{"id":19108,"date":"2024-09-19T14:38:56","date_gmt":"2024-09-19T06:38:56","guid":{"rendered":"http:\/\/139.9.1.231\/?p=19108"},"modified":"2024-12-23T19:29:47","modified_gmt":"2024-12-23T11:29:47","slug":"seed-music-generating-high-quality-music-in-a-controlled-way","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/09\/19\/seed-music-generating-high-quality-music-in-a-controlled-way\/","title":{"rendered":"Seed-Music: \u5b57\u8282\u9ad8\u8d28\u91cf\u97f3\u4e50\u751f\u6210\u6a21\u578b"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><strong>\u5b57\u8282\u97f3\u4e50\u5927\u6a21\u578bSeed-Music\u53d1\u5e03\uff0c\u652f\u6301\u4e00\u952e\u751f\u6210\u9ad8\u8d28\u91cf\u6b4c\u66f2\u3001\u7247\u6bb5\u7f16\u8f91\u7b49<\/strong><\/p>\n\n\n\n<ul><li>\u8bba\u6587\uff1a\u300aSeed-Music: Generating High-Quality Music in a Controlled Way\u300b<\/li><li>\u6280\u672f\u62a5\u544a\u5730\u5740\uff1a<a href=\"https:\/\/arxiv.org\/pdf\/2409.09214\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/arxiv.org\/pdf\/2409.09214<\/a><\/li><li>Seed-Music \u5b98\u7f51\uff1a<a href=\"https:\/\/team.doubao.com\/seed-music\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/team.doubao.com\/seed-music<\/a><\/li><\/ul>\n\n\n\n\n\n<figure class=\"wp-block-video\"><video controls src=\"https:\/\/lf3-static.bytednsdoc.com\/obj\/eden-cn\/zeeh7lpqbps\/Seed-Music%E8%A7%86%E9%A2%910914.mp4\"><\/video><\/figure>\n\n\n\n<h2>\u5173\u952e\u5185\u5bb9<\/h2>\n\n\n\n<p><strong>\u5173\u952e\u6280\u672f\u8d21\u732e\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<ul><li>\u63d0\u51fa\u4e86\u4e00\u79cd<strong>\u57fa\u4e8e\u65b0\u578b token \u548c\u8bed\u8a00\u6a21\u578b\uff08LM\uff09\u7684\u65b9\u6cd5<\/strong>\uff0c\u5e76\u5f15\u5165\u4e86\u4e00\u79cd\u80fd\u591f\u6839\u636e\u4e0d\u540c\u7c7b\u578b\u7528\u6237\u8f93\u5165\u751f\u6210\u4e13\u4e1a\u751f\u6210\u5185\u5bb9\uff08PGC\uff09\u8d28\u91cf\u97f3\u4e50\u7684\u8bad\u7ec3\u65b9\u6cd5\u3002<\/li><li>\u63d0\u51fa\u4e86<strong>\u4e00\u79cd\u5168\u65b0\u7684\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u65b9\u6cd5\uff0c\u7279\u522b\u9002\u5408\u97f3\u4e50\u7f16\u8f91<\/strong>\u3002<\/li><li>\u5f15\u5165\u4e86\u4e00<strong>\u79cd\u5728\u6b4c\u5531\u58f0\u97f3\u80cc\u666f\u4e0b\u7684\u96f6\u6837\u672c\u58f0\u97f3\u8f6c\u6362\u7684\u65b0\u9896\u65b9\u6cd5\u3002\u7cfb\u7edf\u53ef\u4ee5\u6839\u636e\u7528\u6237\u77ed\u81f3 10 \u79d2\u7684\u53c2\u8003\u6b4c\u5531\u6216\u751a\u81f3\u666e\u901a\u8bed\u97f3\u7684\u97f3\u8272\u751f\u6210\u5b8c\u6574\u7684\u58f0\u4e50\u6df7\u97f3\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u636e\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u5b98\u7f51\u4ecb\u7ecd\uff0cSeed-Music \u662f\u4e00\u4e2a\u5177\u6709\u7075\u6d3b\u63a7\u5236\u80fd\u529b\u7684\u97f3\u4e50\u751f\u6210\u7cfb\u7edf\uff0c\u5305\u542b <strong>Lyrics2Song\uff08\u6b4c\u8bcd\u8f6c\u6b4c\u66f2\uff09\u3001Lyrics2Leadsheet2Song\uff08\u6b4c\u8bcd\u8f6c\u7b80\u8c31\u518d\u8f6c\u6b4c\u66f2\uff09\u3001Music Editing\uff08\u97f3\u4e50\u7f16\u8f91\uff09\u3001Singing Voice Conversion \uff08\u6b4c\u58f0\u8f6c\u6362\uff09\u56db\u5927\u6838\u5fc3\u529f\u80fd<\/strong>\uff0c\u5177\u4f53\u6db5\u76d6\u5341\u79cd\u521b\u4f5c\u4efb\u52a1\u3002<\/p>\n\n\n\n<p>\u76ee\u524d\uff0c\u4e1a\u754c\u5728 AI \u97f3\u4e50\u9886\u57df\u7684\u7814\u7a76\u4e3b\u8981\u96c6\u4e2d\u5728\u4ee5\u4e0b\u51e0\u4e2a\u6838\u5fc3\u95ee\u9898\uff1a<\/p>\n\n\n\n<ul><li><strong>\u97f3\u4e50\u4fe1\u53f7\u7684\u590d\u6742\u6027<\/strong>\uff1a\u97f3\u4e50\u4fe1\u53f7\u5305\u542b\u591a\u4e2a\u91cd\u53e0\u97f3\u8f68\u3001\u4e30\u5bcc\u7684\u97f3\u8c03\u548c\u97f3\u8272\u4ee5\u53ca\u5e7f\u6cdb\u7684\u9891\u7387\u5e26\u5bbd\uff0c\u4e0d\u4ec5\u8981\u4fdd\u6301\u77ed\u671f\u65cb\u5f8b\u7684\u8fde\u8d2f\u6027\uff0c\u8fd8\u8981\u5728\u957f\u671f\u7ed3\u6784\u4e0a\u5c55\u73b0\u51fa\u4e00\u81f4\u6027\u3002<\/li><li><strong>\u8bc4\u4f30\u6807\u51c6\u7684\u7f3a\u4e4f<\/strong>\uff1a\u97f3\u4e50\u4f5c\u4e3a\u4e00\u79cd\u5f00\u653e\u3001\u4e3b\u89c2\u7684\u827a\u672f\u5f62\u5f0f\uff0c\u7f3a\u4e4f\u4e00\u5957\u901a\u7528\u7684\u95ee\u9898\u8868\u8ff0\u548c\u7528\u4e8e\u6bd4\u8f83\u7684\u9ec4\u91d1\u6307\u6807\uff0c\u8bc4\u4f30\u5c40\u9650\u6027\u5927\u3002<\/li><li><strong>\u7528\u6237\u9700\u6c42\u7684\u591a\u6837\u6027<\/strong>\uff1a\u4e0d\u540c\u7684\u7528\u6237\u7fa4\u4f53\uff0c\u5982\u97f3\u4e50\u5c0f\u767d\u3001\u97f3\u4e50\u521d\u5b66\u8005\u3001\u8d44\u6df1\u97f3\u4e50\u4eba\u7b49\uff0c\u5bf9\u97f3\u4e50\u521b\u4f5c\u7684\u9700\u6c42\u5dee\u5f02\u5f88\u5927\u3002<\/li><\/ul>\n\n\n\n<p>\u65e0\u8bba\u662f\u4f20\u7edf\u7684\u97f3\u4e50\u8f85\u52a9\u521b\u4f5c\u5de5\u5177\uff0c\u8fd8\u662f\u5f53\u4e0b\u70ed\u95e8\u7684 AI \u97f3\u4e50\u751f\u6210\u7684\u7814\u7a76\u548c\u4ea7\u54c1\uff0c\u9762\u5411\u4e0a\u8ff0\u95ee\u9898\uff0c\u5747\u8fd8\u5904\u4e8e\u6478\u7d22\u9636\u6bb5\u3002<br>\u6bd4\u5982\u9488\u5bf9\u97f3\u4e50\u4fe1\u53f7\u590d\u6742\u6027\uff0cGoogle\u3001Meta\u3001Stability AI \u7b49\u5404\u5bb6\u5728\u97f3\u9891\u3001\u6f14\u594f\u3001\u66f2\u8c31\u5c42\u9762\u4e0a\u505a\u4e86\u5efa\u6a21\u5c1d\u8bd5\uff0c\u6548\u679c\u5404\u6709\u4f18\u7f3a\uff0c\u800c\u4e14\u5404\u5bb6\u7684\u8bc4\u4f30\u65b9\u6cd5\u5747\u6709\u5c40\u9650\uff0c\u4eba\u5de5\u8bc4\u6d4b\u4ecd\u5fc5\u4e0d\u53ef\u5c11\u3002<br>\u9762\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u5b57\u8282 Seed-Music \u91c7\u7528\u4e86\u521b\u65b0\u7684\u7edf\u4e00\u6846\u67b6\uff0c\u5c06\u8bed\u8a00\u6a21\u578b\u548c\u6269\u6563\u6a21\u578b\u7684\u4f18\u52bf\u76f8\u7ed3\u5408\uff0c\u5e76\u878d\u5165\u7b26\u53f7\u97f3\u4e50\u7684\u5904\u7406\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" width=\"835\" height=\"433\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-106.png\" alt=\"\" class=\"wp-image-19478\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-106.png 835w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-106-300x156.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-106-768x398.png 768w\" sizes=\"(max-width: 835px) 100vw, 835px\" \/><\/figure>\n\n\n\n<p>\u5982\u4e0a\u56fe\u6240\u793a\uff0c\u4ece\u9ad8\u5c42\u6b21\u6765\u770b Seed-Music \u6709\u7740\u7edf\u4e00\u7684\u97f3\u4e50\u751f\u6210\u6846\u67b6\uff0c\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\uff1a\u4e00\u4e2a<strong>\u8868\u5f81\u6a21\u578b<\/strong>\uff0c\u7528\u4e8e\u5c06\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u538b\u7f29\u6210\u67d0\u79cd\u538b\u7f29\u8868\u5f81\u5f62\u5f0f\uff1b\u4e00\u4e2a<strong>\u751f\u6210\u5668<\/strong>\uff0c\u7ecf\u8fc7\u8bad\u7ec3\u53ef\u4ee5\u63a5\u53d7\u5404\u79cd\u7528\u6237\u63a7\u5236\u8f93\u5165\uff0c<strong>\u5e76\u76f8\u5e94\u5730\u751f\u6210\u4e2d\u95f4\u8868\u5f81<\/strong>\uff1b\u4e00\u4e2a<strong>\u6e32\u67d3\u5668<\/strong>\uff0c\u80fd\u591f\u4ece<strong>\u751f\u6210\u5668\u8f93\u51fa\u7684\u4e2d\u95f4\u8868\u5f81\u4e2d\uff0c\u5408\u6210\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\u6ce2\u5f62<\/strong>\u3002<br><strong>\u57fa\u4e8e\u7edf\u4e00\u6846\u67b6\uff0cSeed-Music \u5efa\u7acb\u4e86\u4e09\u79cd\u9002\u7528\u4e8e\u4e0d\u540c\u573a\u666f\u7684\u4e2d\u95f4\u8868\u5f81\uff1a\u97f3\u9891 token\u3001\u7b26\u53f7\u97f3\u4e50 token \u548c\u58f0\u7801\u5668 latent\u3002<\/strong><\/p>\n\n\n\n<ul><li><strong>\u97f3\u9891 token<\/strong>\uff1a\u901a\u5e38\u4ee5\u4f4e\u4e8e\u97f3\u9891\u91c7\u6837\u7387\u7684\u6807\u8bb0\u7387\u5b66\u4e60\uff0c\u65e8\u5728\u6709\u6548\u7f16\u7801\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\uff0c\u80fd\u8f7b\u677e\u6865\u63a5\u4e0d\u540c\u6a21\u6001\uff0c\u4f46\u4e0d\u540c\u97f3\u4e50\u4fe1\u606f\u9ad8\u5ea6\u7ea0\u7f20\uff0c\u7ed9\u751f\u6210\u5668\u5e26\u6765\u6311\u6218\u3002\u5bf9\u5e94\u56fe\u4e8cAudio Tokenizer\u7684\u8f93\u51fa\u3002<\/li><li><strong>\u7b26\u53f7\u97f3\u4e50 token<\/strong>\uff1a\u5982<strong> MIDI\u3001ABC \u8bb0\u53f7\u6216\u94a2\u7434\u5377\u5e18\u8bb0\u53f7\u7b49<\/strong>\uff0c\u672c\u8d28\u4e0a\u79bb\u6563\uff0c\u53ef\u88ab\u5927\u578b\u8bed\u8a00\u6a21\u578b\u64cd\u4f5c\uff0c\u5177\u6709\u53ef\u89e3\u91ca\u6027\uff0c\u4fbf\u4e8e\u7528\u6237\u5728\u8f85\u52a9\u97f3\u4e50\u521b\u4f5c\u4e2d\u4ea4\u4e92\uff0c\u4f46\u7f3a\u4e4f\u58f0\u5b66\u4fe1\u606f\uff0c\u4f9d\u8d56\u6e32\u67d3\u5668\u751f\u6210\u58f0\u5b66\u7ec6\u8282\u3002\u5bf9\u5e94\u56fe\u4e8c\u7684MIDI\u7f16\u7801\u5668\u8f93\u51fa\u3002<\/li><li><strong>\u58f0\u7801\u5668 latent<\/strong>\uff1a<strong>\u5728\u63a2\u7d22\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u97f3\u4e50\u97f3\u9891\u751f\u6210\u4e2d<\/strong>\uff0c<strong>\u53ef\u4f5c\u4e3a\u4e2d\u95f4\u8868\u5f81<\/strong>\uff0c\u4e0e\u91cf\u5316\u97f3\u9891\u6807\u8bb0\u76f8\u6bd4\uff0c\u4fe1\u606f\u635f\u5931\u5c11\u3001\u6e32\u67d3\u5668\u6743\u91cd\u66f4\u8f7b\uff0c\u4f46\u751f\u6210\u5668\u8f93\u51fa\u4e0d\u53ef\u89e3\u91ca\uff0c\u4e14\u7531\u4e8e\u4ec5\u7528\u6ce2\u5f62\u91cd\u5efa\u76ee\u6807\u8bad\u7ec3\uff0c\u53ef\u80fd\u4e0d\u591f\u6709\u6548\u4f5c\u4e3a\u8bad\u7ec3\u751f\u6210\u5668\u7684\u9884\u6d4b\u76ee\u6807\u3002\u5bf9\u5e94\u56fe\u4e8c\u6269\u6563\u6a21\u578b\u7684\u8f93\u51fa\u90e8\u5206\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"334\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-107-1024x334.png\" alt=\"\" class=\"wp-image-19479\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-107-1024x334.