{"id":19328,"date":"2024-10-06T14:03:42","date_gmt":"2024-10-06T06:03:42","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19328"},"modified":"2024-10-06T14:03:44","modified_gmt":"2024-10-06T06:03:44","slug":"mel-vae-latents-tts","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/06\/mel-vae-latents-tts\/","title":{"rendered":"\u57fa\u4e8eMEL\u8c31+VAE\u7684latents\u7684TTS\u76f8\u5173\u5de5\u4f5c"},"content":{"rendered":"\n

Zero-Shot TTS\u76ee\u524d\u6709\u4e0d\u5c11\u5de5\u4f5c\u7528\u4e86MEL\u8c31\u4f5c\u4e3a\u4e2d\u95f4\u7279\u5f81\uff0c\u7136\u540e\u5728\u6885\u5c14\u8c31\u7684\u57fa\u7840\u4e0a\uff0c\u6216\u662f\u7528VQ\u63d0\u4f9b\u79bb\u6563token\uff0c\u6216\u662f\u7528CNN\u6765\u63d0\u53d6\u8fde\u7eedlatent\u3002\u5bf9\u4e8eMEL+latents\u7684\u5de5\u4f5c\uff0c\u6709\uff1aAudioLDM 1&2\u3001StyleTTS 1&2\u3002\u6211\u4eec\u6765\u7b80\u5355\u770b\u770b\u662f\u5b83\u4eec\u662f\u600e\u4e48\u505a\u7684\u3002<\/strong><\/p>\n\n\n\n\n\n

AudioLDM 1&2<\/strong><\/h2>\n\n\n\n

AudioLDM: Text-to-Audio Generation with Latent Diffusion Models<\/p>\n\n\n\n

[Paper on ArXiv]<\/a>[Code on GitHub]<\/a>[Hugging Face Space]<\/a><\/p>\n\n\n\n

AudioLDM 2: Learning Holistic Audio Generation with Self-supervised Pretraining<\/p>\n\n\n\n

[Paper on ArXiv]<\/a>[Code on GitHub]<\/a>[HuggingFace Demo]<\/a>[Discord Community]<\/a><\/p>\n\n\n\n

AudioLDM 1&2\u4f7f\u7528\u7684\u8bed\u97f3latents\u662f\u4e00\u81f4\u7684\uff0c\u5747\u901a\u8fc7MEL+VAE\u83b7\u5f97\u3002\u65e2\u7136\u662f\u8fde\u7eed\u7684latents\uff0c\u4f7f\u7528\u6269\u6563\u6a21\u578b\u6765\u5efa\u6a21\u4e5f\u5408\u60c5\u5408\u7406\u3002\u89e3\u7801\u8fc7\u7a0b\u4e5f\u76f8\u5f53\u7b80\u5355\uff1aVAE decoder\u83b7\u5f97\u6885\u5c14\u8c31\uff0c\u7136\u540e\u7528\u58f0\u7801\u5668\u8f6c\u6362\u4e3a\u97f3\u9891\u6ce2\u5f62\u3002\u8be5\u7cfb\u5217\u5de5\u4f5c\u7684\u6838\u5fc3\u521b\u65b0\u70b9\u662f\u5229\u7528\u591a\u6a21\u6001\u6a21\u578b\u7edf\u4e00\u4e86\u6269\u6563\u6a21\u578b\u6761\u4ef6\u8f93\u5165\u4fa7\u7684\u4fe1\u606f\uff1aAudioLDM 1\u7528CLAP\u7edf\u4e00\u4e86\u6587\u672c\u6a21\u6001\u548c\u97f3\u9891\u6a21\u6001\uff0c\u7528\u5355\u6a21\u6001\u7684\u97f3\u9891\u6570\u636e\u5c31\u80fd\u5b8c\u6210\u6a21\u578b\u7684\u8bad\u7ec3\uff1bAudioLDM 2\u5219\u5305\u542b\u4e86\u56fe\u50cf\u3001\u6587\u672c\u3001\u8f6c\u5f55\u6587\u672c\u7b49\u66f4\u591a\u6a21\u6001\uff0c\u6a21\u578b\u6cdb\u7528\u6027\u4e5f\u66f4\u5f3a\uff0c\u65e2\u80fd\u505a\u8bed\u97f3\u5408\u6210\uff0c\u4e5f\u80fd\u505a\u97f3\u4e50\u751f\u6210\u3001\u97f3\u9891\u4e8b\u4ef6\u751f\u6210\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

