002\u4e3a\u4e86\u5408\u6210\u65e2\u81ea\u7136\u53c8\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u8bed\u97f3\uff0cNaturalSpeech \u7814\u7a76\u9879\u76ee\uff08https:\/\/aka.ms\/speechresearch\uff09\u5e94\u8fd0\u800c\u751f\u3002<\/p>\n\n\n\n<p>NaturalSpeech \u7684\u7814\u7a76\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>1\uff09\u7b2c\u4e00\u9636\u6bb5\uff0c\u5728\u5355\u4e2a\u8bf4\u8bdd\u4eba\u4e0a\u53d6\u5f97\u5ab2\u7f8e\u4eba\u7c7b\u7684\u8bed\u97f3\u8d28\u91cf\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u57282022\u5e74\u63a8\u51fa\u4e86 NaturalSpeech 1\uff0c\u5728 LJSpeech \u8bed\u97f3\u5408\u6210\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u4eba\u7c7b\u5f55\u97f3\u6c34\u5e73\u7684\u97f3\u8d28\u3002<\/p>\n\n\n\n<p>2\uff09\u7b2c\u4e8c\u9636\u6bb5\uff0c\u9ad8\u6548\u5730\u5b9e\u73b0\u591a\u6837\u5316\u7684\u8bed\u97f3\u5408\u6210\uff0c\u5305\u542b\u4e0d\u540c\u7684\u8bf4\u8bdd\u4eba\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7b49\u3002\u4e3a\u6b64\uff0c\u8be5\u8054\u5408\u7814\u7a76\u56e2\u961f\u57282023\u5e74\u63a8\u51fa\u4e86 NaturalSpeech 2\uff0c\u5229\u7528\u6269\u6563\u6a21\u578b\uff08diffusion model\uff09\u5b9e\u73b0\u4e86 zero-shot \u7684\u8bed\u97f3\u5408\u6210\uff0c\u53ea\u9700\u8981\u51e0\u79d2\u949f\u7684\u793a\u4f8b\u8bed\u97f3\uff08speech prompt\uff09\u6a21\u578b\u5c31\u80fd\u5408\u6210\u4efb\u4f55\u8bf4\u8bdd\u4eba\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7684\u8bed\u97f3\uff0c\u5b9e\u73b0\u4e86\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u91cd\u8981\u7a81\u7834\uff0c\u4e3a\u8bed\u97f3\u5408\u6210\u6280\u672f\u7684\u672a\u6765\u53d1\u5c55\u5e26\u6765\u4e86\u65e0\u9650\u53ef\u80fd\u3002<\/p>\n\n\n\n<p>3\uff09\u5f53\u524d\uff0c\u7814\u7a76\u56e2\u961f\u6b63\u5728\u5f00\u5c55\u7b2c\u4e09\u9636\u6bb5\u7684\u7814\u7a76\uff0c\u4e3a\u8fbe\u5230\u9ad8\u81ea\u7136\u5ea6\uff08\u9ad8\u8d28\u91cf\u4e14\u591a\u6837\u5316\uff09\u7684\u8bed\u97f3\u5408\u6210\u8fd9\u4e00\u76ee\u6807\uff0c\u4e58\u52bf\u800c\u4e0a\uff0c\u5f00\u521b\u65b0\u5c40\u9762\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"\u4e09\u5927\u521b\u65b0\u8bbe\u8ba1-\u8ba9naturalspeech-2\u8131\u9896\u800c\u51fa\">\u4e09\u5927\u521b\u65b0\u8bbe\u8ba1\uff0c\u8ba9NaturalSpeech 2\u8131\u9896\u800c\u51fa<\/h2>\n\n\n\n<p>\u4e8e\u8fd1\u671f\u53d1\u5e03\u7684\u65b0\u4e00\u4ee3\u8bed\u97f3\u5408\u6210\u5927\u6a21\u578b NaturalSpeech 2\uff0c\u7ecf\u5386\u4e86\u4e0a\u4e07\u5c0f\u65f6\u3001\u591a\u8bf4\u8bdd\u4eba\u7684\u8bed\u97f3\u6570\u636e\u96c6\u8bad\u7ec3\uff0c\u5e76\u91c7\u7528\u4e86 zero-shot\uff08\u9884\u6d4b\u65f6\u53ea\u63d0\u4f9b\u51e0\u79d2\u949f\u7684\u76ee\u6807\u793a\u4f8b\u8bed\u97f3\uff09\u7684\u65b9\u5f0f\u5408\u6210\u65b0\u7684\u8bf4\u8bdd\u4eba\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7684\u8bed\u97f3\uff0c\u4ee5\u5b9e\u73b0\u591a\u6837\u5316\u7684\u8bed\u97f3\u5408\u6210\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"379\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-1024x379.png\" alt=\"paper screenshot\" class=\"wp-image-1072203\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-1024x379.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-300x111.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-768x284.