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-107-300x98.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-107-768x250.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-107.png 1261w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><strong>\u6a21\u578b\u67b6\u6784\u8ddfSeed-TTS\u7c7b\u4f3c<\/strong><\/figcaption><\/figure>\n\n\n\n<p><strong>\u6ee1\u8db3\u591a\u5143\u9700\u6c42\u4e13\u95e8\u63d0\u4f9b\u9ad8\u7075\u6d3b\u7f16\u8f91<\/strong>\uff1a<\/p>\n\n\n\n<p>Seed-Music \u521b\u65b0\u70b9\u4e4b\u4e00\uff0c\u5728\u4e8e<strong>\u80fd\u901a\u8fc7 lead sheet\uff08\u9886\u8c31\uff09\u6765\u7f16\u8f91\u97f3\u4e50\uff0c<\/strong>\u8fd9\u589e\u52a0\u4e86\u97f3\u4e50\u521b\u4f5c\u53ef\u89e3\u91ca\u6027\u3002<br>\u5728\u5b98\u65b9\u89c6\u9891\u7684 Lead2Song \u90e8\u5206\uff0c\u53ef\u4ee5\u770b\u5230\u540c\u4e00\u7248\u6b4c\u8bcd\uff0c\u901a\u8fc7\u9886\u8c31\u589e\u51cf\u97f3\u8f68\u3001\u6539\u53d8\u8f93\u5165\u98ce\u683c\u540e\uff0c\u5c31\u80fd\u5f97\u5230\u4e0d\u540c\u7ed3\u679c\u7684\u6b4c\u66f2\uff0c\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u7684\u5b9e\u7528\u6027\u3002<br>\u9664\u9886\u8c31\u5916\uff0cSeed-Music \u4e5f\u80fd<strong>\u76f4\u63a5\u8c03\u6574\u6b4c\u8bcd\u6216\u65cb\u5f8b<\/strong>\u3002\u6bd4\u5982\uff0c\u201c\u60c5\u4eba\u8282\u7684\u73ab\u7470\u82b1\uff0c\u4f60\u9001\u7ed9\u4e86\u8c01 \/ \u4f60\u9001\u7ed9\u522b\u4eba\u201d\uff0c\u6b4c\u8bcd\u4fee\u6539\u524d\u540e\uff0c\u65cb\u5f8b\u4fdd\u6301\u4e0d\u53d8\uff0c\u97f3\u4e50\u7684\u8fde\u8d2f\u6027\u5f97\u4ee5\u4fdd\u6301\uff0c\u8fc7\u6e21\u6548\u679c\u975e\u5e38\u5e73\u6ed1\u3002<\/p>\n\n\n\n<p>\u8f93\u5165\u5185\u5bb9\u9664\u4e86\u6587\u672c\uff0c\u4e5f\u53ef\u4ee5\u662f\u97f3\u9891\uff0c<strong>\u5b83\u80fd\u57fa\u4e8e\u539f\u66f2\u8f93\u51fa\u7eed\u4f5c\u6216\u4eff\u4f5c<\/strong>\u3002\u4e0b\u9762\u8fd9\u9996\u82f1\u6587\u6b4c\u66f2\u201c\u6447\u8eab\u4e00\u53d8\u201d\uff0c\u4eff\u5199\u6210\u4e86\u4e2d\u6587\u53e4\u98ce\u6b4c\u3002<\/p>\n\n\n\n<p>\u54ea\u6015\u8f93\u5165\u4e34\u65f6\u5f55\u5236\u7684 10 \u79d2\u4eba\u58f0\uff0c Seed-Music \u7684\u96f6\u6837\u672c\u97f3\u9891\u8f6c\u6362\u6280\u672f\u90fd\u80fd\u591f\u5c06\u5176\u8f6c\u5316\u4e3a\u6d41\u7545\u7684\u58f0\u4e50\u3002\u60ca\u559c\u7684\u662f\uff0cSeed-Music \u80fd\u5c06\u4e2d\u6587\u4eba\u58f0\u8f93\u5165\u8f6c\u6362\u4e3a\u82f1\u6587\u58f0\u4e50\u8f93\u51fa\uff0c\u5b9e\u73b0\u4e86<strong>\u8de8\u8bed\u79cd\u4eba\u58f0\u514b\u9686<\/strong>\uff0c\u6269\u5927\u4e86\u97f3\u4e50\u5c0f\u767d\u4eec\u7684\u521b\u4f5c\u7a7a\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"424\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108-1024x424.png\" alt=\"\" class=\"wp-image-19480\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108-1024x424.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108-300x124.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108-768x318.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108-1536x637.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/09\/image-108.png 1660w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption><em>Seed-Music pipeline<\/em>\uff1a\u6a21\u578b\u67b6\u6784<\/figcaption><\/figure>\n\n\n\n<p>\u5982\u56fe\u6240\u793a\uff0c\u4e2d\u95f4\u8868\u5f81\u5bf9\u6574\u4e2a\u7cfb\u7edf\u6765\u8bf4\u5f88\u91cd\u8981\uff0c\u6bcf\u79cd\u8868\u5f81\u90fd\u6709\u5176\u7279\u70b9\u548c\u9002\u7528\u573a\u666f\uff0c\u5177\u4f53\u9009\u62e9\u53d6\u51b3\u4e8e\u7528\u6237\u7684\u97f3\u4e50\u521b\u4f5c\u4efb\u52a1\u3002<\/p>\n\n\n\n<ul><li><strong>\u57fa\u4e8e\u97f3\u9891 token \u7684\u94fe\u8def<\/strong>\uff1a\u5305\u62ec tokenizer\u3001\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u3001token \u6269\u6563\u6a21\u578b\u548c\u58f0\u7801\u5668\uff0c\u97f3\u9891 token \u6709\u6548\u5730\u5b58\u50a8\u4e86\u539f\u59cb\u4fe1\u53f7\u7684\u663e\u8457\u97f3\u4e50\u4fe1\u606f\uff0c\u8bed\u8a00\u6a21\u578b\u6839\u636e\u7528\u6237\u63a7\u5236\u8f93\u5165\u751f\u6210\u97f3\u9891 token\uff0c<strong>token \u6269\u6563\u6a21\u578b\u5904\u7406\u97f3\u9891 token \u4ee5\u751f\u6210\u5177\u6709\u589e\u5f3a\u58f0\u5b66\u7ec6\u8282\u7684\u97f3\u9891\u6ce2\u5f62<\/strong>\u3002<\/li><li><strong>\u57fa\u4e8e\u7b26\u53f7\u97f3\u4e50 token \u7684\u94fe\u8def<\/strong>\uff1a\u91c7\u7528\u7b26\u53f7\u97f3\u4e50 token \u4f5c\u4e3a\u4e2d\u95f4\u8868\u5f81\uff0c\u4e0e\u97f3\u9891 token \u57fa\u4e8e\u7684\u7ba1\u9053\u7c7b\u4f3c\uff0c\u4f46\u6709\u4e00\u4e9b\u533a\u522b\uff0c\u5982 lead sheet tokenizer \u5c06\u4fe1\u606f\u7f16\u7801\u4e3a token\uff0c\u8bed\u8a00\u6a21\u578b\u5b66\u4e60\u9884\u6d4b lead sheet token \u5e8f\u5217\uff0clead sheet token \u662f\u53ef\u89e3\u91ca\u7684\uff0c\u5e76\u4e14\u5141\u8bb8\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u4e2d\u6ce8\u5165\u4eba\u7c7b\u77e5\u8bc6\uff0c\u4f46\u6269\u6563\u6a21\u578b\u4ece lead sheet token \u9884\u6d4b\u58f0\u7801\u5668 latent \u66f4\u5177\u6311\u6218\u6027\uff0c\u9700\u8981\u66f4\u5927\u7684\u6a21\u578b\u89c4\u6a21\u3002<\/li><li><strong>\u57fa\u4e8e\u58f0\u7801\u5668 latent \u7684\u94fe\u8def<\/strong>\uff1a\u9075\u5faa\u901a\u8fc7 <strong>latent \u6269\u6563\u5efa\u6a21\u4ece\u6587\u672c\u76f4\u63a5\u751f\u6210\u97f3\u4e50\u5230\u58f0\u5b66\u58f0\u7801\u5668 latent \u8868\u5f81\u7684\u5de5\u4f5c<\/strong>\uff0c\u901a\u8fc7<strong>\u53d8\u5206\u81ea\u7f16\u7801\u5668\u548c\u6269\u6563\u6a21\u578b\u5c06\u6761\u4ef6\u4fe1\u53f7\u6620\u5c04\u5230\u5f52\u4e00\u5316\u548c\u8fde\u7eed\u7684\u58f0\u7801\u5668 latent \u7a7a\u95f4\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u5728\u4e0a\u8ff0\u94fe\u8def\u4e2d\uff0cSeed-Music \u7ecf\u5386\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff1a<strong>\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u540e\u8bad\u7ec3<\/strong>\u3002\u9884\u8bad\u7ec3\u65e8\u5728\u4e3a\u97f3\u4e50\u97f3\u9891\u5efa\u6a21\u5efa\u7acb\u5f3a\u5927\u7684\u57fa\u7840\u6a21\u578b\uff1b<strong>\u5fae\u8c03\u5305\u62ec\u57fa\u4e8e\u9ad8\u8d28\u91cf\u97f3\u4e50\u6570\u636e\u96c6\u7684\u6570\u636e\u5fae\u8c03\uff0c\u4ee5\u589e\u5f3a\u97f3\u4e50\u6027\uff0c\u6216\u8005\u9488\u5bf9\u7279\u5b9a\u521b\u4f5c\u4efb\u52a1\u63d0\u9ad8\u53ef\u63a7\u6027\u3001\u53ef\u89e3\u91ca\u6027\u548c\u4ea4\u4e92\u6027\u7684\u6307\u4ee4\u5fae\u8c03<\/strong>\uff1b<strong>\u540e\u8bad\u7ec3\u662f\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u8fdb\u884c\u7684\uff0c\u4ece\u6574\u4f53\u4e0a\u63d0\u9ad8\u4e86\u6a21\u578b\u7684\u7a33\u5b9a\u6027\u3002<\/strong><br>\u6b64\u5916\uff0c\u5728\u63a8\u7406\u65f6\uff0c\u6837\u672c\u89e3\u7801\u65b9\u6848\u5bf9\u4e8e\u4ece\u8bad\u7ec3\u6a21\u578b\u4e2d\u8bf1\u5bfc\u51fa\u6700\u4f73\u7ed3\u679c\u81f3\u5173\u91cd\u8981\u3002\u7814\u7a76\u8005\u4eec\u540c\u65f6\u4f1a\u5e94\u7528\u6a21\u578b\u84b8\u998f\u548c\u6d41\u5f0f\u89e3\u7801\u65b9\u6848\u6765\u63d0\u9ad8\u7cfb\u7edf\u7684\u5ef6\u8fdf\u3002<\/p>\n\n\n\n<h2>\u8bba\u6587\uff1a<span style=\"font-size: revert;\">\u300aSeed-Music: Generating High-Quality Music in a Controlled Way\u300b<\/span> <\/h2>\n\n\n\n<h3>\u6458\u8981\uff1a<\/h3>\n\n\n\n<p>\u6211\u4eec\u63a8\u51fa