{"id":21408,"date":"2024-10-12T10:01:16","date_gmt":"2024-10-12T02:01:16","guid":{"rendered":"http:\/\/139.9.1.231\/?p=21408"},"modified":"2024-10-12T10:01:17","modified_gmt":"2024-10-12T02:01:17","slug":"openmusic","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2024\/10\/12\/openmusic\/","title":{"rendered":"OpenMusic\uff1a\u97f3\u4e50\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\uff0c\u66f4\u6709\u4e50\u611f"},"content":{"rendered":"\n<p class=\"has-text-align-center\"><a href=\"https:\/\/mp.weixin.qq.com\/s\/FKA9lR0eqoa69JrfpR2n3g\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e2d\u79d1\u5927&amp;\u79d1\u5927\u8baf\u98de\u91cd\u78c5\u5f00\u6e90OpenMusic<\/a><\/p>\n\n\n\n<p class=\"has-text-align-center\">\u6587\u7ae0\u94fe\u63a5\uff1a<em><a href=\"https:\/\/arxiv.org\/pdf\/2405.15863\">https:\/\/arxiv.org\/pdf\/2405.15863<\/a><\/em><br>\u4ee3\u7801\u94fe\u63a5\uff1a<a href=\"https:\/\/github.com\/ivcylc\/qa-mdt\" target=\"_blank\" rel=\"noreferrer noopener\"><em>https:\/\/github.com\/ivcylc\/qa-mdt<\/em><\/a><br>Huggingface\u94fe\u63a5\uff1a<em><a href=\"https:\/\/huggingface.co\/spaces\/jadechoghari\/OpenMusic\">https:\/\/huggingface.co\/spaces\/jadechoghari\/OpenMusic<\/a><\/em><br>Demo\u94fe\u63a5\uff1a<em><a href=\"https:\/\/qa-mdt.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/qa-mdt.github.io\/ <\/a><\/em>\u00a0\uff08chatgpt * 30\uff0c musiccaps * 30\uff09<\/p>\n\n\n\n\n\n<ul><li>\u63d0\u51fa\u4e86\u4e00\u79cd\u8d28\u91cf\u611f\u77e5\u8bad\u7ec3\u8303\u5f0f\uff0c<strong>\u4f7f\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u80fd\u591f\u611f\u77e5\u6570\u636e\u96c6\u7684\u8d28\u91cf\uff0c\u4ece\u800c\u5728\u97f3\u4e50\u6027\uff08\u7f8e\u5b66\u89d2\u5ea6\uff09\u548c\u97f3\u9891\u8d28\u91cf\u65b9\u9762\u5b9e\u73b0\u5353\u8d8a\u7684\u97f3\u4e50\u751f\u6210\u6548\u679c\u3002<\/strong><\/li><li>\u521b\u65b0\u6027\u5730\u5c06masked\u6269\u6563Transformer\u5f15\u5165\u5230\u97f3\u4e50\u4fe1\u53f7\u4e2d\uff0c\u5c55\u793a\u4e86\u5176\u5728\u5efa\u6a21\u97f3\u4e50\u6f5c\u5728\u7a7a\u95f4\u4e0a\u7684\u72ec\u7279\u6548\u679c\uff0c\u4ee5\u53ca\u5176\u5728\u8d28\u91cf\u63a7\u5236\u611f\u77e5\u65b9\u9762\u7684\u5353\u8d8a\u80fd\u529b\uff0c\u4ece\u800c\u8fdb\u4e00\u6b65\u63d0\u5347\u4e86\u751f\u6210\u97f3\u4e50\u7684\u8d28\u91cf\u548c\u97f3\u4e50\u6027\u3002<\/li><li><strong>\u89e3\u51b3\u4e86\u5927\u578b\u97f3\u4e50\u6570\u636e\u96c6\u4e2d\u6587\u672c\u4e0e\u97f3\u9891\u4f4e\u76f8\u5173\u6027\u7684\u95ee\u9898\uff0c\u6709\u6548\u63d0\u9ad8\u4e86\u6587\u672c\u5bf9\u9f50\u5ea6\u548c\u751f\u6210