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-1536x568.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1-240x89.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-1.png 1820w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2304.09116<\/p>\n\n\n\n<p>\u9879\u76ee\u6f14\u793a\uff1ahttps:\/\/speechresearch.github.io\/naturalspeech2\/<\/p>\n\n\n\n<p>\u8981\u60f3\u8fbe\u5230\u826f\u597d\u7684 zero-shot \u8bad\u7ec3\u6548\u679c\uff0c\u9762\u4e34\u6781\u5927\u6311\u6218\u3002\u5148\u524d\u7684\u65b9\u6cd5\u662f\u5c06\u8bed\u97f3\u91cf\u5316\u6210\u79bb\u6563 token\uff0c\u5e76\u7528\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u8fdb\u884c\u5efa\u6a21\uff08\u4f8b\u5982 AudioLM\uff09\u3002\u4f46\u8fd9\u79cd\u65b9\u6cd5\u5b58\u5728\u5f88\u5927\u7684\u5c40\u9650\u6027\uff1a\u81ea\u56de\u5f52\u6a21\u578b\u9762\u4e34\u4e25\u91cd\u7684\u9519\u8bef\u4f20\u64ad\uff08error-propagation\uff09\u95ee\u9898\uff0c\u5bfc\u81f4\u751f\u6210\u8bed\u97f3\u8d28\u91cf\u4f4e\u4e0b\u3001\u9c81\u68d2\u6027\u5dee\uff0c\u97f5\u5f8b\u5931\u8c03\u4ee5\u53ca\u91cd\u590d\u3001\u6f0f\u8bcd\u7b49\u95ee\u9898\u3002\u540c\u65f6\u8fd8\u5bb9\u6613\u9677\u5165\u79bb\u6563 token \u91cf\u5316\u548c\u81ea\u56de\u5f52\u5efa\u6a21\u7684\u4e24\u96be\u56f0\u5883\uff08\u5982\u88681\u6240\u793a\uff09\uff0c\u5373\u8981\u4e48\u79bb\u6563 token \u96be\u4ee5\u4ee5\u8f83\u9ad8\u8d28\u91cf\u8fd8\u539f\u8bed\u97f3\uff0c\u8981\u4e48\u79bb\u6563 token \u96be\u4ee5\u9884\u6d4b\u3002<\/p>\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=\"116\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-1024x116.png\" alt=\"\u88681\uff1a\u5148\u524d\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u7684\u4e24\u96be\u5904\u5883\" class=\"wp-image-1072206\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-1024x116.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-300x34.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-768x87.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-1536x174.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2-240x27.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-2.png 1664w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88681\uff1a\u5148\u524d\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u7684\u4e24\u96be\u5904\u5883<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44949\"><\/p>\n\n\n\n<p>NaturalSpeech 2 \u63d0\u51fa\u4e86\u4e00\u7cfb\u5217\u521b\u65b0\u8bbe\u8ba1\uff0c\u5982\u56fe1\u6240\u793a\uff0c\u5b8c\u7f8e\u5730\u6709\u6548\u89c4\u907f\u4e86\u5148\u524d\u7684\u5c40\u9650\uff0c\u5b9e\u73b0\u4e86\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u91cd\u8981\u7a81\u7834\u3002\u8003\u8651\u5230\u8bed\u97f3\u6ce2\u5f62\u7684\u590d\u6742\u6027\u548c\u9ad8\u7ef4\u5ea6\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u673a\u5668\u5b66\u4e60\u7ec4\u4e0e Yoshua Bengio \u5171\u540c\u63d0\u51fa\u7684 Regeneration Learning \u8303\u5f0f\uff0c\u4e3a\u8fd9\u4e2a\u95ee\u9898\u63d0\u4f9b\u4e86\u521b\u65b0\u7684\u53c2\u8003\u7b54\u6848\u3002<\/p>\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=\"453\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-1024x453.png\" alt=\"\u56fe1\uff1aNaturalSpeech 2 \u7cfb\u7edf\u6982\u89c8\" class=\"wp-image-1072209\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-1024x453.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-300x133.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-768x340.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-1536x680.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3-240x106.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-3.png 1684w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe1\uff1aNaturalSpeech 2 \u7cfb\u7edf\u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44950\"><\/p>\n\n\n\n<p>NaturalSpeech 2 \u9996\u5148\u5229\u7528\u795e\u7ecf\u8bed\u97f3\u7f16\u89e3\u7801\u5668\uff08Neural Audio Codec\uff0c\u5982\u56fe2\u6240\u793a\uff09\u7684\u7f16\u7801\u5668\uff08encoder\uff09\uff0c\u5c06\u8bed\u97f3\u6ce2\u5f62\u8f6c\u6362\u4e3a\u8fde\u7eed\u5411\u91cf\u5e76\u7528\u89e3\u7801\u5668\uff08decoder\uff09\u91cd\u5efa\u8bed\u97f3\u6ce2\u5f62\uff0c\u518d\u8fd0\u7528\u6f5c\u5728\u6269\u6563\u6a21\u578b\uff08Latent Diffusion Model\uff09\u4ee5\u975e\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u4ece\u6587\u672c\u9884\u6d4b\u8fde\u7eed\u5411\u91cf\u3002\u5728\u63a8\u7406\u65f6\uff0c\u5229\u7528\u6f5c\u5728\u6269\u6563\u6a21\u578b\u548c\u795e\u7ecf\u8bed\u97f3\u89e3\u7801\u5668\u4ece\u6587\u672c\u751f\u6210\u8bed\u97f3\u7684\u6ce2\u5f62\u3002<\/p>\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=\"215\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-1024x215.png\" alt=\"\u56fe2\uff1aNaturalSpeech 2 \u4e2d\u7684 Neural Audio Codec \u6982\u89c8\" class=\"wp-image-1072212\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-1024x215.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-300x63.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-768x161.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-1536x322.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4-240x50.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-4.png 1710w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe2\uff1aNaturalSpeech 2 \u4e2d\u7684 Neural Audio Codec \u6982\u89c8<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44951\"><\/p>\n\n\n\n<p>\u76f8\u6bd4\u5148\u524d\u7684\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\uff0cNaturalSpeech 2 \u6709\u4ee5\u4e0b\u51e0\u5927\u4f18\u52bf\uff0c\u5982\u88682\u6240\u793a\uff1a<\/p>\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=\"252\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-1024x252.png\" alt=\"\u88682\uff1aNaturalSpeech 2 \u76f8\u6bd4\u5148\u524d\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u7684\u4f18\u52bf\" class=\"wp-image-1072215\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-1024x252.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-300x74.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-768x189.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-1536x378.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5-240x59.