Seed-Music\uff0c\u8fd9\u662f\u4e00\u5957\u97f3\u4e50\u751f\u6210\u548c\u7f16\u8f91\u7cfb\u7edf\uff0c\u65e8\u5728\u901a\u8fc7\u7ec6\u7c92\u5ea6\u7684\u98ce\u683c\u63a7\u5236\u6765\u5236\u4f5c\u9ad8\u8d28\u91cf\u7684\u97f3\u4e50\u3002\u6211\u4eec\u7684\u7edf\u4e00\u6846\u67b6\u5229\u7528\u81ea\u56de\u5f52\u8bed\u8a00\u5efa\u6a21\u548c\u6269\u6563\u65b9\u6cd5\u6765\u652f\u6301\u4e24\u4e2a\u5173\u952e\u7684\u97f3\u4e50\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b\uff1a\u53d7\u63a7\u97f3\u4e50\u751f\u6210\u548c\u540e\u671f\u5236\u4f5c\u7f16\u8f91\u3002\u4e3a\u4e86\u63a7\u5236\u97f3\u4e50\u751f\u6210\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u53ef\u4ee5\u901a\u8fc7\u591a\u6a21\u5f0f\u8f93\u5165\u7684\u6027\u80fd\u63a7\u5236\u6765\u751f\u6210\u58f0\u4e50\uff0c\u5305\u62ec\u6b4c\u8bcd\u3001\u98ce\u683c\u63cf\u8ff0\u3001\u97f3\u9891\u53c2\u8003\u3001\u4e50\u8c31\u548c\u8bed\u97f3\u63d0\u793a\u3002\u5bf9\u4e8e\u540e\u671f\u5236\u4f5c\u7f16\u8f91\uff0c\u5b83\u63d0\u4f9b\u4e86\u4ea4\u4e92\u5f0f\u5de5\u5177\uff0c\u53ef\u76f4\u63a5\u5728\u73b0\u6709\u97f3\u4e50\u97f3\u8f68\u4e2d\u7f16\u8f91\u6b4c\u8bcd\u3001\u65cb\u5f8b\u548c\u97f3\u8272\u3002\u6211\u4eec\u9f13\u52b1\u8bfb\u8005\u63a2\u7d22 <a href=\"https:\/\/team.doubao.com\/seed-music\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/team.doubao.com\/seed-music<\/a> \u4e0a\u7684\u6f14\u793a\u97f3\u9891\u793a\u4f8b\u3002<\/p>\n\n\n\n<p><strong>\u8d21\u732e<\/strong>\u3002\u9274\u4e8e\u8fd9\u4e9b\u6311\u6218\uff0c\u6211\u4eec\u5f3a\u8c03Seed-Music\u7684\u591a\u529f\u80fd\u6027\u3002\u5b83\u652f\u6301<strong>\u58f0\u4e50\u548c\u5668\u4e50\u97f3\u4e50\u751f\u6210\u3001\u6b4c\u5531\u58f0\u5408\u6210\u3001\u6b4c\u5531\u58f0\u8f6c\u6362\u3001\u97f3\u4e50\u7f16\u8f91<\/strong>\u7b49\u3002\u6211\u4eec\u7684\u65b9\u6cd5\u3001\u5b9e\u9a8c\u548c\u89e3\u51b3\u65b9\u6848\u65e8\u5728\u6ee1\u8db3\u591a\u6837\u5316\u7684\u4f7f\u7528\u6848\u4f8b\u3002\u6211\u4eec\u63d0\u51fa\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\uff0c\u9002\u5e94\u97f3\u4e50\u5bb6\u7684\u4e0d\u65ad\u53d1\u5c55\u5de5\u4f5c\u6d41\u7a0b\uff0c\u800c\u4e0d\u662f\u4f9d\u8d56\u4e8e\u5355\u4e00\u7684\u5efa\u6a21\u65b9\u6cd5\uff0c\u5982\u81ea\u56de\u5f52\uff08AR\uff09\u6216\u6269\u6563\u3002\u6211\u4eec\u7684\u5173\u952e\u8d21\u732e\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul><li><strong>\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u4e2a\u7edf\u4e00\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u7ed3\u5408\u4e86\u81ea\u56de\u5f52\u8bed\u8a00\u5efa\u6a21\u548c\u6269\u6563\u65b9\u6cd5\uff0c\u4ee5\u5b9e\u73b0\u57fa\u4e8e\u591a\u79cd\u591a\u6a21\u6001\u8f93\u5165\u7684\u9ad8\u8d28\u91cf\u58f0\u4e50\u751f\u6210<\/strong>\u3002<\/li><li><strong>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u57fa\u4e8e\u6269\u6563\u7684\u65b9\u6cd5\uff0c\u80fd\u591f\u5bf9\u97f3\u4e50\u97f3\u9891\u8fdb\u884c\u7ec6\u7c92\u5ea6\u7f16\u8f91\u3002<\/strong><\/li><li><strong>\u6211\u4eec\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u96f6\u6837\u672c\u6b4c\u5531\u58f0\u8f6c\u6362\u65b9\u6cd5\uff0c\u4ec5\u9700\u7528\u6237\u63d0\u4f9b10\u79d2\u7684\u6b4c\u5531\u6216\u8bed\u97f3\u5f55\u97f3\u3002<\/strong><\/li><\/ul>\n\n\n\n<p>\u7b2c\u4e09\u90e8\u5206\u4ecb\u7ecd\u6846\u67b6\uff0c\u8be5\u6846\u67b6\u5efa\u7acb\u5728\u4e09\u79cd\u57fa\u672c\u8868\u793a\u4e0a\uff1a<strong>\u97f3\u9891\u6807\u8bb0\u3001\u7b26\u53f7\u6807\u8bb0\u548c\u58f0\u7801\u5668\u6f5c\u53d8\u91cf<\/strong>\u3002\u5c06\u8be6\u7ec6\u8bf4\u660e\u76f8\u5e94\u7684\u6d41\u7a0b\u548c\u8bbe\u8ba1\u9009\u62e9\u3002\u5728\u7b2c\u56db\u90e8\u5206\uff0c\u6211\u4eec\u6df1\u5165\u63a2\u8ba8\u4e86\u6211\u4eec\u7684\u7edf\u4e00\u6846\u67b6\u5982\u4f55\u914d\u7f6e\u548c\u8bad\u7ec3\u4ee5\u652f\u6301\u5404\u79cd\u97f3\u4e50\u751f\u6210\u548c\u7f16\u8f91\u4efb\u52a1\u3002\u5728\u7b2c\u4e94\u90e8\u5206\u548c\u7b2c\u516d\u90e8\u5206\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86Seed-Music\u7684\u6f5c\u5728\u5e94\u7528\u548c\u5c40\u9650\u6027\uff0c\u5305\u62ec\u6784\u5efa\u5b89\u5168\u548c\u9053\u5fb7\u751f\u6210AI\u7cfb\u7edf\u7684\u76f8\u5173\u95ee\u9898\u3002<\/p>\n\n\n\n<h3>Method<\/h3>\n\n\n\n<p>\u6211\u4eec\u7684\u97f3\u4e50\u751f\u6210\u7cfb\u7edf\u7531\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u7ec4\u6210\uff0c\u5982&nbsp;Figure&nbsp;1&nbsp;\u6240\u793a\uff1a\u4e00\u4e2a&nbsp;<strong>\u8868\u793a\u5b66\u4e60\u6a21\u5757<\/strong>\uff0c\u5b83\u5c06\u539f\u59cb\u97f3\u9891\u6ce2\u5f62\u538b\u7f29\u4e3a\u4e2d\u95f4\u8868\u793a\uff0c<strong>\u4f5c\u4e3a\u8bad\u7ec3\u540e\u7eed\u7ec4\u4ef6\u7684\u57fa\u7840<\/strong>\uff1b\u4e00\u4e2a&nbsp;<strong>\u751f\u6210\u5668<\/strong>\uff0c\u5b83<strong>\u5904\u7406\u5404\u79cd\u7528\u6237\u63a7\u5236\u8f93\u5165\u5e76\u751f\u6210\u76f8\u5e94\u7684\u4e2d\u95f4\u8868\u793a<\/strong>\uff1b\u4ee5\u53ca\u4e00\u4e2a&nbsp;<strong>\u6e32\u67d3\u5668<\/strong>\uff0c\u5b83\u6839\u636e\u751f\u6210\u5668\u4e2d\u7684\u4e2d\u95f4\u8868\u793a\u5408\u6210\u9ad8\u8d28\u91cf\u7684\u97f3\u9891\u6ce2\u5f62\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-53.png\" alt=\"\" class=\"wp-image-20852\" width=\"461\" height=\"299\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-53.png 615w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-53-300x195.png 300w\" sizes=\"(max-width: 461px) 100vw, 461px\" \/><\/figure><\/div>\n\n\n\n<p>\u4e3b\u8981\u8bbe\u8ba1\u9009\u62e9\u662f\u4e2d\u95f4\u8868\u793a\u3002\u5982\u7b2c2\u8282\u6240\u8ff0\uff0c\u6211\u4eec\u786e\u5b9a\u4e86\u4e09\u79cd\u5b9e\u7528\u7684\u9009\u9879\uff1a\u97f3\u9891\u6807\u8bb0\u3001\u7b26\u53f7\u97f3\u4e50\u6807\u8bb0\u548c\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u3002\u6bcf\u79cd\u9009\u9879\u7684\u4f18\u7f3a\u70b9\u603b\u7ed3\u5728\u88681\u4e2d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"166\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-54-1024x166.png\" alt=\"\" class=\"wp-image-20857\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-54-1024x166.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-54-300x49.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-54-768x124.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-54.png 1249w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u97f3\u9891token<\/strong>\u65e8\u5728\u4ee5\u8fdc\u4f4e\u4e8e\u97f3\u9891\u91c7\u6837\u7387\u7684\u901f\u7387\u9ad8\u6548\u7f16\u7801\u8bed\u4e49\u548c\u58f0\u5b66\u4fe1\u606f\u3002\u5f53\u4e0e\u57fa\u4e8e\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u751f\u6210\u5668\u4e00\u8d77\u4f7f\u7528\u65f6\uff0c\u97f3\u9891\u6807\u8bb0\u53ef\u4ee5\u6709\u6548\u8fde\u63a5\u4e0d\u540c\u7684\u6a21\u6001\u3002\u7136\u800c\uff0c\u5b83\u4eec\u7684<strong>\u4e3b\u8981\u9650\u5236\u5728\u4e8e\u7f3a\u4e4f\u53ef\u89e3\u91ca\u6027<\/strong>\uff0c\u8bf8\u5982\u58f0\u4e50\u53d1\u97f3\u3001\u97f3\u8272\u548c\u97f3\u9ad8\u7b49\u97f3\u4e50\u5c5e\u6027\u4ee5\u9ad8\u5ea6\u7ea0\u7f20\u7684\u683c\u5f0f\u5d4c\u5165\u3002\u5148\u524d\u7684\u7814\u7a76\u63a2\u8ba8\u4e86\u67d0\u4e9b\u97f3\u9891\u6807\u8bb0\u4e0e\u8bed\u4e49\u7279\u5f81\u7684\u5bf9\u5e94\u5173\u7cfb\uff0c\u800c\u5176\u4ed6\u6807\u8bb0\u5219\u6355\u6349\u58f0\u5b66\u65b9\u9762\u3002\u8fd9\u79cd\u7ea0\u7f20\u4f7f\u751f\u6210\u5668\u5728\u751f\u6210\u97f3\u9891\u6807\u8bb0\u65f6<strong>\u96be\u4ee5\u63a7\u5236\u97f3\u4e50\u7684\u7279\u5b9a\u5143\u7d20\uff0c\u5982\u65cb\u5f8b\u548c\u97f3\u8272<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u7b26\u53f7token<\/strong>\uff08\u5982MIDI\u3001ABC\u7b26\u53f7\u548cMusicXML\uff09\u662f\u79bb\u6563\u7684\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u88ab\u6807\u8bb0\u5316\u4e3a\u4e0e\u8bed\u8a00\u6a21\u578b\u517c\u5bb9\u7684\u683c\u5f0f\u3002\u4e0e\u97f3\u9891\u6807\u8bb0\u4e0d\u540c\uff0c<strong>\u7b26\u53f7\u8868\u793a\u662f\u53ef\u89e3\u91ca\u7684\uff0c\u5141\u8bb8\u521b\u4f5c\u8005\u76f4\u63a5\u8bfb\u53d6\u548c\u4fee\u6539\u3002\u7136\u800c\uff0c\u5b83\u4eec\u7f3a\u4e4f\u58f0\u5b66\u7ec6\u8282\uff0c\u8fd9\u610f\u5473\u7740\u7cfb\u7edf\u5fc5\u987b\u9ad8\u5ea6\u4f9d\u8d56\u6e32\u67d3\u5668\u751f\u6210\u97f3\u4e50\u8868\u6f14\u7684\u7ec6\u817b\u58f0\u5b66\u7279\u5f81\u3002<\/strong>\u8bad\u7ec3\u8fd9\u6837\u7684\u6e32\u67d3\u5668<strong>\u9700\u8981\u5927\u91cf\u7684\u914d\u5bf9\u97f3\u9891\u548c\u7b26\u53f7\u8f6c\u5f55\u6570\u636e\u96c6<\/strong>\uff0c\u800c\u8fd9\u79cd\u6570\u636e\u96c6\u5728\u58f0\u4e50\u97f3\u4e50\u4e2d\u5c24\u5176\u7a00\u7f3a\u3002<\/p>\n\n\n\n<p><strong>\u6765\u81ea\u53d8\u5206\u81ea\u7f16\u7801\u5668\u7684\u58f0\u7801\u5668\u6f5c\u53d8\u91cf<\/strong>\u4f5c\u4e3a\u8fde\u7eed\u7684\u4e2d\u95f4\u8868\u793a\uff0c\u5c24\u5176\u662f\u5728\u4e0e\u6269\u6563\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\u65f6\u3002\u8fd9\u4e9b\u6f5c\u53d8\u91cf\u6355\u83b7\u6bd4\u91cf\u5316\u97f3\u9891\u6807\u8bb0\u66f4\u7ec6\u81f4\u7684\u4fe1\u606f\uff0c\u4f7f\u5f97\u5728\u6b64\u6d41\u7a0b\u4e2d\u6e32\u67d3\u5668\u53ef\u4ee5\u66f4\u8f7b\u91cf\u5316\u3002\u7136\u800c\uff0c\u4e0e\u97f3\u9891\u6807\u8bb0\u7c7b\u4f3c\uff0c<strong>\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u4e5f\u662f\u4e0d\u53ef\u89e3\u91ca\u7684<\/strong>\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u662f\u4e3a\u4e86\u97f3\u9891\u91cd\u6784\u800c\u4f18\u5316\u7684\uff0c\u5b83\u4eec\u53ef\u80fd\u7f16\u7801\u8fc7\u591a\u7684\u58f0\u5b66\u7ec6\u8282\uff0c\u8fd9\u5bf9\u751f\u6210\u5668\u7684\u9884\u6d4b\u4efb\u52a1\u5e2e\u52a9\u4e0d\u5927\u3002<\/p>\n\n\n\n<p>\u9009\u62e9\u4e2d\u95f4\u8868\u793a\u53d6\u51b3\u4e8e\u5177\u4f53\u7684\u4e0b\u6e38\u97f3\u4e50\u751f\u6210\u548c\u7f16\u8f91\u4efb\u52a1\u3002\u5728\u672c\u8282\u7684\u5176\u4f59\u90e8\u5206\uff0c\u6211\u4eec\u5c06\u4ecb\u7ecd\u7cfb\u7edf\u8bbe\u8ba1\u7684\u6280\u672f\u7ec6\u8282\uff0c\u4ee5\u53ca\u8fd9\u4e09\u79cd\u4e2d\u95f4\u8868\u793a\u7684\u5e94\u7528\u6848\u4f8b\uff0c\u8be6\u89c1\u7b2c4\u8282\u3002<\/p>\n\n\n\n<h4>Audio