\u7684\u591a\u6837\u6027\u3002<\/strong><\/li><\/ul>\n\n\n\n<h2>\u80cc\u666f<\/h2>\n\n\n\n<p>\u8fd1\u5e74\u6765\uff0c\u57fa\u4e8e\u6269\u6563\u7684\u6587\u672c\u5230\u97f3\u4e50\uff08TTM\uff09\u751f\u6210\u65b9\u6cd5\u9010\u6e10\u53d7\u5230\u91cd\u89c6\uff0c\u63d0\u4f9b\u4e86\u4e00\u79cd\u521b\u65b0\u7684\u65b9\u6cd5\uff0c\u5c06\u6587\u672c\u63cf\u8ff0\u5408\u6210\u97f3\u4e50\u5185\u5bb9\u3002\u8981\u5728\u8fd9\u4e00\u751f\u6210\u8fc7\u7a0b\u4e2d\u5b9e\u73b0\u9ad8\u51c6\u786e\u6027\u548c\u591a\u6837\u6027\uff0c\u5fc5\u987b\u4f9d\u8d56\u5927\u91cf\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u5305\u62ec\u9ad8\u4fdd\u771f\u97f3\u9891\u6ce2\u5f62\u548c\u8be6\u7ec6\u7684\u6587\u672c\u63cf\u8ff0\uff0c\u4f46\u8fd9\u4e9b\u901a\u5e38\u4ec5\u5360\u73b0\u6709\u6570\u636e\u96c6\u4e2d\u7684\u4e00\u5c0f\u90e8\u5206\u3002\u5728\u5f00\u6e90\u6570\u636e\u96c6\u4e2d\uff0c\u4f4e\u8d28\u91cf\u97f3\u4e50\u6ce2\u5f62\u3001\u6807\u7b7e\u9519\u8bef\u3001\u5f31\u6807\u7b7e\u548c\u65e0\u6807\u7b7e\u6570\u636e\u7b49\u95ee\u9898\u663e\u8457\u963b\u788d\u4e86\u97f3\u4e50\u751f\u6210\u6a21\u578b\u7684\u53d1\u5c55\u3002\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u6311\u6218\uff0c\u4eca\u5929\u548c\u5927\u5bb6\u5206\u4eab\u4e00\u79cd\u5168\u65b0\u7684\u9ad8\u8d28\u91cf\u97f3\u4e50\u751f\u6210\u8303\u5f0f\uff0c\u8be5\u8303\u5f0f\u7ed3\u5408\u4e86\u8d28\u91cf\u611f\u77e5\u8bad\u7ec3\u7b56\u7565\uff0c\u4f7f\u751f\u6210\u6a21\u578b\u80fd\u591f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u8fa8\u522b\u8f93\u5165\u97f3\u4e50\u6ce2\u5f62\u7684\u8d28\u91cf\u3002\u5229\u7528\u97f3\u4e50\u4fe1\u53f7\u7684\u72ec\u7279\u7279\u6027\uff0c\u9996\u5148\u9488\u5bf9TTM\u4efb\u52a1\u8c03\u6574\u5e76\u5b9e\u73b0\u4e86\u4e00\u4e2a\u63a9\u7801\u6269\u6563Transformer\uff08MDT\uff09\u6a21\u578b\uff0c\u5c55\u73b0\u51fa\u5176\u5728\u8d28\u91cf\u63a7\u5236\u548c\u97f3\u4e50\u6027\u589e\u5f3a\u65b9\u9762\u7684\u72ec\u7279\u80fd\u529b\u3002\u6b64\u5916\uff0c\u8fd8\u901a\u8fc7\u5b57\u5e55\u4f18\u5316\u6570\u636e\u5904\u7406\u65b9\u6cd5\u89e3\u51b3\u4e86TTM\u4e2d\u4f4e\u8d28\u91cf\u5b57\u5e55\u7684\u95ee\u9898\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u5728MusicCaps\u548cSong-Describer\u6570\u636e\u96c6\u4e0a\u53d6\u5f97\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\uff08SOTA\uff09\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u5f53\u524d\u97f3\u4e50\u751f\u6210\uff08\u97f3\u6548\u751f\u6210\uff09\u9886\u57df\u7684\u95ee\u9898\u4e3a\u8d28\u91cf\u4f4e\uff0c\u5177\u4f53\u6765\u8bf4\u5206\u4e3a\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul><li>\u5927\u90e8\u5206\u7684\u5f00\u6e90\u6570\u636e\u96c6\u97f3\u8d28\u4f4e\uff08FMA\uff0cAudioSet\uff0cMSD\uff09\uff0c\u65cb\u5f8b\u6742\u4e71<\/li><li>\u97f3\u4e50\u6027\uff08\u7f8e\u5b66\u89d2\u5ea6\uff09\u5dee<\/li><li>\u6587\u672c\u5bf9\u9f50\u5ea6\u4f4e\uff0c\u5927\u591a\u6570\u7684\u97f3\u9891\u5904\u4e8e\u5c11\u6807\u7b7e\uff0c\u5f31\u6807\u7b7e\uff0c\u9519\u6807\u7b7e\u3002\u5176\u4e2d\uff0c \u7b2c1\u70b9\u53ef\u4ee5\u7531\u4e0b\u56fe\u84dd\u8272\u5206\u5e03CLAP\u5206\u6570\u8868\u5f81\uff0c2\uff0c3\u70b9\u53ef\u4ee5\u7531\u6570\u636e\u96c6\u7684\u5e73\u5747MOS\u5206\u5e03\u8868\u5f81\uff08\u989c\u8272\u7531\u00a0\u03bc +\u03b1 * \u03c3\u00a0\u5206\u5272\uff09<\/li><\/ul>\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-116.png\" alt=\"\" class=\"wp-image-21424\" width=\"351\" height=\"315\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-116.png 720w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-116-300x270.png 300w\" sizes=\"(max-width: 351px) 100vw, 351px\" \/><figcaption>\u56fe 1\uff1a\u5927\u89c4\u6a21\u5f00\u6e90\u97f3\u4e50\u6570\u636e\u5e93 AudioSet\u00a0\u548c FMA\u00a0\u7684 CLAP \u76f8\u4f3c\u6027\u548c\u4f2a MOS \u7684\u5206\u5e03\u66f2\u7ebf\uff0c\u5176\u4e2d\u8f83\u6697\u7684\u533a\u57df\u4ee3\u8868\u8f83\u9ad8\u7684\u6587\u672c\u97f3\u9891\u5bf9\u9f50\u6216\u97f3\u9891\u8d28\u91cf\u3002<\/figcaption><\/figure><\/div>\n\n\n\n<h2><strong>\u521b\u65b0\u65b9\u6cd5\u53ca\u601d\u8def<\/strong><\/h2>\n\n\n\n<h3><strong>\u8d28\u91cf\u4fe1\u606f\u6ce8\u5165<\/strong><\/h3>\n\n\n\n<p><strong>\u89e3\u51b3\uff1a<\/strong>&nbsp;<strong>\u5f15\u5165\u8d28\u91cf\u611f\u77e5\u8bad\u7ec3\u7b56\u7565<\/strong>\u3002\u91c7\u7528\u4e3b\u89c2\u6570\u636e\u96c6\u4e2d\u7684MOS\u5206\u8bad\u7ec3\u51fa\u7684\u8d28\u91cf\u8bc4\u5206\u6a21\u578b\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6ce8\u5165\uff08\u4f2aMOS\u5206\uff09\u97f3\u9891\u8d28\u91cf\u4fe1\u606f\u3002<\/p>\n\n\n\n<p>\u4e24\u79cd\u6ce8\u5165\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<ul><li>\u5229\u7528&nbsp;<strong>text encoder<\/strong>&nbsp;\u5bf9\u5206\u7ea7\u540e\u7684 low quality, medium quality, high quality \u8d28\u91cf\u6587\u672c\u8fdb\u884ccross attn\u5d4c\u5165 \u3010\u7c97\u7c92\u5ea6\uff0c\u9002\u914dunet\u67b6\u6784\u548ctransformer\u7c7b\u67b6\u6784\u3011<\/li><li>\u53c2\u8003U-ViT\u5185 \u65f6\u95f4\u4fe1\u606f\u548clabel\u4fe1\u606f\u7684\u878d\u5165\u65b9\u5f0f\uff0c\u4ee5\u91cf\u5316\uff08\u9608\u503c\u7531 \u51b3\u5b9a\uff09\u540e\u8f6c\u6362\u4e3aquality embedding\uff0c \u4ee5token \u5f62\u5f0f\u8fdb\u884c\u63a7\u5236\u6ce8\u5165,\u3010\u7ec6\u7c92\u5ea6\uff0c\u5e76\u4e14\u53ea\u9002\u914dtransformer\u7c7b\u67b6\u6784\u3011<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"554\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-117-1024x554.png\" alt=\"\" class=\"wp-image-21431\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-117-1024x554.