StyleTTS 1&2<\/strong><\/h2>\n\n\n\n

StyleTTS: A Style-Based Generative Model for Natural and Diverse Text-to-Speech Synthesis<\/a><\/p>\n\n\n\n

StyleTTS 2: Towards Human-Level Text-to-Speech through Style Diffusion and Adversarial Training with Large Speech Language Models<\/a><\/p>\n\n\n\n

StyleTTS\u7cfb\u5217\u7684\u6a21\u578b\u4e00\u4f17zero-shot TTS\u6a21\u578b\u663e\u5f97\u6bd4\u8f83\u8001\u6d3e\uff0c\u6574\u4f53\u7ed3\u6784\u57fa\u672c\u4e0a\u6cbf\u88ad\u4e86\u975e\u81ea\u56de\u5f52\u7684FastSpeech 2\uff0c\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\u589e\u52a0\u4e86\u57fa\u4e8e\u53c2\u8003\u97f3\u9891\u62bd\u53d6\u7684\u98ce\u683c\u4fe1\u606f\u3002\u8bf4\u662f\u98ce\u683c\uff0c\u5176\u5b9e\u8ddfmegatts\u7684\u97f3\u8272\u5f88\u50cf\u3002StyleTTS 2\u7684\u5de5\u4f5c\u5219\u5c06\u98ce\u683c\u8fdb\u4e00\u6b65\u62c6\u5206\u6210\u58f0\u5b66\u98ce\u683c\u548c\u97f5\u5f8b\u98ce\u683c\u3002\u8bad\u7ec3\u65f6\u7684\u98ce\u683c\u4fe1\u606f\u7531\u97f3\u9891\u63d0\u4f9b\uff0c\u63a8\u65ad\u65f6\u7684\u98ce\u683c\u4fe1\u606f\u5219\u7531\u6269\u6563\u6a21\u578b\u63d0\u4f9b\u3002StyleTTS 2\u901a\u8fc7\u4e00\u4e2a\u6269\u6563\u6a21\u578b\u6865\u63a5\u4e86\u6587\u672c\u97f5\u5f8b\u548c\u8bed\u97f3\u98ce\u683c\u4e4b\u95f4\u7684\u8054\u7cfb\uff0c\u6446\u8131\u63a8\u65ad\u65f6\u5bf9\u53c2\u8003\u97f3\u9891\u7684\u4f9d\u8d56\u3002\u4e0d\u7528\u53c2\u8003\u97f3\u9891\u5176\u5b9e\u5bf9\u4ea7\u54c1\u7684\u610f\u4e49\u8fd8\u633a\u5927\u7684\uff0c\u8981\u90fd\u7528\u73b0\u5b9e\u4e16\u754c\u4e2d\u771f\u4eba\u5c24\u5176\u662f\u540d\u4eba\u7684\u58f0\u97f3\u4f5c\u4e3a\u53c2\u8003\u97f3\u9891\uff0c\u90a3\u8fd9\u52bf\u5fc5\u4f1a\u5f15\u8d77\u7248\u6743\u7ea0\u7eb7\u3002\u8fd9\u79cd\u7ea0\u7eb7\u5728\u56fd\u5185\u56fd\u5916\u90fd\u6709\u76f8\u5173\u7684\u4e8b\u4ef6\u3002\u6700\u8fd1\u5be1\u59d0\u6295\u8bc9OpenAI\u7684\u4e8b\u4ef6\u5c31\u662f\u4e00\u4f8b\u3002<\/p>\n\n\n\n