Token-based Pipeline<\/h4>\n\n\n\n<p>\u57fa\u4e8e\u97f3\u9891\u4ee4\u724c\u7684\u7ba1\u9053\uff0c\u5982\u56fe2\u6240\u793a\uff0c\u5305\u542b\u56db\u4e2a\u6784\u5efa\u5757\uff1a(1) <strong>\u97f3\u9891\u4ee4\u724c\u5316\u5668\uff0c\u5c06\u539f\u59cb\u97f3\u4e50\u6ce2\u5f62\u8f6c\u6362\u4e3a\u4f4e\u901f\u7387\u79bb\u6563\u4ee4\u724c\uff1b<\/strong>(2) \u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\uff08\u5373\u751f\u6210\u5668\uff09\uff0c\u63a5\u6536\u7528\u6237\u63a7\u5236\u8f93\u5165\uff0c\u5c06\u5176\u8f6c\u6362\u4e3a\u524d\u7f00\u4ee4\u724c\uff0c<strong>\u5e76\u9884\u6d4b\u76ee\u6807\u97f3\u9891\u4ee4\u724c\u5e8f\u5217<\/strong>\uff1b(3) <strong>\u4ee4\u724c\u6269\u6563\u6a21\u578b<\/strong>\uff0c<strong>\u6839\u636e\u97f3\u9891\u4ee4\u724c\u9884\u6d4b\u58f0\u7801\u5668\u6f5c\u53d8\u91cf<\/strong>\uff1b(4) \u58f0\u5b66\u58f0\u7801\u5668\uff0c<strong>\u6e32\u67d3\u6700\u7ec8\u768444.1kHz\u7acb\u4f53\u58f0\u97f3\u9891\u6ce2\u5f62<\/strong>\u3002\u76ee\u6807\u97f3\u9891\u4ee4\u724c\u5230\u6f5c\u53d8\u91cf\u6269\u6563\u6a21\u5757\u548c\u6f5c\u53d8\u91cf\u5230\u6ce2\u5f62\u58f0\u7801\u5668\u6a21\u5757\u5171\u540c\u5f62\u6210\u4ee4\u724c\u5230\u6ce2\u5f62\u7684\u8fc7\u7a0b\uff0c\u79f0\u4e3a\u6e32\u67d3\u5668\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"186\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55-1024x186.png\" alt=\"\" class=\"wp-image-20871\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55-1024x186.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55-300x55.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55-768x140.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55-1536x280.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-55.png 1554w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe2. Seed-Music\u7ba1\u9053\u6982\u8ff0\uff0c\u4f7f\u7528\u97f3\u9891\u4ee4\u724c\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\u3002(1) \u8f93\u5165\u5d4c\u5165\u5668\u5c06\u591a\u6a21\u6001\u63a7\u5236\u8f93\u5165\uff08\u5982\u97f3\u4e50\u98ce\u683c\u63cf\u8ff0\u3001\u6b4c\u8bcd\u3001\u53c2\u8003\u97f3\u9891\u6216\u4e50\u8c31\uff09\u8f6c\u6362\u4e3a\u524d\u7f00\u5d4c\u5165\u5e8f\u5217\u3002(2) \u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u751f\u6210\u4e00\u7cfb\u5217\u97f3\u9891\u4ee4\u724c\u3002(3) \u6269\u6563\u53d8\u6362\u6a21\u578b\u751f\u6210\u8fde\u7eed\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u3002(4) \u58f0\u5b66\u58f0\u7801\u5668\u751f\u6210\u9ad8\u8d28\u91cf\u768444.1kHz\u7acb\u4f53\u58f0\u97f3\u9891\u3002<\/figcaption><\/figure>\n\n\n\n<p><strong>\u97f3\u9891tokenizer\u3002<\/strong>\u97f3\u9891tokenizer\u7684\u6709\u6548\u6027\u5bf9\u8be5\u7ba1\u9053\u7684\u6210\u529f\u81f3\u5173\u91cd\u8981\u3002\u97f3\u9891\u4ee4\u724c\u5d4c\u5165\u4e86\u539f\u59cb\u4fe1\u53f7\u4e2d\u7684\u5173\u952e\u4fe1\u606f\uff0c\u5982\u65cb\u5f8b\u3001\u8282\u594f\u3001\u548c\u58f0\u3001\u97f3\u7d20\u548c\u4e50\u5668\u97f3\u8272\u3002\u6211\u4eec\u7684\u5b9e\u73b0\u53d7\u5230Betker [2023]\u3001Wang\u7b49 [2023b] \u548c\u0141ajszczak\u7b49 [2024]\u7684\u542f\u53d1\uff0c\u5e76\u5728\u67b6\u6784\u548c\u8bad\u7ec3\u4e0a\u8fdb\u884c\u4e86\u8fdb\u4e00\u6b65\u4f18\u5316\uff0c\u4ee5\u5b9e\u73b0\u4ee5\u4e0b\u76ee\u6807\uff1a<br>\u2022 <strong>\u5728\u4f4e\u538b\u7f29\u7387\u4e0b\u9ad8\u4fdd\u7559\u5173\u952e\u4fe1\u606f\uff0c\u63d0\u9ad8\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u7684\u8bad\u7ec3\u6548\u7387\u3002<\/strong><br>\u2022 <strong>\u5728\u8bed\u4e49\u548c\u58f0\u5b66\u7279\u5f81\u4e4b\u95f4\u4fdd\u6301\u5e73\u8861\uff0c\u786e\u4fdd\u6709\u8db3\u591f\u7684\u8bed\u4e49\u7ec6\u8282\u6765\u4f18\u5316\u751f\u6210\u5668\u7684\u8bad\u7ec3\uff0c\u540c\u65f6\u4fdd\u6301\u8db3\u591f\u7684\u58f0\u5b66\u7ec6\u8282\u4ee5\u4fbf\u6e32\u67d3\u5668\u51c6\u786e\u91cd\u5efa\u6ce2\u5f62\u3002<\/strong>\u8fd9\u4e2a\u4ee4\u724c\u751f\u6210\u4e0e\u4fe1\u53f7\u91cd\u5efa\u4e4b\u95f4\u7684\u6743\u8861 [Blau\u548cMichaeli\uff0c2019] \u88ab\u4ed4\u7ec6\u7ba1\u7406\u3002<\/p>\n\n\n\n<p><strong>\u751f\u6210\u5668\u3002\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u901a\u8fc7\u5bf9\u63a7\u5236\u4fe1\u53f7\u8fdb\u884c\u6761\u4ef6\u5904\u7406\u751f\u6210\u97f3\u9891\u4ee4\u724c<\/strong>\uff0c\u8fd9\u4e9b\u63a7\u5236\u4fe1\u53f7\u5f15\u5bfc\u751f\u6210\u671f\u671b\u7684\u97f3\u9891\u8f93\u51fa\u3002<strong>\u6bcf\u4e2a\u8bad\u7ec3\u793a\u4f8b\u7531\u914d\u5bf9\u7684\u6ce8\u91ca\u548c\u97f3\u9891\u7ec4\u6210\uff0c\u6ce8\u91ca\u88ab\u8f6c\u6362\u4e3a\u4e00\u7cfb\u5217\u5d4c\u5165\uff0c\u4f5c\u4e3a\u8bed\u8a00\u6a21\u578b\u7684\u524d\u7f00<\/strong>\u3002\u4e0d\u540c\u63a7\u5236\u4fe1\u53f7\u6a21\u6001\u7684\u5904\u7406\u603b\u7ed3\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>\u2022<strong> \u5206\u7c7b\u4fe1\u53f7\uff1a\u95ed\u5408\u8bcd\u6c47\u6807\u7b7e\uff08\u5982\u97f3\u4e50\u98ce\u683c\uff09\u901a\u8fc7\u67e5\u627e\u8868\u8f6c\u6362\u4e3a\u5206\u7c7b\u5d4c\u5165<\/strong>\uff0c\u800c<strong>\u81ea\u7531\u5f62\u5f0f\u7684\u6587\u672c\u63cf\u8ff0\u5219\u4f7f\u7528MuLan [Huang et al., 2022]\u7684\u901a\u7528\u6587\u672c\u7f16\u7801\u5668\u8fdb\u884c\u5904\u7406<\/strong>\u3002<br>\u2022 <strong>\u6d6e\u70b9\u4fe1\u53f7\uff1a\u65cb\u5f8b\u97f3\u7b26\u6301\u7eed\u65f6\u95f4\u6216\u6b4c\u66f2\u957f\u5ea6<\/strong>\u7b49\u53d8\u91cf\u4f7f\u7528xVal\u7f16\u7801 [Golkar et al., 2023] \u5d4c\u5165\uff0c\u4ee5\u8868\u793a\u8fde\u7eed\u6570\u503c\u8f93\u5165\u3002<br>\u2022 <strong>\u6b4c\u8bcd\u4fe1\u53f7\uff1a\u6b4c\u8bcd\u88ab\u8f6c\u6362\u4e3a\u97f3\u7d20\u5e8f\u5217<\/strong>\uff0c\u4ee5\u6355\u6349\u53d1\u97f3\uff0c\u6539\u5584\u6a21\u578b\u5bf9\u672a\u89c1\u5355\u8bcd\u7684\u6cdb\u5316\u80fd\u529b\u3002<br>\u2022 <strong>\u53c2\u8003\u97f3\u9891\u4fe1\u53f7\uff1atokenizer<\/strong>\u4ece\u53c2\u8003\u97f3\u9891\u4e2d\u63d0\u53d6\u79bb\u6563\u4ee4\u724c\u5e8f\u5217\uff0c\u7136\u540e\u5c06\u5176\u6620\u5c04\u5230\u4e0etokenizer\u7684\u7801\u672c\u5927\u5c0f\u76f8\u540c\u7684\u8fde\u7eed\u5d4c\u5165\u67e5\u627e\u8868\u4e2d\uff0c\u6216\u8005\u8fdb\u4e00\u6b65\u805a\u5408\u4e3a\u8f68\u9053\u7ea7\u5d4c\u5165\u3002<br>\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c<strong>\u6a21\u578b\u901a\u8fc7\u4f7f\u7528\u6559\u5e08\u5f3a\u5236\u5728\u4e0b\u4e00\u4e2a\u4ee4\u724c\u9884\u6d4b\u4efb\u52a1\u4e0a\u6700\u5c0f\u5316\u4ea4\u53c9\u71b5\u635f\u5931<\/strong>\u3002\u5728<strong>\u63a8\u7406\u9636\u6bb5\uff0c\u7528\u6237\u8f93\u5165\u6839\u636e\u6307\u5b9a\u6a21\u6001\u8f6c\u6362\u4e3a\u524d\u7f00\u5d4c\u5165\uff0c\u7136\u540e\u81ea\u56de\u5f52\u5730\u751f\u6210\u97f3\u9891\u4ee4\u724c\u3002<\/strong><\/p>\n\n\n\n<p><strong>\u6e32\u67d3\u5668\u3002<\/strong>\u4e00\u65e6\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u751f\u6210\u97f3\u9891\u4ee4\u724c\uff0c\u8fd9\u4e9b\u4ee4\u724c\u5c31\u7531\u6e32\u67d3\u5668\u5904\u7406\uff0c\u4ee5\u751f\u6210\u4e30\u5bcc\u7684\u9ad8\u8d28\u91cf\u97f3\u9891\u6ce2\u5f62\u3002\u6e32\u67d3\u5668\u662f\u4e00\u4e2a\u7ea7\u8054\u7cfb\u7edf\uff0c\u7531\u4e24\u4e2a\u7ec4\u4ef6\u7ec4\u6210\uff1a\u6269\u6563\u53d8\u6362\u5668\uff08DiT\uff09\u548c\u58f0\u5b66\u58f0\u7801\u5668\uff0c\u4e24\u8005\u5747\u72ec\u7acb\u8bad\u7ec3\u3002DiT\u91c7\u7528\u6807\u51c6\u67b6\u6784\uff0c\u5177\u6709\u5806\u53e0\u7684\u6ce8\u610f\u529b\u5c42\u548c\u591a\u5c42\u611f\u77e5\u673a\uff08MLP\uff09\u3002\u5176\u76ee\u6807\u662f\u9006\u8f6c\u6269\u6563\u8fc7\u7a0b\uff0c<strong>\u4ece\u566a\u58f0\u4e2d\u9884\u6d4b\u5e72\u51c0\u7684\u58f0\u7801\u5668\u6f5c\u53d8\u91cf<\/strong>\uff0c\u901a\u8fc7\u5728\u6bcf\u4e00\u6b65\u4f30\u8ba1\u566a\u58f0\u6c34\u5e73\u3002\u58f0\u5b66\u58f0\u7801\u5668\u662f\u4f4e\u5e27\u901f\u7387\u53d8\u5206\u81ea\u7f16\u7801\u5668\u58f0\u7801\u5668\u7684\u89e3\u7801\u5668\uff0c\u8bbe\u8ba1\u7c7b\u4f3c\u4e8e[Kumar