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-117-300x162.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-117-768x415.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-117.png 1417w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u7ed3\u8bba<\/strong>\uff1a\u8d28\u91cf\u611f\u77e5\u7b56\u7565\u5141\u8bb8\u4e86\u5728\u63a8\u7406\u9636\u6bb5\u4ee5<strong>\u9ad8\u8d28\u91cf\u6587\u672c\u548c\u8d28\u91cftoken\u8fdb\u884c\u5f15\u5bfc<\/strong>\uff0c\u4ece\u800c\u751f\u6210\u663e\u8457\u9ad8\u4e8e\u8bad\u7ec3\u96c6\u5e73\u5747\u8d28\u91cf\u7684\u97f3\u9891\u3002<\/p>\n\n\n\n<p>\u4ee5\u7c7b\u4f3c<strong>\u89e3\u8026\u7684\u65b9\u5f0f<\/strong>\u5728\u8bad\u7ec3\u4e2d\u611f\u77e5\u97f3\u9891\u7684\u8d28\u91cf\uff08\u7c7b\u4f3cTTS\u4e2d\u5206\u79bb\u51fa\u97f3\u8272\u8bad\u7ec3\uff09\uff0c\u4ece\u800c\u66f4\u597d\u5730\u4fc3\u8fdb\u4e86\u6a21\u578b\u7684\u8bad\u7ec3<strong>\uff08\u5927\u5e45\u964d\u4f4eFAD\uff0cKL\uff0c\u5e76\u63d0\u5347IS\uff0cREL\uff0cCLAP\u7b49\u6307\u6807\uff09<\/strong>\u3002<\/p>\n\n\n\n<p>\u6211\u4eec\u8fd8\u53d1\u73b0\uff0c\u7c97\u7c92\u5ea6\u6587\u672c\u63a7\u5236\u548c\u7ec6\u7c92\u5ea6token\u63a7\u5236<strong>\u76f8\u7ed3\u5408<\/strong>\uff0c\u66f4\u6709\u52a9\u4e8e\u6a21\u578b\u8bad\u7ec3\u4e2d\u89e3\u8026\uff0c\u611f\u77e5\uff0c\u5e76\u63a7\u5236\u66f4\u9ad8\u8d28\u91cf\u97f3\u9891\u7684\u751f\u6210\uff0c\u4ece\u800c\u89e3\u51b3\u8bad\u7ec3\u6570\u636e\u96c6\u5f71\u54cd\u7684\u95ee\u9898<\/p>\n\n\n\n<h3><strong>\u8d28\u91cf\u611f\u77e5\u578b masked\u6269\u6563Transformer<\/strong><\/h3>\n\n\n\n<p><strong>\u89e3\u51b3<\/strong>\uff1a\u4ece\u97f3\u4e50\u6027\u5efa\u6a21\u89d2\u5ea6\uff0c\u6211\u4eec\u53d1\u73b0 U-ViT\/DiT \u7c7b\u67b6\u6784\u5bf9\u9891\u8c31\u9690\u7a7a\u95f4\u5efa\u6a21\u4e5f\u5177\u6709\u56fe\u50cf\u4e0a\u8868\u8fbe\u7684scale