{"id":263,"date":"2025-06-27T01:47:26","date_gmt":"2025-06-26T17:47:26","guid":{"rendered":"https:\/\/icalkzhangzihao.com\/?p=263"},"modified":"2025-06-30T14:58:18","modified_gmt":"2025-06-30T06:58:18","slug":"text-to-audio-generation-using-instruction-tuned-llm-and-latent-diffusion-model","status":"publish","type":"post","link":"https:\/\/icalkzhangzihao.com\/?p=263","title":{"rendered":"Text-to-Audio Generation using Instruction-Tuned LLM and Latent Diffusion Model"},"content":{"rendered":"\n

Introduction<\/h2>\n\n\n\n

\u6587\u672c\u5230\u56fe\u50cf\u751f\u6210\u7684\u6210\u529f\uff0c\u5f15\u5bfc\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u91c7\u7528\u76f8\u4f3c\u7684\u6280\u672f\u5b9e\u73b0\u6587\u672c\u5230\u97f3\u9891\u751f\u6210\u3002\u8fd9\u79cd\u6a21\u578b\u5728\u5a92\u4f53\u5236\u4f5c\u4e2d\u5177\u6709\u5f3a\u5927\u7684\u6f5c\u5728\u5e94\u7528\u6848\u4f8b\uff0c\u8fd9\u5728\u5c0f\u89c4\u6a21\u9879\u76ee\u4e2d\u5c24\u5176\u6709\u7528\uff0c\u56e0\u4e3a\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4ea7\u751f\u786e\u5207\u7684\u58f0\u97f3\u53ef\u80fd\u662f\u4e0d\u53ef\u884c\u7684\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u8fd9\u4e9b\u6280\u672f\u8fd8\u4e3a\u901a\u7528\u591a\u6a21\u6001\u4eba\u5de5\u667a\u80fd\u94fa\u5e73\u4e86\u9053\u8def\uff0c\u4f7f\u5176\u80fd\u591f\u540c\u65f6\u8bc6\u522b\u548c\u751f\u6210\u591a\u79cd\u6a21\u6001\u3002<\/p>\n\n\n\n

\u73b0\u6709\u7684\u6587\u672c\u751f\u6210\u97f3\u9891\u5de5\u4f5c\u4f7f\u7528 large language model – \u6587\u672c\u7f16\u7801\u5668\uff0c\u4f8b\u5982CLAP\uff08\u57fa\u4e8e\u00a0HTSAT<\/a>\u00a0\u7684\u97f3\u9891\u7f16\u7801\u5668\u548c\u4e00\u4e2a\u57fa\u4e8e\u00a0RoBERTa<\/a>\u00a0\u7684\u6587\u672c\u7f16\u7801\u5668\uff0c\u4f7f\u7528\u5bf9\u79f0\u4ea4\u53c9\u71b5\u635f\u5931\u4f5c\u4e3a\u8bad\u7ec3\u76ee\u6807\uff09\u548cT5 – \u6765\u5bf9\u8981\u751f\u6210\u7684\u97f3\u9891\u7684\u6587\u672c\u63cf\u8ff0\u8fdb\u884c\u7f16\u7801\u3002\u968f\u540e\uff0c\u5229\u7528Transformer\u89e3\u7801\u5668\u6216\u8005\u6269\u6563\u6a21\u578b\u751f\u6210\u97f3\u9891\u5148\u9a8c\uff0c\u7136\u540e\u7531pre-trained VAE\u89e3\u7801\uff0c\u63a5\u7740\u662f\u4e00\u4e2a vocoder \u751f\u6210\u97f3\u9891\u6587\u4ef6\u3002\u540c\u65f6\u4f7f\u7528\u6307\u4ee4\u5fae\u8c03\u7684LLM\u66ff\u6362\u6587\u672c\u7f16\u7801\u5668\u53ef\u4ee5\u63d0\u9ad8\u6587\u672c\u7406\u89e3\u80fd\u529b\u548c\u6574\u4f53\u97f3\u9891\u751f\u6210\u80fd\u529b\u3002\u8fd9\u662f\u56e0\u4e3aLLM\u5177\u6709\u68af\u5ea6\u4e0b\u964d\u6a21\u62df\u7279\u6027\u30101\u3011<\/sup>\u3002\u5148\u524d\u7684\u65b9\u6cd5\u4e3a\u4e86\u589e\u52a0\u8bad\u7ec3\u6570\u636e\uff0c\u91c7\u7528\u968f\u673a\u751f\u6210\u7684\u97f3\u9891\u5bf9\u8fdb\u884c\u7ec4\u5408\uff0c\u4ee5\u53ca\u5c06\u6587\u672c\u63cf\u8ff0\u62fc\u63a5\u8d77\u6765\u3002\u4f46\u662f\u8fd9\u79cd\u7b56\u7565\u4e0d\u8003\u8651<\/p>\n\n\n\n

\u4e3a\u4e86\u589e\u52a0\u8bad\u7ec3\u6837\u672c\uff0c\u73b0\u6709\u65b9\u6cd5\u91c7\u7528\u968f\u673a\u751f\u6210\u7684\u97f3\u9891\u5bf9\u7ec4\u5408\uff0c\u4ee5\u53ca\u5b83\u4eec\u7684\u63cf\u8ff0\u7684\u8fde\u63a5\u3002\u8fd9\u79cd\u6df7\u5408\u4e0d\u8003\u8651\u6e90\u97f3\u9891\u7684\u6574\u4f53\u538b\u529b\u6c34\u5e73\uff0c\u53ef\u80fd\u5bfc\u81f4\u8f83\u54cd\u4eae\u7684\u97f3\u9891\u538b\u5012\u8f83\u5b89\u9759\u7684\u97f3\u9891\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u91c7\u7528\u4e86Tokozume\u7b49\u4eba[39]\u5efa\u8bae\u7684\u538b\u529b\u6c34\u5e73\u6df7\u5408\u65b9\u6cd5\u3002<\/p>\n\n\n\n

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