et al., 2024, Lee et al., 2022, Cong et al., 2021, Liu and Qian, 2021]\u3002\u6211\u4eec\u53d1\u73b0\uff0c<strong>\u5c06\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u7ed3\u6784\u5316\u4e3a\u7ea7\u8054\u7cfb\u7edf\u4e2d\u7684\u4fe1\u606f\u74f6\u9888\uff0c\u5e76\u7ed3\u5408\u53ef\u63a7\u7684\u6a21\u578b\u5927\u5c0f\u548c\u8bad\u7ec3\u65f6\u95f4\u8fdb\u884c\u4f18\u5316\uff0c\u80fd\u591f\u4ea7\u751f\u4f18\u4e8e\u76f4\u63a5\u5c06\u97f3\u9891\u4ee4\u724c\u8f6c\u6362\u4e3a\u6ce2\u5f62\u7684\u5355\u4e00\u6a21\u578b\u7684\u97f3\u9891\u8d28\u91cf\u548c\u66f4\u4e30\u5bcc\u7684\u58f0\u5b66\u7ec6\u8282<\/strong>\u3002<\/p>\n\n\n\n<h4>Symbolic Token-based Pipeline<\/h4>\n\n\n\n<p>\u4e0e\u97f3\u9891\u4ee4\u724c\u57fa\u7840\u7ba1\u9053\u4e0d\u540c\uff0c\u7b26\u53f7\u4ee4\u724c\u751f\u6210\u5668\uff08\u5982\u56fe3\u6240\u793a\uff09\u65e8\u5728\u9884\u6d4b\u7b26\u53f7\u4ee4\u724c\uff0c\u4ee5\u63d0\u9ad8\u53ef\u89e3\u91ca\u6027\uff0c\u8fd9\u5bf9\u89e3\u51b3Seed-Music\u4e2d\u97f3\u4e50\u5bb6\u7684\u5de5\u4f5c\u6d41\u7a0b\u81f3\u5173\u91cd\u8981\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"148\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-56-1024x148.png\" alt=\"\" class=\"wp-image-20902\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-56-1024x148.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-56-300x43.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-56-768x111.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-56.png 1444w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe3. \u4f7f\u7528\u7b26\u53f7\u4ee4\u724c\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\u7684\u7ba1\u9053\u6982\u8ff0\u3002(1) \u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u6839\u636e\u7528\u6237\u63d0\u793a\u751f\u6210\u5bf9\u5e94\u4e8e\u4e50\u8c31\u7684\u7b26\u53f7\u4ee4\u724c\u3002(2) \u6269\u6563\u53d8\u6362\u6a21\u578b\u6839\u636e\u7b26\u53f7\u4ee4\u724c\u751f\u6210\u8fde\u7eed\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u3002(3) \u7136\u540e\uff0c\u58f0\u7801\u5668\u751f\u6210\u9ad8\u8d28\u91cf\u768444.1kHz\u7acb\u4f53\u58f0\u97f3\u9891\u6ce2\u5f62\u3002<\/figcaption><\/figure>\n\n\n\n<p>\u5148\u524d\u7684\u7814\u7a76\u63d0\u51fa\u4e86\u65cb\u5f8b\u751f\u6210\u7b97\u6cd5 [Ju et al., 2021; Zhang et al., 2022]\u3002\u7136\u800c\uff0c\u5b83\u4eec\u7f3a\u4e4f\u5bf9\u58f0\u4e50\u97f3\u4e50\u751f\u6210\u81f3\u5173\u91cd\u8981\u7684\u660e\u786e\u97f3\u7d20\u548c\u97f3\u7b26\u5bf9\u9f50\u4fe1\u606f\u3002\u6b64\u5916\uff0c\u5b83\u4eec\u4ecd\u7136\u4ec5\u9650\u4e8e\u7b26\u53f7\u97f3\u4e50\u751f\u6210\uff0c\u65e0\u6cd5\u8fdb\u884c\u97f3\u9891\u6e32\u67d3\u3002\u5728\u53e6\u4e00\u6761\u7814\u7a76\u7ebf\u4e0a\uff0c\u6709\u4e00\u4e9b\u7279\u5b9a\u4efb\u52a1\u7684\u5148\u524d\u5de5\u4f5c\u7814\u7a76\u4e86\u901a\u8fc7\u548c\u58f0 [Copet et al., 2024]\u3001\u529b\u5ea6\u548c\u8282\u594f [Wu et al., 2023] \u7b49\u97f3\u4e50\u53ef\u89e3\u91ca\u6761\u4ef6\u6765\u5f15\u5bfc\u97f3\u4e50\u97f3\u9891\u751f\u6210\u7684\u65b9\u6cd5\u3002\u53d7\u5230\u7235\u58eb\u97f3\u4e50\u5bb6\u5982\u4f55\u4f7f\u7528\u4e50\u8c31\u6765\u52fe\u52d2\u4f5c\u54c1\u65cb\u5f8b\u3001\u548c\u58f0\u548c\u7ed3\u6784\u7684\u542f\u53d1\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u201c\u4e50\u8c31\u4ee4\u724c\u201d\u4f5c\u4e3a\u7b26\u53f7\u97f3\u4e50\u8868\u793a\u3002\u6211\u4eec\u5f3a\u8c03\u4e50\u8c31\u4ee4\u724c\u4e0e\u97f3\u9891\u4ee4\u724c\u76f8\u6bd4\u7684\u5173\u952e\u7ec4\u6210\u90e8\u5206\u3001\u4f18\u70b9\u548c\u5c40\u9650\u6027\u5982\u4e0b\u3002<\/p>\n\n\n\n<p> \u2022  \u4e3a\u4e86\u4ece\u97f3\u9891\u4e2d\u63d0\u53d6\u7b26\u53f7\u7279\u5f81\u4ee5\u8bad\u7ec3\u4e0a\u8ff0\u7cfb\u7edf\uff0c\u6211\u4eec\u5229\u7528\u5185\u90e8\u5f00\u53d1\u7684\u97f3\u4e50\u4fe1\u606f\u68c0\u7d22\uff08MIR\uff09\u6a21\u578b\uff0c\u5305\u62ec\u8282\u62cd\u8ddf\u8e2a [Hung et al., 2022]\u3001\u8c03\u6027\u548c\u548c\u5f26\u68c0\u6d4b [Lu et al., 2021]\u3001\u7ed3\u6784\u90e8\u5206\u5206\u6bb5 [Wang et al., 2022]\u3001\u4e94\u79cd\u4e50\u5668\u7684MIDI\u8f6c\u5f55\uff08\u5373\u4eba\u58f0\u3001\u94a2\u7434\u3001\u5409\u4ed6\u3001\u8d1d\u65af\u548c\u9f13\uff09 [Lu et al., 2023; Wang et al., 2024a]\uff0c\u4ee5\u53ca\u6b4c\u8bcd\u8f6c\u5f55\u3002\u4e50\u8c31\u4ee4\u724c\u8868\u793a\u97f3\u7b26\u7ea7\u7ec6\u8282\uff0c\u5982\u97f3\u9ad8\u3001\u6301\u7eed\u65f6\u95f4\u3001\u5728\u5c0f\u8282\u4e2d\u7684\u4f4d\u7f6e\u3001\u4e0e\u97f3\u7b26\u5bf9\u9f50\u7684\u58f0\u4e50\u97f3\u7d20\uff0c\u4ee5\u53ca\u8f68\u9053\u7ea7\u5c5e\u6027\uff0c\u5982\u6bb5\u843d\u3001\u4e50\u5668\u548c\u8282\u594f\u3002<\/p>\n\n\n\n<p>\u2022 \u4e50\u8c31\u4ee4\u724c\u4e0e\u53ef\u8bfb\u4e50\u8c31\u4e4b\u95f4\u7684\u4e00\u5bf9\u4e00\u6620\u5c04\u4f7f\u521b\u4f5c\u8005\u80fd\u591f\u76f4\u63a5\u7406\u89e3\u3001\u7f16\u8f91\u548c\u4e0e\u4e50\u8c31\u4e92\u52a8\u3002\u6211\u4eec\u5c1d\u8bd5\u4e86\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u751f\u6210\u4e50\u8c31\u4ee4\u724c\u5e8f\u5217\uff1aREMI\u98ce\u683c [Huang\u548cYang, 2020] \u548c xVal [Golkar et al., 2023]\u3002REMI\u98ce\u683c\u7684\u65b9\u6cd5\u5c06\u4e50\u5668\u8f68\u9053\u4ea4\u9519\u5230\u91cf\u5316\u7684\u57fa\u4e8e\u8282\u62cd\u7684\u683c\u5f0f\u4e2d\uff0c\u800cxVal\u5c06\u8d77\u59cb\u548c\u6301\u7eed\u65f6\u95f4\u7f16\u7801\u4e3a\u8fde\u7eed\u503c\u3002\u867d\u7136xVal\u98ce\u683c\u7f16\u7801\u5728\u66f4\u8d34\u5408\u6211\u4eec\u751f\u6210\u6a21\u578b\u7684\u6700\u7ec8\u4ea7\u54c1\u2014\u2014\u97f3\u4e50\u8868\u73b0\uff0c\u4f46\u6211\u4eec\u53d1\u73b0REMI\u98ce\u683c\u66f4\u9002\u5408\u4e0e\u97f3\u4e50\u5bb6\u7684\u7528\u6237\u4e92\u52a8\u3002<\/p>\n\n\n\n<p>\u2022 \u4e50\u8c31\u4ee4\u724c\u5141\u8bb8\u5728\u8bad\u7ec3\u548c\u63a8\u7406\u8fc7\u7a0b\u4e2d\u878d\u5165\u4eba\u7c7b\u77e5\u8bc6\u3002\u4f8b\u5982\uff0c\u53ef\u4ee5\u5728\u9884\u6d4b\u5e8f\u5217\u4e2d\u4e0b\u4e00\u4e2a\u4ee4\u724c\u65f6\u5e94\u7528\u97f3\u4e50\u7406\u8bba\u89c4\u5219\u4f5c\u4e3a\u7ea6\u675f\uff0c\u4ee5\u63d0\u9ad8\u9884\u6d4b\u51c6\u786e\u6027\u3002<\/p>\n\n\n\n<p>\u2022 \u7531\u4e8e\u4e50\u8c31\u4ee4\u724c\u7f3a\u4e4f\u58f0\u5b66\u7279\u5f81\u8868\u5f81\uff0c\u6211\u4eec\u9700\u8981\u5728\u7ea7\u8054\u6e32\u67d3\u5668\u4e2d\u6269\u5927\u4ee4\u724c\u5230\u6f5c\u53d8\u91cf\u7684\u6269\u6563\u6a21\u578b\uff0c\u4ee5\u5b9e\u73b0\u4e0e\u97f3\u9891\u4ee4\u724c\u57fa\u7840\u7cfb\u7edf\u76f8\u540c\u7684\u7aef\u5230\u7aef\u6027\u80fd\u3002<\/p>\n\n\n\n<h4>Vocoder Latent-based Pipeline<\/h4>\n\n\n\n<p>\u5148\u524d\u7684\u7814\u7a76 [Evans et al., 2024c,d; Levy et al., 2023; Rombach et al., 2022] \u8868\u660e\uff0c<strong>\u201c\u6587\u672c\u5230\u97f3\u4e50\u201d\u7684\u4efb\u52a1\u53ef\u4ee5\u901a\u8fc7\u76f4\u63a5\u9884\u6d4b\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u6765\u5b9e\u73b0\u9ad8\u6548\u7684\u65b9\u6cd5<\/strong>\u3002\u7c7b\u4f3c\u5730\uff0c<strong>\u6211\u4eec\u8bad\u7ec3\u4e86\u4e00\u4e2a\u5728\u4f4e\u6f5c\u53d8\u91cf\u5e27\u7387\u4e0b\u8fd0\u884c\u7684\u53d8\u5206\u81ea\u7f16\u7801\u5668\uff08VAE\uff09\uff0c\u5e76\u914d\u5408\u4e00\u4e2a\u6269\u6563\u53d8\u6362\u5668\uff08DiT\uff09\uff0c\u5c06\u6761\u4ef6\u8f93\u5165\u6620\u5c04\u5230\u6807\u51c6\u5316\u7684\u8fde\u7eed\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\uff0c<\/strong>\u5982\u56fe4\u6240\u793a\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"234\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57-1024x234.png\" alt=\"\" class=\"wp-image-20911\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57-1024x234.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57-300x69.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57-768x176.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57-1536x351.