ability\uff0c\u5e76\u80fd\u66f4\u597d\u5efa\u6a21\u8c10\u6ce2\uff0c\u97f3\u8272\u7b49\u65b9\u9762\uff08\u53cd\u5e94\u5728\u4e3b\u89c2\u8bc4\u5206\uff09<\/p>\n\n\n\n<p><strong>\u4f18\u5316<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u5bf9\u9891\u8c31\u5207\u7247\u800c\u8a00\uff0c\u6b64\u7c7b\u7ed3\u6784\u7684\u6536\u655b\u901f\u5ea6\u6162\u3002\u6d88\u878d\u6570\u636e\u96c6\u4e2d\uff0c20w\u6b65\u65f6\u4f9d\u7136\u4e0d\u80fd\u5f88\u597d\u63a7\u5236\u6536\u655b\uff0c\u63a8\u6d4b\u6765\u6e90\u4e8e\u65f6\u57df\/\u9891\u57df\u76f8\u5173\u6027\u5f31\u3002\u6545\u5728\u9884\u8bad\u7ec3\u9636\u6bb5\u52a0\u5165\u63a9\u7801\uff0c\u52a0\u901f\u8bad\u7ec3\u901f\u5ea6\u548c\u9891\u8c31\u5173\u8054\u6027\u3002\u5fae\u8c03\u9636\u6bb5\u4ee5\u9ad8\u8d28\u91cf\u6570\u636e\u8fdb\u4e00\u6b65\u5f3a\u5316\u6a21\u578b\uff085W\u6b65\u5c31\u6709\u6536\u655b\u8ff9\u8c61\uff09\u3002<\/li><li>\u76f8\u6bd4\u4e8eU-Net\uff0ctransformer based\u67b6\u6784\u5bf9text encoder\u7684\u8d28\u91cf\u4fe1\u606f\u611f\u77e5\u80fd\u529b\u589e\u5f3a\uff0c\u5e76\u4e14U-ViT \u5f0f token \u8d28\u91cf\u878d\u5165\u7b56\u7565\u663e\u8457\u6709\u6548\u8fdb\u4e00\u6b65\u63d0\u5347\u8d28\u91cf\u5e76\u964d\u4f4e\u5ba2\u89c2\u6307\u6807<\/li><li>\u56fe\u50cf\u4e2d\u5207\u5757\u672a\u8003\u8651 overlap\uff0c\u63a2\u7a76\u4e86overlap\u7b56\u7565\u5728\u5408\u6210\u4e2d\u7684\u4f5c\u7528\uff08\u5927\u5e45\u964d\u4f4eFAD\uff0c\u4f46\u5728\u4e3b\u89c2\u542c\u611f\u4e0a\u6709trade off\uff09<\/li><\/ul>\n\n\n\n<h3><strong>\u4f18\u5316\u97f3\u4e50\u6807\u6ce8\u63cf\u8ff0<\/strong><\/h3>\n\n\n\n<p><strong>\u89e3\u51b3<\/strong>\uff1a\u9996\u6b21\u5728\u97f3\u4e50\u751f\u6210\u9886\u57df\u4f7f\u7528\u9884\u8bad\u7ec3\u6807\u6ce8\u6a21\u578b\uff08LP-Musiccaps\uff09\u8fdb\u884c\u5927\u89c4\u6a21\u6807\u6ce8<strong>\u4f18\u5316<\/strong>\uff1a<\/p>\n\n\n\n<ul><li>\u8003\u8651\u5230\u6807\u6ce8\u6a21\u578b\u7684\u4e0d\u5145\u5206\u8bad\u7ec3\u5bfc\u81f4\u9519\u6807\uff0c\u4ee5CLAP\u6587\u672c-\u97f3\u9891\u5206\u6570+\u9608\u503c\u7b5b\u9009\u4f4e\u5206\u6570\u636e<\/li><li>\u8003\u8651\u5230\u539f\u59cb\u6807\u6ce8\u4e2d\u6709\u4e9b\u8bcd\uff08\u4f8b\u5982\u8bf4American\uff0cR&amp;B\u7b49\u6807\u6ce8\u5668\u4e0d\u4e00\u5b9a\u80fd\u6807\u6ce8\u51fa\u7684\u8bcd\uff09\u3002\u4f7f\u7528CLAP\u5206\u6570\u8fc7\u6ee4\u51fa\u751f\u6210\u7684\u4e0e\u539f\u59cb\u7684\u6587\u672c\u76f8\u4f3c\u5ea6\u4f4e\u4f4e\u6570\u636e\uff0c\u5229\u7528\u8bed\u8a00\u6a21\u578b \u878d\u5408\u539f\u59cb\u6807\u6ce8\u4e2d<strong>\u6709\u7528\u4fe1\u606f<\/strong>\u3002<\/li><\/ul>\n\n\n\n<h2><strong>\u5b9e\u9a8c<\/strong><\/h2>\n\n\n\n<p><strong>\u603b\u4f53\u5bf9\u6bd4\u4e0e\uff0c\u5bf9\u6bd4U-net\u67b6\u6784\u548ctransformer based\u67b6\u6784<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"365\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-118-1024x365.png\" alt=\"\" class=\"wp-image-21438\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-118-1024x365.