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-5.png 1843w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u88682\uff1aNaturalSpeech 2 \u76f8\u6bd4\u5148\u524d\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u7684\u4f18\u52bf<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44952\"><\/p>\n\n\n\n<p>1. \u4f7f\u7528\u8fde\u7eed\u5411\u91cf\u66ff\u4ee3\u79bb\u6563 token\u3002\u79bb\u6563 token \u4f1a\u5bfc\u81f4\u5e8f\u5217\u957f\u5ea6\u8fc7\u957f\uff08\u4f8b\u5982\uff0c\u4f7f\u75288\u4e2a\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u5668\uff0c\u5e8f\u5217\u957f\u5ea6\u4f1a\u589e\u52a08\u500d\uff09\uff0c\u589e\u52a0\u4e86\u9884\u6d4b\u7684\u96be\u5ea6\u3002\u800c\u8fde\u7eed\u5411\u91cf\u53ef\u4ee5\u7f29\u77ed\u5e8f\u5217\u957f\u5ea6\uff0c\u540c\u65f6\u589e\u52a0\u7ec6\u7c92\u5ea6\u91cd\u5efa\u8bed\u97f3\u6240\u9700\u8981\u7684\u7ec6\u8282\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>2. \u91c7\u7528\u6269\u6563\u6a21\u578b\u66ff\u4ee3\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u3002\u901a\u8fc7\u975e\u81ea\u56de\u5f52\u7684\u751f\u6210\u65b9\u5f0f\uff0c\u80fd\u907f\u514d\u81ea\u56de\u5f52\u6a21\u578b\u4e2d\u7684\u9519\u8bef\u7d2f\u79ef\u6240\u5bfc\u81f4\u7684\u97f5\u5f8b\u4e0d\u7a33\u5b9a\u3001\u91cd\u590d\u5410\u6b21\u6f0f\u8bcd\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<p>3. \u5f15\u5165\u8bed\u97f3\u63d0\u793a\u673a\u5236\uff0c\u6fc0\u53d1\u4e0a\u4e0b\u6587\u5b66\u4e60\u80fd\u529b\u3002\u7814\u7a76\u5458\u4eec\u521b\u65b0\u8bbe\u8ba1\u7684\u8bed\u97f3\u63d0\u793a\u673a\u5236\uff08\u5982\u56fe3\u6240\u793a\uff09\uff0c\u8ba9\u6269\u6563\u6a21\u578b\u548c\u65f6\u957f\/\u97f3\u9ad8\u9884\u6d4b\u6a21\u5757\u80fd\u591f\u66f4\u9ad8\u6548\u5730\u5b66\u4e60\u8bed\u97f3\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u63d0\u5347\u4e86\u96f6\u6837\u672c\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\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=\"312\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-1024x312.png\" alt=\"\u56fe3\uff1aNaturalSpeech 2 \u4e2d\u7684\u8bed\u97f3\u63d0\u793a\u673a\u5236\" class=\"wp-image-1072218\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-1024x312.png 1024w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-300x91.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-768x234.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-1536x468.png 1536w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6-240x73.png 240w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-6.png 1761w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u56fe3\uff1aNaturalSpeech 2 \u4e2d\u7684\u8bed\u97f3\u63d0\u793a\u673a\u5236<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44953\"><\/p>\n\n\n\n<p>\u5f97\u76ca\u4e8e\u4ee5\u4e0a\u8bbe\u8ba1\uff0cNaturalSpeech 2 \u751f\u6210\u7684\u8bed\u97f3\u975e\u5e38\u7a33\u5b9a\u3001\u9c81\u68d2\uff0c\u65e0\u9700\u8981\u590d\u6742\u7684\u4e24\u9636\u6bb5\u6a21\u578b\u6765\u9884\u6d4b\u4e2d\u95f4\u8868\u5f81\u5e8f\u5217\u3002\u540c\u65f6\uff0c\u975e\u81ea\u56de\u5f52\u7684\u65b9\u5f0f\u548c\u97f3\u9ad8\u65f6\u957f\u9884\u6d4b\u673a\u5236\u4e5f\u8d4b\u4e88\u4e86 NaturalSpeech 2 \u6269\u5c55\u5230\u8bed\u97f3\u4e4b\u5916\u7684\u98ce\u683c\uff08\u4f8b\u5982\u6b4c\u58f0\uff09\u7684\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u9ad8\u7ea7\u7814\u7a76\u5458\u8c2d\u65ed\u8868\u793a\uff0c\u8bed\u97f3\u5408\u6210\u662f\u4eba\u5de5\u667a\u80fd\u5185\u5bb9\u751f\u6210\u7684\u4e00\u4e2a\u975e\u5e38\u91cd\u8981\u7684\u9886\u57df\uff0c\u8be5\u7814\u7a76\u56e2\u961f\u4e00\u76f4\u81f4\u529b\u4e8e\u6784\u5efa\u9ad8\u81ea\u7136\u5ea6\u7684\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\u3002NaturalSpeech 