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-57.png 1561w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>\u56fe4. Seed-Music\u7ba1\u9053\uff0c\u4f7f\u7528\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u4f5c\u4e3a\u4e2d\u95f4\u8868\u793a\u3002(1) \u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u3001\u524d\u7f00\u6216\u65f6\u95f4\u6761\u4ef6\u5c06\u5404\u79cd\u8f93\u5165\u7c7b\u578b\u8f93\u5165\u5230\u6269\u6563\u53d8\u6362\u5668\uff08DiT\uff09\u3002(2) \u6269\u6563\u53d8\u6362\u6a21\u578b\u9884\u6d4b\u8fde\u7eed\u58f0\u7801\u5668\u6f5c\u53d8\u91cf\u3002(3) \u7136\u540e\uff0c\u58f0\u5b66\u58f0\u7801\u5668\u751f\u6210\u9ad8\u8d28\u91cf\u768444.1kHz\u7acb\u4f53\u58f0\u97f3\u9891<\/figcaption><\/figure>\n\n\n\n<p class=\"has-light-gray-background-color has-background\"><strong>\u4e0e<strong>\u57fa\u4e8e<\/strong>\u97f3\u9891\u4ee4\u724c\u7684\u7ba1\u9053\u76f8\u6bd4\uff08\u89c1\u7b2c3.1\u8282\uff09\uff0c\u81ea\u56de\u5f52\u53d8\u6362\u5668\u6a21\u5757\u88ab\u7701\u7565\uff0c\u5c3d\u7ba1DiT\u548c\u58f0\u7801\u5668\u7684\u67b6\u6784\u4ecd\u7136\u5927\u4f53\u76f8\u4f3c\u3002\u4e3a\u4e86\u5b9e\u73b0\u53ef\u6bd4\u7684\u6027\u80fd\uff0c\u5176\u4ed6\u5269\u4f59\u6a21\u5757\u7684\u6a21\u578b\u5927\u5c0f\u88ab\u6269\u5927\u3002\u5728\u81ea\u56de\u5f52\u65b9\u6cd5\u4e2d\uff0c\u6240\u6709\u6761\u4ef6\u8f93\u5165\u88ab\u7f16\u7801\u4e3a\u524d\u7f00\u5e8f\u5217\u4e2d\u7684\u4ee4\u724c\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u8fc7\u957f\u7684\u524d\u7f00\uff0c\u4ece\u800c\u5728\u5904\u7406\u66f4\u5927\u548c\u66f4\u590d\u6742\u7684\u8f93\u5165\u65f6\u6027\u80fd\u4e0b\u964d\u3002\u76f8\u53cd\uff0c\u57fa\u4e8e\u58f0\u7801\u5668\u6f5c\u5728\u8bbe\u8ba1\u63d0\u4f9b\u4e86\u66f4\u5927\u7684\u7075\u6d3b\u6027\uff0c\u80fd\u591f\u66f4\u597d\u5730\u878d\u5165\u66f4\u5e7f\u6cdb\u7684\u6761\u4ef6\u4fe1\u53f7\uff0c\u5e76\u652f\u6301\u591a\u901a\u9053\u8f93\u5165\u548c\u8f93\u51fa\u3002\u6211\u4eec\u603b\u7ed3\u4e86\u4e0d\u540c\u7c7b\u578b\u63d0\u793a\u7684\u4f7f\u7528\u65b9\u5f0f\u5982\u4e0b\uff1a<\/strong><\/p>\n\n\n\n<ul><li><strong>\u58f0\u7801\u5668\u6f5c\u5728\u7a7a\u95f4\u4e2d\u7684\u4e0a\u4e0b\u6587\u6761\u4ef6<\/strong>\uff1a\u8fd9\u4f7f\u5f97\u97f3\u9891\u4fee\u8865\u573a\u666f\u6210\u4e3a\u53ef\u80fd\uff0c\u4f8b\u5982\u97f3\u9891\u5ef6\u7eed\u548c\u7f16\u8f91\u3002<\/li><li>\u8f93\u5165\u566a\u58f0\u7a7a\u95f4\u4e2d\u7684\u4e0a\u4e0b\u6587\u6761\u4ef6\uff1a\u5bf9\u4e8e\u6b4c\u8bcd\u548c\u98ce\u683c\u63cf\u8ff0\u7b49\u53ef\u53d8\u957f\u5ea6\u8f93\u5165\uff0c\u4ea4\u53c9\u6ce8\u610f\u5c42\u5728\u6bcf\u4e2a\u53d8\u6362\u5668\u5757\u4e2d\u5e94\u7528\uff0c\u4ee5\u878d\u5165\u8fd9\u4e9b\u8f93\u5165\u3002<\/li><li>\u8de8\u591a\u4e2a\u8f68\u9053\u7684\u65f6\u95f4\u8f93\u5165\uff1a\u65f6\u95f4\u53d8\u5316\u4fe1\u53f7\uff08\u5982\u65cb\u5f8b\u8f6e\u5ed3\u3001\u5f3a\u5ea6\u66f2\u7ebf\u548c\u65f6\u95f4\u5bf9\u9f50\u7684\u4e50\u5668\u97f3\u8f68\uff09\u53ef\u4ee5\u5728\u53bb\u566a\u8fc7\u7a0b\u4e2d\u6bcf\u4e00\u6b65\u6dfb\u52a0\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\u3002<\/li><li>\u591a\u901a\u9053\u8f93\u51fa\uff1a\u5728\u8bad\u7ec3\u671f\u95f4\u63d0\u4f9b\u591a\u901a\u9053\u8f93\u51fa\u793a\u4f8b\u65f6\u5f97\u5230\u652f\u6301\u3002\u4f8b\u5982\uff0c\u6a21\u578b\u53ef\u4ee5\u751f\u6210\u591a\u4e2a\u97f3\u4e50\u4e0a\u4e0d\u540c\u7684\u97f3\u8f68\uff08\u5982\u4eba\u58f0\u3001\u8d1d\u65af\u3001\u9f13\u548c\u5409\u4ed6\uff09\uff0c\u4ece\u800c\u5b9e\u73b0\u6df7\u97f3\u548c\u91cd\u6df7\u7b49\u4e0b\u6e38\u5236\u4f5c\u573a\u666f\u3002\u8fd9\u4e9b\u97f3\u8f68\u7ea7\u522b\u7684\u8bad\u7ec3\u793a\u4f8b\u53ef\u4ee5\u901a\u8fc7\u97f3\u4e50\u6e90\u5206\u79bb\uff08MSS\uff09\u83b7\u5f97\u3002<\/li><\/ul>\n\n\n\n<h3>Model Training and Inference<\/h3>\n\n\n\n<p>\u5bf9\u4e8e\u4e0a\u8ff0\u6240\u6709\u7ba1\u9053\uff0cSeed-Music\u7ecf\u5386\u4e09\u4e2a\u8bad\u7ec3\u9636\u6bb5\uff1a\u9884\u8bad\u7ec3\u3001\u5fae\u8c03\u548c\u540e\u8bad\u7ec3\uff0c\u7c7b\u4f3c\u4e8eSeed-TTS\u548c\u5176\u4ed6\u57fa\u4e8e\u6587\u672c\u7684\u8bed\u8a00\u6a21\u578b\u3002\u9884\u8bad\u7ec3\u9636\u6bb5\u65e8\u5728\u4e3a\u901a\u7528\u97f3\u4e50\u97f3\u9891\u5efa\u6a21\u5960\u5b9a\u66f4\u597d\u7684\u57fa\u7840\u3002\u5fae\u8c03\u9636\u6bb5\u5305\u62ec\u6570\u636e\u5fae\u8c03\u4ee5\u589e\u5f3a\u97f3\u4e50\u6027\uff0c\u6216\u6307\u4ee4\u5fae\u8c03\u4ee5\u63d0\u9ad8\u7279\u5b9a\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b\u7684\u53ef\u63a7\u6027\u3001\u53ef\u89e3\u91ca\u6027\u548c\u4e92\u52a8\u6027\u3002<\/p>\n\n\n\n<p>Seed-Music\u7684\u540e\u8bad\u7ec3\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff08RL\uff09\u8fdb\u884c\uff0c\u8fd9\u5df2\u88ab\u8bc1\u660e\u5728\u6587\u672c\u548c\u56fe\u50cf\u5904\u7406\u65b9\u9762\u662f\u4e00\u79cd\u6709\u6548\u7684\u5b66\u4e60\u8303\u5f0f\u3002\u8fd1\u671f\u7814\u7a76\u8868\u660e\uff0c\u8fd1\u7aef\u504f\u597d\u4f18\u5316\uff08PPO\uff09\u53ef\u4ee5\u6269\u5c55\u5230\u97f3\u4e50\u548c\u8bed\u97f3\u751f\u6210\u3002\u53d7\u8fd9\u4e9b\u53d1\u73b0\u7684\u542f\u53d1\uff0c\u6211\u4eec\u63a2\u7d22\u4e86RL\u65b9\u6cd5\uff0c\u4ee5\u6539\u5584\u751f\u6210\u8f93\u51fa\u4e0e\u5404\u79cd\u8f93\u5165\u63a7\u5236\u4fe1\u53f7\u7684\u5bf9\u9f50\uff0c\u5e76\u589e\u5f3a\u97f3\u4e50\u6027\u3002\u6211\u4eec\u8003\u8651\u7684\u5956\u52b1\u6a21\u578b\u5305\u62ec\uff1a\u539f\u6b4c\u8bcd\u63d0\u793a\u4e0e\u4ece\u751f\u6210\u97f3\u9891\u63d0\u53d6\u7684\u6b4c\u8bcd\u8f6c\u5f55\u4e4b\u95f4\u7684\u7f16\u8f91\u8ddd\u79bb\uff0c\u8f93\u5165\u6d41\u6d3e\u4e0e\u97f3\u9891\u8f93\u51fa\u68c0\u6d4b\u6d41\u6d3e\u7684\u6bd4\u8f83\u7cbe\u5ea6\uff0c\u4ee5\u53ca\u6b4c\u66f2\u7ed3\u6784\u63d0\u793a\u4e0e\u751f\u6210\u97f3\u9891\u68c0\u6d4b\u7ed3\u6784\u4e4b\u95f4\u7684\u5339\u914d\u3002\u6b64\u5916\uff0c\u57fa\u4e8e\u8282\u594f\u3001\u4e50\u5668\u3001\u97f3\u9891\u53c2\u8003\u548c\u7528\u6237\u8bed\u97f3\u63d0\u793a\u7684\u989d\u5916\u5956\u52b1\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u6307\u793a\u751f\u6210\u8f93\u51fa\u4e2d\u5f3a\u8c03\u54ea\u4e9b\u97f3\u4e50\u5c5e\u6027\u3002\u6b64\u5916\uff0c\u7ed3\u5408\u4eba\u7c7b\u53cd\u9988\u53ef\u4ee5\u4ea7\u751f\u6355\u6349\u7528\u6237\u7ec6\u5fae\u504f\u597d\u7684\u5956\u52b1\u6a21\u578b\u3002\u6211\u4eec\u5c06\u5bf9RL\u7684\u6df1\u5165\u7814\u7a76\u7559\u5f85\u672a\u6765\u5de5\u4f5c\u3002<\/p>\n\n\n\n<p>\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c<strong>\u6837\u672c\u89e3\u7801\u65b9\u6848\u7684\u9009\u62e9\u5bf9\u81ea\u56de\u5f52\u548c\u6269\u6563\u6a21\u578b\u7684\u8f93\u51fa\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\u81f3\u5173\u91cd\u8981\u3002<\/strong>\u6211\u4eec\u89c2\u5bdf\u5230\uff0c\u4ed4\u7ec6\u8c03\u6574\u65e0\u5206\u7c7b\u5668\u5f15\u5bfc\u81f3\u5173\u91cd\u8981\uff0c\u4ee5\u786e\u4fdd\u97f3\u4e50\u6027\u548c\u5bf9\u63d0\u793a\u7684\u9075\u5faa\u3002\u4e3a\u4e86\u51cf\u5c11\u5ef6\u8fdf\uff0c\u6211\u4eec\u5e94\u7528\u6a21\u578b\u84b8\u998f\u4ee5\u6700\u5c0f\u5316DiT\u6a21\u578b\u6240\u9700\u7684\u8fed\u4ee3\u6b65\u9aa4\u3002\u6b64\u5916\uff0c<strong>\u6211\u4eec\u5f00\u53d1\u4e86\u4e00\u79cd\u6d41\u5f0f\u89e3\u7801\u65b9\u6848\uff0c\u5141\u8bb8\u5728\u81ea\u56de\u5f52\u6a21\u578b\u7ee7\u7eed\u751f\u6210\u4ee4\u724c\u5e8f\u5217\u7684\u540c\u65f6\u8fdb\u884c\u97f3\u9891\u6d41<\/strong>\u751f\u6210\u3002<\/p>\n\n\n\n<h3>Experiments<\/h3>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u56db\u4e2a\u57fa\u4e8e\u6a21\u578b\u80fd\u529b\u7684\u5e94\u7528\uff1aLyrics2Song\uff08\u7b2c4.1\u8282\uff09\u3001Lyrics2Leadsheet2Song\uff08\u7b2c4.2\u8282\uff09\u3001MusicEDiT\uff08\u7b2c4.3\u8282\uff09\u548czero-shot\u5531\u6b4c\u58f0\u97f3\u8f6c\u6362\uff08\u7b2c4.4\u8282\uff09\u3002<\/p>\n\n\n\n<p>\u5728<strong>Lyrics2Song<\/strong>\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86\u4e00\u4e2a<strong>\u57fa\u4e8e\u7528\u6237\u63d0\u4f9b\u7684\u6b4c\u8bcd\u548c\u97f3\u4e50\u98ce\u683c\u8f93\u5165\u751f\u6210\u9ad8\u8d28\u91cf\u4eba\u58f0\u97f3\u4e50\u7684\u7cfb\u7edf\u3002Lyrics2Leadsheet2Song<\/strong>\u5728Lyrics2Song\u7684\u57fa\u7840\u4e0a\uff0c<strong>\u7ed3\u5408\u4e86\u7b26\u53f7\u97f3\u4e50\u8868\u793a\uff0c\u4ee5\u589e\u5f3a\u53ef\u89e3\u91ca\u6027\uff0c\u5e76\u751f\u6210\u4e50\u8c31\uff0c\u7528\u6237\u53ef\u4ee5\u8bbf\u95ee\u5e76\u8c03\u6574\u65cb\u5f8b\u548c\u8282\u594f\uff0c\u4ece\u800c\u66f4\u7cbe\u7ec6\u5730\u63a7\u5236\u6700\u7ec8\u97f3\u9891\u8f93\u51fa\u3002MusicEDiT\u63a2\u7d22\u4e86\u4e00\u79cd\u57fa\u4e8e\u6269\u6563\u7684\u4fee\u8865\u7cfb\u7edf\uff0c\u4f7f\u7528\u6237\u80fd\u591f\u7f16\u8f91\u73b0\u6709\u97f3\u4e50\u97f3\u9891\u7684\u6b4c\u8bcd\u548c\u65cb\u5f8b\uff0c\u4f5c\u4e3a\u540e\u671f\u5236\u4f5c\u5de5\u5177\u6765\u4fee\u6539\u6b4c\u66f2\u7684\u4eba