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-118-300x107.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-118-768x274.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-118.png 1441w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u5bf9\u6bd4overlap\u7b56\u7565\u548cpatch size<\/strong>:<\/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-119.png\" alt=\"\" class=\"wp-image-21440\" width=\"470\" height=\"236\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-119.png 691w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-119-300x151.png 300w\" sizes=\"(max-width: 470px) 100vw, 470px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u8d28\u91cf\u611f\u77e5\u6d88\u878d<\/strong><\/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-120.png\" alt=\"\" class=\"wp-image-21442\" width=\"489\" height=\"432\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-120.png 964w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-120-300x265.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-120-768x680.png 768w\" sizes=\"(max-width: 489px) 100vw, 489px\" \/><\/figure><\/div>\n\n\n\n<p>\u6b64\u56fe\u8bc1\u660e\u4e86\u76f8\u6bd4\u4e8e\u65e0\u8d28\u91cf\u611f\u77e5\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u751f\u6210\u8d28\u91cf\u548c\u5ba2\u89c2\u6307\u6807\u3002\u5e76\u4e14\uff0cMDT\uff08\u6211\u4eec\u7684\u67b6\u6784\uff09\u6bd4 U-Net \u5728\u6587\u672c\u8d28\u91cf\u63a7\u5236\u611f\u77e5\u4e0a\u7684\u72ec\u7279\u4f18\u52bf\uff08\u751f\u6210\u8d28\u91cf\u66f4\u9ad8\uff0c\u603b\u4f53\u5ba2\u89c2\u6307\u6807\u66f4\u597d\uff09<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"448\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121-1024x448.png\" alt=\"\" class=\"wp-image-21443\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121-1024x448.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121-300x131.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121-768x336.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121-1536x671.png 1536w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-121.png 1663w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5de6\u56fe\u5c55\u793a\u4e86 token as control \u7684\u51c6\u786e\u611f\u77e5\u63a7\u5236\u751f\u6210\u80fd\u529b\uff0c\u751f\u6210\u7684\u9ad8\u8d28\u91cf\u6570\u636e\uff08\u9ec4\u8272\u533a\u57df\uff09\u663e\u8457\u9ad8\u4e8e\u8bad\u7ec3\u96c6MOS\u5206\u3002<\/p>\n\n\n\n<p>\u53f3\u56fe\u5c55\u793a\u4e86\u6587\u672c\u8d28\u91cf\u63a7\u5236\u548ctoken\u8d28\u91cf\u63a7\u5236\u7684\u7ed3\u5408\u6548\u679c\u4e0e\u5355\u7eaftoken\u548c\u6587\u672c\u63a7\u5236\u7684\u5bf9\u6bd4\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-122.png\" alt=\"\" class=\"wp-image-21445\" width=\"470\" height=\"215\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-122.png 