2 \u662f\u7ee7\u53bb\u5e74\u63a8\u51fa\u7684 NaturalSpeech \u540e\u8de8\u8d8a\u7684\u53c8\u4e00\u91cc\u7a0b\u7891\uff0c\u5229\u7528\u5927\u6570\u636e\u3001\u5927\u6a21\u578b\u548c\u96f6\u6837\u672c\u5408\u6210\u6280\u672f\uff0c\u6781\u5927\u5730\u4e30\u5bcc\u4e86\u8bed\u97f3\u5408\u6210\u7684\u97f3\u8272\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7684\u591a\u6837\u6027\uff0c\u4f7f\u8bed\u97f3\u5408\u6210\u66f4\u81ea\u7136\u66f4\u50cf\u4eba\u7c7b\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"naturalspeech-2\u7684\u8bed\u97f3\u5408\u6210\u6027\u80fd\u5927\u68c0\u6d4b\">NaturalSpeech 2\u7684\u8bed\u97f3\u5408\u6210\u6027\u80fd\u5927\u68c0\u6d4b<\/h2>\n\n\n\n<p>\u7814\u7a76\u56e2\u961f\u5c06 NaturalSpeech 2 \u7684\u6a21\u578b\u5927\u5c0f\u6269\u5c55\u5230\u4e86400M\uff0c\u5e76\u57fa\u4e8e4.4\u4e07\u5c0f\u65f6\u7684\u8bed\u97f3\u6570\u636e\u8fdb\u884c\u4e86\u8bad\u7ec3\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5373\u4f7f NaturalSpeech 2 \u4e0e\u88ab\u6a21\u4eff\u4eba\u201c\u7d20\u6627\u5e73\u751f\u201d\uff0c\u53ea\u9700\u51e0\u79d2\u7684\u8bed\u97f3\u63d0\u793a\uff0c NaturalSpeech 2 \u8f93\u51fa\u7684\u7ed3\u679c\u4e5f\u53ef\u4ee5\u5728\u97f5\u5f8b\/\u97f3\u8272\u76f8\u4f3c\u5ea6\u3001\u9c81\u68d2\u6027\u548c\u97f3\u8d28\u65b9\u9762\u90fd\u66f4\u4f18\u4e8e\u5148\u524d\u7684 TTS \u7cfb\u7edf\u3002\u8fd9\u4e00\u6210\u679c\u4f7f\u5f97 NaturalSpeech 2 \u7684\u6027\u80fd\u8fbe\u5230\u4e86\u65b0\u9ad8\u5ea6\uff0c\u5e76\u6709\u671b\u4e3a\u672a\u6765\u7684 TTS \u7814\u7a76\u63d0\u4f9b\u57fa\u7840\u6027\u53c2\u8003\u3002<\/p>\n\n\n\n<p>\u9996\u5148\uff0c\u5728\u97f3\u8d28\u65b9\u9762\uff0cNaturalSpeech 2 \u5728 zero-shot \u6761\u4ef6\u5408\u6210\u7684\u8bed\u97f3\u663e\u8457\u4f18\u4e8e\u5148\u524d\u7684 TTS \u7cfb\u7edf\uff0c\u5982\u88683\u548c\u88684\u6240\u793a\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"394\" height=\"125\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-7.png\" alt=\"\u88683\uff1aNaturalSpeech 2 \u548c\u5148\u524d TTS \u7cfb\u7edf\u7684\u4e3b\u89c2\u8d28\u91cf\u5f97\u5206\uff08CMOS\uff09\u5bf9\u6bd4\" class=\"wp-image-1072221\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-7.png 394w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-7-300x95.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-7-240x76.png 240w\" sizes=\"auto, (max-width: 394px) 100vw, 394px\" \/><figcaption class=\"wp-element-caption\">\u88683\uff1aNaturalSpeech 2 \u548c\u5148\u524d TTS \u7cfb\u7edf\u7684\u4e3b\u89c2\u8d28\u91cf\u5f97\u5206\uff08CMOS\uff09\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44954\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"452\" height=\"104\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-8.png\" alt=\"\u88684\uff1aNaturalSpeech 2 \u548c VALL-E \u7684\u4e3b\u89c2\u8d28\u91cf\u5f97\u5206\uff08CMOS\uff09\u5bf9\u6bd4\" class=\"wp-image-1072224\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-8.png 452w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-8-300x69.