\u58f0\u3002<\/strong>\u5728zero-shot\u5531\u6b4c\u58f0\u97f3\u8f6c\u6362\u4e2d\uff0c\u6211\u4eec\u63d0\u4f9b\u4e86\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\uff0c\u5141\u8bb8\u7528\u6237\u57fa\u4e8e\u81ea\u5df1\u7684\u58f0\u97f3\u5728\u73b0\u6709\u97f3\u9891\u4e2d\u4fee\u6539\u4eba\u58f0\u97f3\u8272\uff0c\u4e14\u4ec5\u9700\u6700\u5c11\u7684\u53c2\u8003\u6570\u636e\u3002\u8fd9\u4e00\u5e94\u7528\u4ee5\u4f4e\u51c6\u5907\u6210\u672c\u4fc3\u8fdb\u4e86\u4eba\u58f0\u4e2a\u6027\u5316\u3002\u5bf9\u4e8e\u4e0a\u8ff0\u6bcf\u4e2a\u5e94\u7528\uff0c\u6211\u4eec\u8ba8\u8bba\u4e86\u4e0e\u4e2d\u95f4\u8868\u793a\u3001\u6a21\u578b\u67b6\u6784\u548c\u5176\u4ed6\u914d\u7f6e\u76f8\u5173\u7684\u8bbe\u8ba1\u9009\u62e9\uff0c\u4ee5\u4f18\u5316\u7cfb\u7edf\u4ee5\u9002\u5e94\u5404\u81ea\u7684\u7528\u4f8b\u3002<\/p>\n\n\n\n<h4>Lyrics2Song<\/h4>\n\n\n\n<p>Lyrics2Song\u751f\u6210<strong>\u57fa\u4e8e\u7528\u6237\u63d0\u4f9b\u7684\u97f3\u4e50\u98ce\u683c\u63cf\u8ff0\u548c\u5e26\u6709\u7ae0\u8282\u6807\u7b7e\uff08\u5982\u201c\u6bb5\u843d\u201d\u3001\u201c\u526f\u6b4c\u201d\u548c\u201c\u6865\u6bb5\u201d\uff09\u7684\u6b4c\u8bcd\u7684\u58f0\u4e50\u97f3\u4e50\u8868\u6f14\u3002<\/strong>\u8fd9\u9879\u4efb\u52a1\u5229\u7528\u97f3\u9891\u57fa\u4e8e\u4ee4\u724c\u7684\u7ba1\u9053\uff0c\u501f\u52a9\u4ee4\u724c\u5316\u548c\u81ea\u56de\u5f52\u6280\u672f\u5bf9<strong>\u591a\u6a21\u6001\u6570\u636e\uff08\u5373\u6b4c\u8bcd\u3001\u98ce\u683c\u3001\u6807\u7b7e\u548c\u97f3\u9891\uff09\u8fdb\u884c\u5bf9\u9f50<\/strong>\uff0c\u5e76\u652f\u6301<strong>\u6d41\u5f0f\u89e3\u7801\u4ee5\u5b9e\u73b0\u5feb\u901f\u3001\u54cd\u5e94\u5f0f\u7684\u4ea4\u4e92\u3002<\/strong><\/p>\n\n\n\n<p>\u8be5\u7cfb\u7edf\u652f\u6301\u77ed\u97f3\u9891\u7247\u6bb5\u7684\u751f\u6210\u548c\u5b8c\u6574\u66f2\u76ee\u7684\u5236\u4f5c\u3002\u751f\u6210\u7684\u97f3\u9891\u5c55\u793a\u4e86\u5bcc\u6709\u8868\u73b0\u529b\u548c\u52a8\u6001\u7684\u4eba\u58f0\u8868\u6f14\uff0c\u65cb\u5f8b\u52a8\u4eba\uff0c\u5e76\u4e14\u4e50\u5668\u79cd\u7c7b\u7e41\u591a\uff0c\u6db5\u76d6\u591a\u79cd\u98ce\u683c\uff0c\u5c55\u73b0\u51fa\u6210\u719f\u7684\u97f3\u4e50\u6027\u3002<\/p>\n\n\n\n<h5>\u5e26\u97f3\u9891\u53c2\u8003\u7684\u4eba\u58f0\u97f3\u4e50\u751f\u6210<\/h5>\n\n\n\n<p>\u9664\u4e86\u98ce\u683c\u63cf\u8ff0\u5916\uff0c\u6211\u4eec\u7684\u7cfb\u7edf\u8fd8\u652f\u6301\u97f3\u9891\u8f93\u5165\u4f5c\u4e3a\u63d0\u793a\u6765\u6307\u5bfc\u97f3\u4e50\u751f\u6210\u3002\u901a\u8fc7\u6536\u542c\u793a\u4f8b\uff0c\u53ef\u4ee5\u770b\u5230\u8f93\u51fa\u662f\u5982\u4f55\u53c2\u8003\u97f3\u9891\u63d0\u793a\u7684\u97f3\u4e50\u98ce\u683c\u751f\u6210\u7684\u3002\u7531\u4e8e\u7528\u6587\u672c\u6216\u6807\u7b7e\u63cf\u8ff0\u6240\u9700\u97f3\u4e50\u5bf9\u65b0\u624b\u7528\u6237\u6765\u8bf4\u53ef\u80fd\u4e0d\u591f\u76f4\u89c2\uff0c\u56e0\u6b64\u97f3\u9891\u63d0\u793a\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u6709\u6548\u7684\u4ea4\u6d41\u97f3\u4e50\u610f\u56fe\u7684\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u7684\u7cfb\u7edf\u652f\u6301\u4e24\u79cd\u97f3\u9891\u63d0\u793a\u6a21\u5f0f\uff1a\u7ee7\u7eed\u6a21\u5f0f\u548c\u6df7\u97f3\u6a21\u5f0f\u3002\u5728\u7ee7\u7eed\u6a21\u5f0f\u4e2d\uff0c\u4ece\u97f3\u9891\u53c2\u8003\u63d0\u53d6\u7684\u97f3\u9891\u4ee4\u724c\u88ab\u8fde\u63a5\u5230\u524d\u7f00\u4e2d\uff0c\u4ee5\u7ee7\u7eed\u81ea\u56de\u5f52\u751f\u6210\uff0c\u4ece\u800c\u786e\u4fdd\u4e0e\u53c2\u8003\u97f3\u9891\u5728\u7ed3\u6784\u3001\u65cb\u5f8b\u548c\u58f0\u54cd\u4e0a\u7684\u9ad8\u5ea6\u76f8\u4f3c\u3002\u5728\u6df7\u97f3\u6a21\u5f0f\u4e2d\uff0c\u97f3\u9891\u53c2\u8003\u88ab\u8f6c\u6362\u4e3a\u9884\u8bad\u7ec3\u7684\u8054\u5408\u6587\u672c-\u97f3\u9891\u5d4c\u5165\u7a7a\u95f4\u4e2d\u7684\u5d4c\u5165\u5411\u91cf\u3002\u8fd9\u4e00\u5d4c\u5165\u603b\u7ed3\u4e86\u97f3\u9891\u53c2\u8003\u7684\u5168\u5c40\u7279\u5f81\uff0c\u7136\u540e\u88ab\u7eb3\u5165\u524d\u7f00\u4e2d\u4ee5\u6307\u5bfc\u751f\u6210\uff0c\u4f7f\u751f\u6210\u7684\u97f3\u9891\u80fd\u591f\u91c7\u7eb3\u4e0d\u540c\u7684\u98ce\u683c\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e24\u79cd\u6a21\u5f0f\u4e0b\uff0c\u6211\u4eec\u7684\u6a21\u578b\u5c55\u793a\u4e86\u5f3a\u5927\u7684\u80fd\u529b\uff0c\u80fd\u591f\u4fdd\u6301\u8f93\u5165\u6b4c\u8bcd\u4e0e\u97f3\u9891\u53c2\u8003\u4e2d\u56fa\u6709\u6b4c\u8bcd\u4e4b\u95f4\u7684\u8fde\u8d2f\u6027\uff0c\u5373\u4f7f\u5728\u6ca1\u6709\u81ea\u52a8\u6b4c\u8bcd\u8f6c\u5f55\u7684\u5e2e\u52a9\u4e0b\u3002\u5f53\u8f93\u5165\u6b4c\u8bcd\u5728\u7ed3\u6784\u548c\u8bed\u4e49\u4e0a\u4e0e\u97f3\u9891\u53c2\u8003\u4e2d\u7684\u6b4c\u8bcd\u76f8\u4f3c\u65f6\uff0c\u6a21\u578b\u503e\u5411\u4e8e\u6a21\u4eff\u53c2\u8003\u7684\u65cb\u5f8b\u548c\u7ed3\u6784\u3002\u7136\u800c\uff0c\u5f53\u8f93\u5165\u6b4c\u8bcd\u5728\u98ce\u683c\u4e0a\u663e\u8457\u4e0d\u540c\uff08\u4f8b\u5982\u8bed\u8a00\u3001\u7ed3\u6784\u3001\u62bc\u97f5\uff09\u65f6\uff0c\u8fde\u8d2f\u6027\u4f1a\u51cf\u5f31\u3002\u5c3d\u7ba1\u5982\u6b64\uff0c\u6a21\u578b\u4ecd\u80fd\u6709\u6548\u4fdd\u6301\u81ea\u7136\u7684\u8282\u594f\u6a21\u5f0f\u3001\u4e50\u5668\u3001\u58f0\u4e50\u8d28\u91cf\u548c\u6574\u4f53\u97f3\u4e50\u4e3b\u9898\u3002<\/p>\n\n\n\n<h5>\u5668\u4e50\u97f3\u4e50\u751f\u6210<\/h5>\n\n\n\n<p>\u867d\u7136\u97f3\u9891\u57fa\u4e8e\u4ee4\u724c\u7684\u7ba1\u9053\u4e3b\u8981\u8bbe\u8ba1\u752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et al., 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class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"271\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58-1024x271.png\" alt=\"\" class=\"wp-image-20942\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58-1024x271.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58-300x79.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58-768x203.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58-1536x406.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-58.png 1603w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5982\u7b2c3.2\u8282\u6240\u8ff0\uff0c\u751f\u6210\u5668\u4f7f\u7528\u6211\u4eec\u5185\u90e8\u7684MIR\u6a21\u578b\u63d0\u53d6\u7684\u4e50\u8c31\u4ee4\u724c\u8fdb\u884c\u8bad\u7ec3\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u793a\u4f8b\uff0c\u5c55\u793a\u4e86\u81ea\u56de\u5f52\u8bed\u8a00\u6a21\u578b\u5982\u4f55\u6839\u636e\u8f93\u5165\u7684\u6b4c\u8bcd\u548c\u98ce\u683c\u63d0\u793a\u9884\u6d4b\u4e0e\u97f3\u7d20\u5bf9\u9f50\u7684\u97f3\u7b26\uff0c\u4ee5\u53ca\u9002\u5408\u6d41\u6d3e\u7684\u65cb\u5f8b\u548c\u8282\u594f\u3002<\/p>\n\n\n\n<h4>Leadsheet2Song<\/h4>\n\n\n\n<p>Leadsheet2Song\u7ba1\u9053\u6d89\u53ca\u4ece\u4e00\u7cfb\u5217\u4e50\u8c31\u4ee4\u724c\u6e32\u67d3\u5b8c\u6574\u7684\u97f3\u9891\u6df7\u97f3\u3002\u5728\u6f14\u793a\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u751f\u6210\u7684\u58f0\u4e50\u97f3\u4e50\u5982\u4f55\u9075\u5faa\u7ed9\u5b9a\u4e50\u8c31\u4ee4\u724c\u4e2d\u7684\u58f0\u4e50\u65cb\u5f8b\u3001\u97f3\u7d20\u3001\u8282\u594f\u3001\u548c\u5f26\u8fdb\u884c\u548c\u4e50\u5668\u97f3\u7b26\u3002\u6e32\u67d3\u5668\u6709\u6548\u5730\u751f\u6210\u81ea\u7136\u4e14\u5bcc\u6709\u8868\u73b0\u529b\u7684\u591a\u4e50\u5668\u97f3\u4e50\u8868\u6f14\u7684\u7ec6\u5fae\u5dee\u522b\uff0c\u4e3a\u4e13\u4e1a\u4eba\u58eb\u63d0\u4f9b\u4e86\u4e00\u79cd\u5f3a\u5927\u7684\u5de5\u5177\uff0c\u4ee5\u5feb\u901f\u56de\u987e\u97f3\u9891\u7ed3\u679c\uff0c\u800c\u65e0\u9700\u5728\u5408\u6210\u5668\u4e2d\u8fdb\u884c\u7ec6\u81f4\u7684\u53c2\u6570\u8c03\u6574\u3002<\/p>\n\n\n\n<h4>Leadsheet2Vocals<\/h4>\n\n\n\n<p>\u9664\u4e86\u751f\u6210\u5b8c\u6574\u7684\u97f3\u9891\u6df7\u97f3\u5916\uff0cLyrics2Leadsheet2Song\u7cfb\u7edf\u53ef\u4ee5\u914d\u7f6e\u4e3a\u751f\u6210\u5355\u72ec\u7684\u97f3\u8f68\uff0c\u5305\u62ec\u4eba\u58f0\u3001\u9f13\u3001\u4f4e\u97f3\u3001\u94a2\u7434\u548c\u5409\u4ed6\uff0c\u65e2\u53ef\u4ee5\u4f7f\u7528\u7b26\u53f7\u8868\u793a\u4e5f\u53ef\u4ee5\u751f\u6210\u97f3\u9891\u3002\u5531\u6b4c\u58f0\u97f3\u5408\u6210\uff08SVS\uff09\u662f\u8be5\u7cfb\u7edf\u7684\u4e00\u4e2a\u5e94\u7528\uff0c\u5176\u4e2d\u6a21\u578b\u8bbe\u7f6e\u4e3a\u4ec5\u8f93\u51fa\u4eba\u58f0\u97f3\u8f68\uff0c\u5982\u8fd9\u4e9b\u793a\u4f8b\u6240\u793a\u3002<\/p>\n\n\n\n<h4>Music