754w, http:\/\/139.9.1.231\/wp-content\/uploads\/2024\/10\/image-122-300x138.png 300w\" sizes=\"(max-width: 470px) 100vw, 470px\" \/><\/figure><\/div>\n\n\n\n<p><strong>\u4e3b\u89c2\u8bc4\u6d4b\u7ed3\u679c<\/strong><\/p>\n\n\n\n<ul><li>PO\uff1a\u4ea7\u54c1\u8fd0\u8425<\/li><li>PMP\uff1a\u4e13\u4e1a\u97f3\u4e50\u5236\u4f5c\u4eba<\/li><li>VE\uff1a\u89c6\u9891\u7f16\u8f91\u4eba<\/li><li>BEGINNERS\uff1a\u4e0d\u61c2\u97f3\u4e50\u7684\u5c0f\u767d<\/li><\/ul>\n\n\n\n<p>\u5404\u4e2a\u4eba\u7684\u8bc4\u5206\u4e0b\uff0c\u5747\u6709\u4f18\u52bf\u3002<\/p>\n\n\n\n<h2><strong>\u7ed3\u8bba\u4e0e\u5c55\u671b<\/strong><\/h2>\n\n\n\n<p>\u672c\u7814\u7a76\u8bc6\u522b\u51fa\u5927\u89c4\u6a21\u97f3\u9891\u8d28\u91cf\u4e0d\u5747\u548c\u6587\u672c\u6807\u6ce8\u672a\u5bf9\u9f50\u6240\u5e26\u6765\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u6311\u6218\u963b\u788d\u4e86\u57fa\u4e8e\u6269\u6563\u7684\u6587\u672c\u5230\u97f3\u4e50\uff08TTM\uff09\u751f\u6210\u7684\u53d1\u5c55\u3002\u901a\u8fc7\u91c7\u7528\u57fa\u4e8ep-MOS\u7684\u65b0\u578b\u8d28\u91cf\u611f\u77e5\u5b66\u4e60\u65b9\u6cd5\uff0c\u4ee5\u53ca\u4ee5masked\u6269\u6563Transformer\u4f5c\u4e3a\u6269\u6563\u8fc7\u7a0b\u7684\u4e3b\u5e72\uff0c\u5728\u97f3\u4e50\u751f\u6210\u4e2d\u5b9e\u73b0\u4e86\u66f4\u9ad8\u7684\u751f\u6210\u8d28\u91cf\u548c\u97f3\u4e50\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e2d\u79d1\u5927&amp;\u79d1\u5927\u8baf\u98de\u91cd\u78c5\u5f00\u6e90OpenMusic \u6587\u7ae0\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/24 &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2024\/10\/12\/openmusic\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">OpenMusic\uff1a\u97f3\u4e50\u751f\u6210\u66f4\u9ad8\u8d28\u91cf\uff0c\u66f4\u6709\u4e50\u611f<\/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\/21408"}],"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=21408"}],"version-history":[{"count":32,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21408\/revisions"}],"predecessor-version":[{"id":21447,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/21408\/revisions\/21447"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=21408"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=21408"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=21408"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}