\u5728 StyleTTS \u4e2d\uff0c\u6211\u4eec\u63d0\u51fa\u4e86\u201c\u5168\u5c40\u98ce\u683c\u8fc1\u79fb\u201d\uff08GST\uff09\uff0c\u8fd9\u662f\u4e00\u4e2a\u5728Tacotron\uff08\u6700\u5148\u8fdb\u7684\u7aef\u5230\u7aef\u8bed\u97f3\u5408\u6210\u7cfb\u7edf\uff09\u4e2d\u8054\u5408\u8bad\u7ec3\u7684\u5d4c\u5165\u5e93\u3002\u5d4c\u5165\u5728\u6ca1\u6709\u660e\u786e\u6807\u7b7e\u7684\u60c5\u51b5\u4e0b\u8fdb\u884c\u8bad\u7ec3\uff0c\u4f46\u5b66\u4f1a\u4e86\u5bf9\u5927\u8303\u56f4\u7684\u58f0\u5b66\u8868\u73b0\u529b\u8fdb\u884c\u5efa\u6a21\u3002\u5546\u54c1\u53ca\u670d\u52a1\u7a0e\u4f1a\u5e26\u6765\u4e00\u7cfb\u5217\u4e30\u5bcc\u7684\u91cd\u8981\u7ed3\u679c\u3002\u5b83\u4eec\u751f\u6210\u7684\u8f6f\u53ef\u89e3\u91ca\u201c\u6807\u7b7e\u201d\u53ef\u7528\u4e8e\u4ee5\u65b0\u9896\u7684\u65b9\u5f0f\u63a7\u5236\u5408\u6210\uff0c\u4f8b\u5982\u6539\u53d8\u901f\u5ea6\u548c\u8bf4\u8bdd\u98ce\u683c – \u72ec\u7acb\u4e8e\u6587\u672c\u5185\u5bb9\u3002\u5b83\u4eec\u8fd8\u53ef\u7528\u4e8e\u98ce\u683c\u8f6c\u6362\uff0c\u5728\u6574\u4e2a\u957f\u683c\u5f0f\u6587\u672c\u8bed\u6599\u5e93\u4e2d\u590d\u5236\u5355\u4e2a\u97f3\u9891\u526a\u8f91\u7684\u8bf4\u8bdd\u98ce\u683c\u3002\u5f53\u5bf9\u5608\u6742\u7684\u3001\u672a\u6807\u8bb0\u7684\u53d1\u73b0\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u65f6\uff0cGST \u5b66\u4f1a\u5206\u89e3\u566a\u58f0\u548c\u8bf4\u8bdd\u4eba\u8eab\u4efd\uff0c\u4e3a\u9ad8\u5ea6\u53ef\u6269\u5c55\u4f46\u5f3a\u5927\u7684\u8bed\u97f3\u5408\u6210\u63d0\u4f9b\u4e86\u4e00\u6761\u9014\u5f84\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

StyleTTS 2\u7684\u4e0d\u540c\u4e4b\u5904\u5728\u4e8e\uff0c\u901a\u8fc7\u6269\u6563\u6a21\u578b\u5c06\u98ce\u683c\u5efa\u6a21\u4e3a\u6f5c\u5728\u968f\u673a\u53d8\u91cf\uff0c\u4ee5\u751f\u6210\u6700\u9002\u5408\u6587\u672c\u7684\u98ce\u683c\uff0c\u800c\u65e0\u9700\u53c2\u8003\u8bed\u97f3\uff0c\u5b9e\u73b0\u9ad8\u6548\u7684\u6f5c\u5728\u6269\u6563\uff0c\u540c\u65f6\u53d7\u76ca\u4e8e\u6269\u6563\u6a21\u578b\u63d0\u4f9b\u7684\u591a\u6837\u5316\u8bed\u97f3\u5408\u6210\u3002 \u6b64\u5916\u91c7\u7528\u5927\u578b\u9884\u8bad\u7ec3SLM\uff08\u5982WavLM\uff09\u4f5c\u4e3a\u9274\u522b\u5668\uff0c\u5e76\u4f7f\u7528\u65b0\u9896\u7684\u53ef\u5fae\u5206\u6301\u7eed\u65f6\u95f4\u5efa\u6a21\u8fdb\u884c\u7aef\u5230\u7aef\u8bad\u7ec3\uff0c\u4ece\u800c\u63d0\u9ad8\u4e86\u8bed\u97f3\u81ea\u7136\u5ea6\u3002<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n
\"\"<\/figure>\n","protected":false},"excerpt":{"rendered":"

Zero-Shot TTS\u76ee\u524d\u6709\u4e0d\u5c11\u5de5\u4f5c\u7528\u4e86MEL\u8c31\u4f5c\u4e3a\u4e2d\u95f4\u7279\u5f81\uff0c\u7136\u540e\u5728\u6885\u5c14\u8c31\u7684\u57fa\u7840\u4e0a\uff0c\u6216\u662f\u7528VQ\u63d0\u4f9b\u79bb\u6563to … \u7ee7\u7eed\u9605\u8bfb\u57fa\u4e8eMEL\u8c31+VAE\u7684latents\u7684TTS\u76f8\u5173\u5de5\u4f5c<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[40,4,9,38,34],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19328"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=19328"}],"version-history":[{"count":15,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19328\/revisions"}],"predecessor-version":[{"id":21696,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/19328\/revisions\/21696"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=19328"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=19328"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=19328"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}