Editing<\/h4>\n\n\n\n<p>\u5728\u672c\u8282\u4e2d\uff0c\u6211\u4eec\u63a2\u8ba8\u97f3\u4e50\u97f3\u9891\u7f16\u8f91\u4f5c\u4e3a\u540e\u671f\u5236\u4f5c\u8fc7\u7a0b\u3002\u7b2c3.3\u8282\u4e2d\u63cf\u8ff0\u7684\u57fa\u4e8e\u6269\u6563\u7684\u65b9\u6cd5\u7684\u975e\u56e0\u679c\u7279\u6027\u4f7f\u5176\u7279\u522b\u9002\u5408\u6b64\u7c7b\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u6587\u672c\u6761\u4ef6\u4e0b\u7684\u4fee\u8865\u4e2d\uff0c\u6269\u6563\u6a21\u578b\u80fd\u591f\u5728\u906e\u853d\u97f3\u9891\u6bb5\u524d\u540e\u8bbf\u95ee\u4e0a\u4e0b\u6587\uff0c\u4ece\u800c\u786e\u4fdd\u66f4\u5e73\u6ed1\u7684\u8fc7\u6e21[Wang et al., 2023c]\u3002\u6211\u4eec\u5c06\u6b64\u6846\u67b6\u89c6\u4e3a\u4e50\u8c31\u6761\u4ef6\u4e0b\u7684\u4fee\u8865\u4efb\u52a1\uff0c\u4ee5\u8bad\u7ec3DiT\u6a21\u578b\u3002\u5728\u63a8\u7406\u8fc7\u7a0b\u4e2d\uff0c\u4fee\u6539\u540e\u7684\u4e50\u8c31\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff0c\u906e\u853d\u4e0e\u4e50\u8c31\u4e2d\u4fee\u6539\u90e8\u5206\u5bf9\u5e94\u7684\u97f3\u9891\u6bb5\u5e76\u91cd\u65b0\u751f\u6210\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u4e9b\u542c\u529b\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u7cfb\u7edf\u5728\u4fdd\u6301\u65cb\u5f8b\u548c\u4f34\u594f\u7684\u540c\u65f6\uff0c\u7cbe\u786e\u4fee\u6539\u6f14\u5531\u6b4c\u8bcd\u7684\u80fd\u529b\uff0c\u652f\u6301\u82f1\u8bed\u548c\u666e\u901a\u8bdd\u7684\u6f14\u5531\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u6b4c\u8bcd\u5728\u540c\u4e00\u8bed\u8a00\u5185\u8fdb\u884c\u4fee\u6539\uff0c\u800c\u5728\u5176\u4ed6\u60c5\u51b5\u4e0b\uff0c\u7cfb\u7edf\u5141\u8bb8\u5728\u8bed\u8a00\u4e4b\u95f4\u4ea4\u66ff\u3002\u6b64\u5916\uff0c\u5728\u8fd9\u4e9b\u793a\u4f8b\u4e2d\uff0c\u6211\u4eec\u5c55\u793a\u4e86\u7528\u6237\u5982\u4f55\u5728\u6307\u5b9a\u7684\u65f6\u95f4\u6bb5\u5185\u7cbe\u786e\u8c03\u6574\u65cb\u5f8b\uff0c\u540c\u65f6\u4fdd\u6301\u6b4c\u8bcd\u3001\u5176\u4f59\u65cb\u5f8b\u548c\u4f34\u594f\u8f68\u9053\u4e0d\u53d8\u3002\u8fd9\u79cd\u65b0\u7684\u201c\u751f\u6210\u97f3\u9891\u7f16\u8f91\u201d\u8303\u5f0f\u8ba9\u6211\u4eec\u611f\u5230\u5174\u594b\uff0c\u56e0\u4e3a\u5b83\u4fdd\u7559\u4e86\u539f\u59cb\u66f2\u76ee\u7684\u97f3\u4e50\u8868\u73b0\u548c\u57fa\u672c\u7279\u8d28\uff0c\u800c\u8fd9\u4e00\u70b9\u5728\u6ca1\u6709\u91cd\u65b0\u5f55\u5236\u4eba\u58f0\u53ca\u539f\u59cb\u4e50\u5668\u97f3\u8f68\u7684\u60c5\u51b5\u4e0b\u4ee5\u5f80\u662f\u590d\u6742\u6216\u51e0\u4e4e\u4e0d\u53ef\u80fd\u5b9e\u73b0\u7684\u3002<\/p>\n\n\n\n<h4>Zero-shot Singing Voice Conversion<\/h4>\n\n\n\n<p>\u4e3a\u521b\u4f5c\u8005\u7f16\u8f91\u58f0\u4e50\u97f3\u4e50\u7684\u6700\u76f4\u89c2\u65b9\u5f0f\u4e4b\u4e00\u662f\u5c06\u58f0\u4e50\u97f3\u8272\u8f6c\u6362\u4e3a\u4e0e\u5176\u81ea\u8eab\u58f0\u97f3\u76f8\u5339\u914d\u7684\u97f3\u8272\u3002\u672c\u8282\u63a2\u8ba8\u4e86\u4f5c\u4e3aSeed-Music\u5957\u4ef6\u6700\u7ec8\u7ec4\u6210\u90e8\u5206\u7684\u5531\u6b4c\u58f0\u97f3\u8f6c\u6362\uff08VC\uff09\u7cfb\u7edf\u3002\u5c3d\u7ba1\u6211\u4eec\u7684\u5531\u6b4cVC\u65b9\u6cd5\u4e0eSeed-TTS\u4e2d\u4ecb\u7ecd\u7684\u8bed\u97f3VC\u6709\u76f8\u4f3c\u4e4b\u5904\uff0c\u4f46\u5728\u58f0\u4e50\u751f\u6210\u80cc\u666f\u4e0b\u7684\u58f0\u97f3\u514b\u9686\u548c\u8f6c\u6362\u9762\u4e34\u66f4\u5927\u7684\u6311\u6218[Arik et al., 2018]\uff1a<\/p>\n\n\n\n<ul><li><strong>\u58f0\u4e50\u6df7\u5408<\/strong>\uff1a\u58f0\u4e50\u97f3\u4e50\u901a\u5e38\u7531\u58f0\u4e50\u548c\u80cc\u666f\u4e50\u5668\u4f34\u594f\u7ec4\u6210\uff0c\u4e24\u8005\u5728\u548c\u58f0\u548c\u8282\u594f\u65b9\u9762\u5177\u6709\u5f3a\u4e00\u81f4\u6027\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bed\u97f3\u4fe1\u53f7\u5f80\u5f80\u5305\u542b\u4e0e\u8bed\u97f3\u5185\u5bb9\u65e0\u5173\u7684\u80cc\u666f\u73af\u5883\u58f0\u97f3\u3002\u5c3d\u7ba1\u73b0\u4ee3MSS\u6a21\u578b\u53ef\u4ee5\u9694\u79bb\u58f0\u4e50\uff0c\u4f46\u901a\u5e38\u4f1a\u5f15\u5165\u964d\u4f4e\u8d28\u91cf\u7684\u4f2a\u5f71\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u5f00\u53d1\u4e00\u4e2a\u53ef\u6269\u5c55\u7684\u7cfb\u7edf\uff0c\u80fd\u591f\u76f4\u63a5\u5904\u7406\u58f0\u4e50\u4e0e\u80cc\u666f\u8f68\u9053\u7684\u6df7\u5408\uff0c\u800c\u4e0d\u4f9d\u8d56MSS\uff0c\u4ece\u800c\u907f\u514d\u8fd9\u4e9b\u4f2a\u5f71\u3002<\/li><li><strong>\u58f0\u4e50\u8303\u56f4<\/strong>\uff1a\u5531\u6b4c\u58f0\u97f3\u7684\u97f3\u9ad8\u8303\u56f4\u8fdc\u5927\u4e8e\u8bed\u97f3\u3002\u5728\u96f6-shot\u5531\u6b4cVC\u4e2d\uff0c\u7cfb\u7edf\u5fc5\u987b\u5c06\u53c2\u8003\u58f0\u97f3\u7684\u97f3\u9ad8\u8303\u56f4\u63a8\u5e7f\u5230\u5408\u6210\u7684\u5531\u6b4c\u58f0\u97f3\uff0c\u8fd9\u5bf9\u6a21\u578b\u7684\u9c81\u68d2\u6027\u63d0\u51fa\u4e86\u5f88\u9ad8\u8981\u6c42\u3002<\/li><li><strong>\u58f0\u4e50\u6280\u5de7<\/strong>\uff1a\u5531\u6b4c\u58f0\u97f3\u5177\u6709\u9ad8\u5ea6\u8868\u73b0\u529b\uff0c\u5e76\u6d89\u53ca\u6bd4\u8bed\u97f3\u66f4\u591a\u7684\u6280\u5de7\u3002\u540c\u4e00\u4f4d\u6b4c\u624b\u5728\u6b4c\u5267\u4e2d\u3001\u97f3\u4e50\u5267\u6216\u7235\u58eb\u5373\u5174\u4e2d\u6f14\u5531\u65f6\uff0c\u542c\u8d77\u6765\u53ef\u80fd\u622a\u7136\u4e0d\u540c\u3002\u5531\u6b4cVC\u7cfb\u7edf\u5fc5\u987b\u51c6\u786e\u6355\u6349\u548c\u91cd\u73b0\u8fd9\u4e9b\u8868\u73b0\u6027\u6280\u5de7\uff0c\u540c\u65f6\u5904\u7406\u6e05\u6670\u53d1\u97f3\u548c\u97f5\u5f8b\u7b49\u5e38\u89c4\u8bed\u97f3\u7279\u5f81\u3002<\/li><li><strong>\u5531\u6b4c\u4e0e\u8bed\u97f3\u53c2\u8003<\/strong>\uff1a\u5728VC\u5e94\u7528\u4e2d\uff0c\u7528\u6237\u901a\u5e38\u63d0\u4f9b\u8bed\u97f3\u4f5c\u4e3a\u53c2\u8003\u58f0\u97f3\uff0c\u65e0\u8bba\u662f\u7528\u4e8e\u8bed\u97f3\u8fd8\u662f\u5531\u6b4c\u5408\u6210\u3002\u6211\u4eec\u7684\u7cfb\u7edf\u4e13\u95e8\u8bbe\u8ba1\u4e3a\u80fd\u591f\u63a5\u53d7\u65e0\u8bba\u662f\u8bed\u97f3\u8fd8\u662f\u5531\u6b4c\u7684\u53c2\u8003\u58f0\u97f3\uff0c\u5e76\u80fd\u591f\u6709\u6548\u5730\u4f7f\u7528\u77ed\u8bed\u97f3\u7247\u6bb5\u4f5c\u4e3a\u53c2\u8003\u8fdb\u884c\u5531\u6b4cVC\u3002<\/li><li><strong>\u4e1a\u4f59\u4e0e\u4e13\u4e1a\u5531\u6b4c<\/strong>\uff1a\u4e0e\u8bed\u97f3VC\u6570\u636e\u76f8\u6bd4\uff0c\u4e1a\u4f59\u5531\u6b4c\u4e0e\u4e13\u4e1a\u5531\u6b4c\u7684\u914d\u5bf9\u6570\u636e\u663e\u8457\u8f83\u5c11\u3002\u8fd9\u4f7f\u5f97\u5531\u6b4cVC\u7279\u522b\u5177\u6709\u6311\u6218\u6027\uff0c\u56e0\u4e3a\u6a21\u578b\u5fc5\u987b\u9002\u5e94\u975e\u4e13\u4e1a\u5531\u6b4c\u8f93\u5165\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u4e13\u4e1a\u8d28\u91cf\u7684\u8868\u73b0\u3002\u4f8b\u5982\uff0c\u5982\u679c\u7528\u6237\u63d0\u4f9b\u7684\u5531\u6b4c\u53c2\u8003\u97f3\u8c03\u4e0d\u51c6\uff0c\u5531\u6b4cVC\u7cfb\u7edf\u4e0d\u4ec5\u8981\u6355\u6349\u5176\u58f0\u97f3\u7684\u97f3\u8272\uff0c\u8fd8\u5fc5\u987b\u7ea0\u6b63\u97f3\u9ad8\u3002<\/li><\/ul>\n\n\n\n<p>\u542c\u529b\u793a\u4f8b\u5c55\u793a\u4e86\u6211\u4eec\u7684\u5531\u6b4cVC\u7cfb\u7edf\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u8868\u73b0\u3002\u7ed3\u679c\u7684\u8d28\u91cf\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u53c2\u8003\u58f0\u97f3\u4e0e\u76ee\u6807\u5531\u6b4c\u4fe1\u53f7\u4e4b\u95f4\u7684\u76f8\u4f3c\u6027\u3002\u4f8b\u5982\uff0c\u5f53\u4e24\u8005\u90fd\u662f\u7528\u82f1\u8bed\u6f14\u5531\u7684\u7537\u6027\u58f0\u97f3\u65f6\uff0c\u6548\u679c\u6700\u4f73\u3002\u7136\u800c\uff0c\u5904\u7406\u8de8\u6027\u522b\u548c\u8de8\u8bed\u8a00\u7684\u60c5\u51b5\u66f4\u5177\u6311\u6218\u6027\uff0c\u5f80\u5f80\u4f1a\u5bfc\u81f4\u4f2a\u5f71\u3001\u5931\u771f\u548c\u53d1\u97f3\u4e0d\u4e00\u81f4\u7b49\u95ee\u9898\u3002<\/p>\n\n\n\n<h3>\u7ed3\u8bba<\/h3>\n\n\n\n<p>\u5728\u672c\u62a5\u544a\u4e2d\uff0c\u6211\u4eec\u4ecb\u7ecd\u4e86Seed-Music\uff0c\u8fd9\u662f\u4e00\u4e2a\u5168\u9762\u7684\u97f3\u4e50\u751f\u6210\u548c\u7f16\u8f91\u7cfb\u7edf\u5957\u4ef6\uff0c\u65e8\u5728\u652f\u6301\u591a\u6837\u5316\u7684\u97f3\u4e50\u521b\u4f5c\u5de5\u4f5c\u6d41\u7a0b\u3002\u6211\u4eec\u5c55\u793a\u4e86\u8be5\u7cfb\u7edf\u5982\u4f55\u57fa\u4e8e\u591a\u6a21\u6001\u8f93\u5165\uff08\u5305\u62ec\u6b4c\u8bcd\u3001\u98ce\u683c\u63cf\u8ff0\u3001\u97f3\u9891\u53c2\u8003\u3001\u4e50\u8c31\u548c\u58f0\u97f3\u63d0\u793a\uff09\u751f\u6210\u9ad8\u8d28\u91cf\u7684\u58f0\u4e50\u97f3\u4e50\u3002\u6211\u4eec\u7684\u7edf\u4e00\u6846\u67b6\u901a\u8fc7\u4e09\u79cd\u4e2d\u95f4\u8868\u793a\uff08\u5373\u97f3\u9891\u6807\u8bb0\u3001\u4e50\u8c31\u6807\u8bb0\u548c\u58f0\u7801\u5668\u6f5c\u5728\u8868\u793a\uff09\u53ca\u5176\u76f8\u5173\u7b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\u8bba\u6587\uff1a\u300aSeed-Music: G &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/09\/19\/seed-music-generating-high-quality-music-in-a-controlled-way\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Seed-Music: 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