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-8-240x55.png 240w\" sizes=\"auto, (max-width: 452px) 100vw, 452px\" \/><figcaption class=\"wp-element-caption\">\u88684\uff1aNaturalSpeech 2 \u548c VALL-E \u7684\u4e3b\u89c2\u8d28\u91cf\u5f97\u5206\uff08CMOS\uff09\u5bf9\u6bd4<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44955\"><\/p>\n\n\n\n<p>\u540c\u65f6\uff0c\u5728\u76f8\u4f3c\u5ea6\u65b9\u9762\uff0cNaturalSpeech 2 \u4e5f\u80fd\u66f4\u597d\u5730\u751f\u6210\u548c\u8bed\u97f3\u63d0\u793a\u76f8\u4f3c\u7684\u8bed\u97f3\uff0c\u5982\u88685\u548c\u88686\u6240\u793a\uff08\u8bc4\u4f30\u6307\u6807\u8be6\u7ec6\u4ecb\u7ecd\u53c2\u89c1\u8bba\u6587\uff09\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"833\" height=\"492\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-9.png\" alt=\"\u88685\uff1aNaturalSpeech 2 \u4e0e\u8bed\u97f3\u63d0\u793a\u7684\u97f5\u5f8b\u76f8\u4f3c\u5ea6\u6bd4\u8f83\" class=\"wp-image-1072227\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-9.png 833w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-9-300x177.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-9-768x454.png 768w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-9-240x142.png 240w\" sizes=\"auto, (max-width: 833px) 100vw, 833px\" \/><figcaption class=\"wp-element-caption\">\u88685\uff1aNaturalSpeech 2 \u4e0e\u8bed\u97f3\u63d0\u793a\u7684\u97f5\u5f8b\u76f8\u4f3c\u5ea6\u6bd4\u8f83<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44956\"><\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"387\" height=\"129\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-10.png\" alt=\"\u88686\uff1aNaturalSpeech 2 \u7684\u4e3b\u89c2\u76f8\u4f3c\u5ea6\u8bc4\u5206 SMOS \u7ed3\u679c\" class=\"wp-image-1072230\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-10.png 387w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-10-300x100.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-10-240x80.png 240w\" sizes=\"auto, (max-width: 387px) 100vw, 387px\" \/><figcaption class=\"wp-element-caption\">\u88686\uff1aNaturalSpeech 2 \u7684\u4e3b\u89c2\u76f8\u4f3c\u5ea6\u8bc4\u5206 SMOS \u7ed3\u679c<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44957\"><\/p>\n\n\n\n<p>\u5728\u7a33\u5b9a\u5ea6\u65b9\u9762\uff0c\u76f8\u8f83\u4e8e\u65e2\u6709\u7684 TTS \u6a21\u578b\uff0cNaturalSpeech 2 \u7684\u8868\u73b0\u4e5f\u66f4\u4e3a\u4f18\u5f02\uff0c\u5982\u88687\u548c\u88688\u6240\u793a\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"388\" height=\"140\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-11.png\" alt=\"\u88687\uff1aNaturalSpeech 2 \u5408\u6210\u8bed\u97f3\u7684\u8bcd\u9519\u8bef\u7387\" class=\"wp-image-1072233\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-11.png 388w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-11-300x108.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-11-240x87.png 240w\" sizes=\"auto, (max-width: 388px) 100vw, 388px\" \/><figcaption class=\"wp-element-caption\">\u88687\uff1aNaturalSpeech 2 \u5408\u6210\u8bed\u97f3\u7684\u8bcd\u9519\u8bef\u7387<\/figcaption><\/figure>\n\n\n\n<p id=\"caption-attachment-44958\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"764\" height=\"207\" src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-12.png\" alt=\"\u88688\uff1aNaturalSpeech 2 \u5408\u6210\u8bed\u97f3\u7684\u53ef\u61c2\u5ea6\u6d4b\u8bd5\" class=\"wp-image-1072236\" srcset=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-12.png 764w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-12-300x81.png 300w, https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/naturalspeech-2-12-240x65.png 240w\" sizes=\"auto, (max-width: 764px) 100vw, 764px\" \/><figcaption class=\"wp-element-caption\">\u88688\uff1aNaturalSpeech 2 \u5408\u6210\u8bed\u97f3\u7684\u53ef\u61c2\u5ea6\u6d4b\u8bd5<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n\n\n\n<p id=\"caption-attachment-44959\"><\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u793a\u4f8b\uff1a<\/p>\n\n\n\n<p>\u8f93\u5165\u6587\u672c\uff1aHis death in this conjuncture was a public misfortune.<\/p>\n\n\n\n<p>\u63d0\u793a\u8bed\u97f3<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u793a\u4f8b1-\u63d0\u793a\u8bed\u97f3.wav\"><\/audio><\/figure>\n\n\n\n<p>\u5408\u6210\u8bed\u97f3<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u793a\u4f8b1-\u5408\u6210\u8bed\u97f3.wav\"><\/audio><\/figure>\n\n\n\n<p>\u8f93\u5165\u6587\u672c\uff1aMaybe we expected too much from the fixture.<\/p>\n\n\n\n<p>\u63d0\u793a\u8bed\u97f3<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u793a\u4f8b2-\u63d0\u793a\u8bed\u97f3.wav\"><\/audio><\/figure>\n\n\n\n<p>\u5408\u6210\u8bed\u97f3<\/p>\n\n\n\n<figure class=\"wp-block-audio\"><audio controls src=\"https:\/\/newed.any0.dpdns.org\/en-us\/research\/wp-content\/uploads\/2024\/08\/\u793a\u4f8b2-\u5408\u6210\u8bed\u97f3.wav\"><\/audio><\/figure>\n\n\n\n<p>\u7814\u7a76\u5458\u4eec\u8fd8\u4ece\u4e92\u8054\u7f51\u4e0a\u6536\u96c6\u4e86\u6b4c\u58f0\u6570\u636e\uff0c\u5e76\u5c06\u5176\u4e0e\u8bed\u97f3\u6570\u636e\u6df7\u5408\u8d77\u6765\uff0c\u5171\u540c\u8bad\u7ec3\u6a21\u578b\u3002\u4ee4\u4eba\u60ca\u559c\u7684\u662f\uff0c\u65e0\u8bba\u662f\u8bed\u97f3\u8fd8\u662f\u6b4c\u58f0\u63d0\u793a\uff0cNaturalSpeech 2 \u90fd\u53ef\u4ee5\u8fdb\u884c\u96f6\u6837\u672c\u6b4c\u58f0\u5408\u6210\u3002\u6b22\u8fce\u70b9\u51fb\u94fe\u63a5\uff1ahttps:\/\/speechresearch.github.io\/naturalspeech2\/\uff0c\u4e00\u8d77\u542c\u4e00\u542c\u66f4\u591a AI \u5408\u6210\u7684\u8bed\u97f3\u548c\u6b4c\u58f0\u5427\uff01<\/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<\/p>\n\n\n\n<p>\u672a\u6765\uff0c\u8be5\u7814\u7a76\u56e2\u961f\u5c06\u6301\u7eed\u63a8\u52a8\u7b26\u5408\u8d1f\u8d23\u4efb\u7684\u4eba\u5de5\u667a\u80fd\u539f\u5219\u7684\u8bed\u97f3\u5408\u6210\u5927\u6a21\u578b\u7684\u7814\u53d1\uff0c\u5728\u66f4\u52a0\u591a\u6837\u5316\u7684\u573a\u666f\u4e2d\u751f\u6210\u8d28\u91cf\u66f4\u9ad8\u4e14\u66f4\u81ea\u7136\u7684\u8bed\u97f3\uff0c\u8ba9\u8bed\u97f3\u5408\u6210\u6280\u672f\u53ef\u4ee5\u8d4b\u80fd\u66f4\u591a\u4e2a\u4eba\u548c\u7ec4\u7ec7\u3002<\/p>\n\n\n\n<p>\u66f4\u591a\u7814\u7a76\u6210\u679c\u8bf7\u5173\u6ce8\u8be5\u56e2\u961f\u7814\u7a76\u4e3b\u9875 https:\/\/speechresearch.github.io\/<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1a\u673a\u5668\u5b66\u4e60\u7ec4 \u7f16\u8005\u6309\uff1a\u5982\u679c\u95ee\u534e\u8bed\u4e50\u575b\u8fd1\u671f\u4ea7\u91cf\u6700\u9ad8\u7684\u6b4c\u624b\u662f\u8c01\uff0c\u201cAI \u5b59\u71d5\u59ff\u201d\u4e00\u5b9a\u6709\u59d3\u540d\u3002\u6b4c\u8ff7\u4eec\u5148\u7528\u6b4c\u624b\u7684\u97f3\u8272\u8bad\u7ec3 AI\uff0c\u518d\u901a\u8fc7\u6a21\u578b\u5c06\u5176\u4ed6\u6b4c\u66f2\u8f6c\u6362\u6210\u4ee5\u6b4c\u624b\u97f3\u8272\u201c\u7ffb\u5531\u201d\u7684\u6b4c\u66f2\u3002\u8bed\u97f3\u5408\u6210\u6280\u672f\u662f\u201cAI \u5b59\u71d5\u59ff\u201d\u7684\u80cc\u540e\u652f\u6301\u3002\u5e7f\u4e49\u7684\u8bed\u97f3\u5408\u6210\u5305\u542b\u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08Text to Speech\uff0cTTS\uff09\u3001\u58f0\u97f3\u8f6c\u6362\u7b49\u3002\u5728 TTS \u9886\u57df\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u673a\u5668\u5b66\u4e60\u7ec4\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u65e9\u5df2\u6df1\u8015\u591a\u5e74\uff0c\u5e76\u5728\u8fd1\u671f\u63a8\u51fa\u4e86\u8bed\u97f3\u5408\u6210\u6a21\u578b NaturalSpeech 2\uff0c\u53ea\u9700\u51e0\u79d2\u63d0\u793a\u8bed\u97f3\u5373\u53ef\u5b9a\u5236\u8bed\u97f3\u548c\u6b4c\u58f0\uff0c\u7701\u53bb\u4e86\u4f20\u7edf TTS \u524d\u671f\u8bad\u7ec3\u8fc7\u7a0b\uff0c\u5b9e\u73b0\u4e86\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u8de8\u8d8a\u5f0f\u53d1\u5c55\u3002 \u6587\u672c\u5230\u8bed\u97f3\u5408\u6210\uff08Text to Speech\uff0cTTS\uff09\u4f5c\u4e3a\u751f\u6210\u5f0f\u4eba\u5de5\u667a\u80fd\uff08Generative AI \u6216 AIGC\uff09\u7684\u91cd\u8981\u8bfe\u9898\uff0c\u5728\u8fd1\u5e74\u6765\u53d6\u5f97\u4e86\u98de\u901f\u53d1\u5c55\u3002\u591a\u5e74\u6765\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u673a\u5668\u5b66\u4e60\u7ec4\u548c\u5fae\u8f6f Azure \u8bed\u97f3\u56e2\u961f\u6301\u7eed\u5173\u6ce8\u8bed\u97f3\u5408\u6210\u9886\u57df\u7684\u7814\u7a76\u4e0e\u76f8\u5173\u4ea7\u54c1\u7684\u7814\u53d1\u3002\u4e3a\u4e86\u5408\u6210\u65e2\u81ea\u7136\u53c8\u9ad8\u8d28\u91cf\u7684\u4eba\u7c7b\u8bed\u97f3\uff0cNaturalSpeech \u7814\u7a76\u9879\u76ee\uff08https:\/\/aka.ms\/speechresearch\uff09\u5e94\u8fd0\u800c\u751f\u3002 NaturalSpeech \u7684\u7814\u7a76\u5206\u4e3a\u4ee5\u4e0b\u51e0\u4e2a\u9636\u6bb5\uff1a 1\uff09\u7b2c\u4e00\u9636\u6bb5\uff0c\u5728\u5355\u4e2a\u8bf4\u8bdd\u4eba\u4e0a\u53d6\u5f97\u5ab2\u7f8e\u4eba\u7c7b\u7684\u8bed\u97f3\u8d28\u91cf\u3002\u4e3a\u6b64\uff0c\u7814\u7a76\u56e2\u961f\u57282022\u5e74\u63a8\u51fa\u4e86 NaturalSpeech 1\uff0c\u5728 LJSpeech \u8bed\u97f3\u5408\u6210\u6570\u636e\u96c6\u4e0a\u8fbe\u5230\u4e86\u4eba\u7c7b\u5f55\u97f3\u6c34\u5e73\u7684\u97f3\u8d28\u3002 2\uff09\u7b2c\u4e8c\u9636\u6bb5\uff0c\u9ad8\u6548\u5730\u5b9e\u73b0\u591a\u6837\u5316\u7684\u8bed\u97f3\u5408\u6210\uff0c\u5305\u542b\u4e0d\u540c\u7684\u8bf4\u8bdd\u4eba\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7b49\u3002\u4e3a\u6b64\uff0c\u8be5\u8054\u5408\u7814\u7a76\u56e2\u961f\u57282023\u5e74\u63a8\u51fa\u4e86 NaturalSpeech 2\uff0c\u5229\u7528\u6269\u6563\u6a21\u578b\uff08diffusion model\uff09\u5b9e\u73b0\u4e86 zero-shot \u7684\u8bed\u97f3\u5408\u6210\uff0c\u53ea\u9700\u8981\u51e0\u79d2\u949f\u7684\u793a\u4f8b\u8bed\u97f3\uff08speech prompt\uff09\u6a21\u578b\u5c31\u80fd\u5408\u6210\u4efb\u4f55\u8bf4\u8bdd\u4eba\u3001\u97f5\u5f8b\u3001\u98ce\u683c\u7684\u8bed\u97f3\uff0c\u5b9e\u73b0\u4e86\u96f6\u6837\u672c\u8bed\u97f3\u5408\u6210\u7684\u91cd\u8981\u7a81\u7834\uff0c\u4e3a\u8bed\u97f3\u5408\u6210\u6280\u672f\u7684\u672a\u6765\u53d1\u5c55\u5e26\u6765\u4e86\u65e0\u9650\u53ef\u80fd\u3002 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