{"id":627,"date":"2026-03-04T16:17:23","date_gmt":"2026-03-04T08:17:23","guid":{"rendered":"https:\/\/aitimes.link\/?p=627"},"modified":"2026-03-04T16:23:52","modified_gmt":"2026-03-04T08:23:52","slug":"shi-pin-mo-xing-lun-wen-jing-du-zhai-yao","status":"publish","type":"post","link":"https:\/\/aitimes.link\/index.php\/2026\/03\/04\/shi-pin-mo-xing-lun-wen-jing-du-zhai-yao\/","title":{"rendered":"\u89c6\u9891\u6a21\u578b\u8bba\u6587\u7cbe\u8bfb-\u6458\u8981\u4e0a"},"content":{"rendered":"\n<p>\u8bba\u6587\u7cbe\u8bfb\u00b755\u4e0a <a href=\"https:\/\/www.youtube.com\/watch?v=5MGq7dSOghY\">https:\/\/www.youtube.com\/watch?v=5MGq7dSOghY<\/a><\/p>\n\n\n\n<p>\u4ecb\u7ecd\u4e86sora\uff0c\u7136\u540e\u5927\u7bc7\u5e45\u8bb2\u89e3\u4e86\u6570\u636e\u96c6\u63d0\u53d6\u7684\u8fc7\u7a0b\u3002\u4e0b\u9762\u8865\u5145kimi\u7684\u603b\u7ed3<\/p>\n\n\n\n<p>\u4e09\u3001\u6761\u4ef6\u751f\u6210\u6280\u672f\u5206\u7c7b<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th>\u8f93\u5165\u7c7b\u578b<\/th><th>\u6280\u672f\u96be\u70b9<\/th><th>\u4ee3\u8868\u5de5\u4f5c<\/th><th>\u5173\u952e\u521b\u65b0<\/th><\/tr><\/thead><tbody><tr><td><strong>\u6587\u672c\u2192\u89c6\u9891<\/strong><\/td><td>\u6587\u672c\u4e0e\u89c6\u89c9\u5bf9\u9f50\u3001\u590d\u6742\u573a\u666f\u7406\u89e3<\/td><td>Sora, Lumiere, Movie Gen<\/td><td>\u4f7f\u7528LLM\u751f\u6210\u8be6\u7ec6\u89c6\u9891\u63cf\u8ff0\u4f5c\u4e3a\u8bad\u7ec3\u6807\u6ce8<\/td><\/tr><tr><td><strong>\u56fe\u50cf\u2192\u89c6\u9891<\/strong><\/td><td>\u4fdd\u6301\u53c2\u8003\u56fe\u50cfID\u4e00\u81f4\u6027\u3001\u5408\u7406\u8fd0\u52a8\u9884\u6d4b<\/td><td>EMO, AnimateAnyone, MergeTalk<\/td><td>ReferenceNet\u7ed3\u6784\u4fdd\u6301\u8eab\u4efd\u4e00\u81f4\uff0c\u97f3\u9891\u9a71\u52a8\u8868\u60c5<\/td><\/tr><tr><td><strong>\u97f3\u9891\u2192\u89c6\u9891<\/strong><\/td><td>\u5507\u5f62\u540c\u6b65\u3001\u8868\u60c5\u81ea\u7136\u5ea6\u3001\u5934\u90e8\u8fd0\u52a8<\/td><td>EMO, Wav2Lip, DreamTalk<\/td><td>\u5f31\u63a7\u5236\u4fe1\u53f7\uff08\u901f\u5ea6\u5c42+\u9762\u90e8\u5b9a\u4f4d\u5668\uff09\u907f\u514d\u8fc7\u5ea6\u7ea6\u675f<\/td><\/tr><tr><td><strong>\u89c6\u9891\u2192\u89c6\u9891<\/strong><\/td><td>\u98ce\u683c\u8fc1\u79fb\u3001\u5185\u5bb9\u7f16\u8f91\u3001\u4e00\u81f4\u6027\u4fdd\u6301<\/td><td>Video Editing, Runway Gen-3<\/td><td>\u57fa\u4e8e\u6269\u6563\u7684\u7f16\u8f91\u4fdd\u6301\u539f\u89c6\u9891\u7ed3\u6784<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">\u56db\u3001\u6570\u636e\u5de5\u7a0b\u4e0e\u8bad\u7ec3\u7b56\u7565<\/h3>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u6570\u636e\u7b5b\u9009\u6d41\u7a0b\uff08\u4ee5Stable Video Diffusion\u4e3a\u4f8b\uff09<\/strong>\uff1a<\/h4>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u591a\u9636\u6bb5\u8bad\u7ec3<\/strong>\uff1a\u6587\u672c\u5230\u56fe\u50cf\u9884\u8bad\u7ec3 \u2192 \u89c6\u9891\u9884\u8bad\u7ec3 \u2192 \u9ad8\u8d28\u91cf\u89c6\u9891\u5fae\u8c03<\/li>\n\n\n\n<li><strong>\u6807\u6ce8\u7b56\u7565<\/strong>\uff1a\u4f7f\u7528\u5185\u90e8\u591a\u6a21\u6001LLM\u751f\u6210\u8be6\u7ec6\u89c6\u9891\u63cf\u8ff0\uff0c\u800c\u975e\u7b80\u5355caption<\/li>\n\n\n\n<li><strong>\u8fc7\u6ee4\u7b56\u7565<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li>\u7f8e\u5b66\u8bc4\u5206\u8fc7\u6ee4\u4f4e\u8d28\u91cf\u89c6\u9891<\/li>\n\n\n\n<li>\u5149\u6d41\u5206\u6790\u786e\u4fdd\u8db3\u591f\u8fd0\u52a8\u5e45\u5ea6<\/li>\n\n\n\n<li>\u6587\u672c-\u89c6\u9891\u5bf9\u9f50\u8bc4\u5206<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u8bad\u7ec3\u6280\u5de7<\/strong>\uff1a<\/h4>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u9636\u6bb5\u8bad\u7ec3<\/strong>\uff1a\u5148\u8bad\u7ec3\u56fe\u50cf\u751f\u6210\u80fd\u529b\uff0c\u518d\u5f15\u5165\u65f6\u95f4\u6a21\u5757\u5b66\u4e60\u8fd0\u52a8<\/li>\n\n\n\n<li><strong>CFG\uff08Classifier-Free Guidance\uff09<\/strong>\uff1a\u8bad\u7ec3\u65f6\u968f\u673a\u4e22\u5f03\u6761\u4ef6\uff08\u5982\u6587\u672c\uff09\uff0c\u63a8\u7406\u65f6\u53ef\u8c03\u8282\u6307\u5bfc\u5f3a\u5ea6<\/li>\n\n\n\n<li><strong>\u89e3\u8026\u8bad\u7ec3<\/strong>\uff1a\u5982EMO\u6a21\u578b\u4e2d\uff0c\u901f\u5ea6\u5c42\u4e0e\u97f3\u9891\u5c42\u5206\u5f00\u8bad\u7ec3\uff0c\u907f\u514d\u97f3\u9891\u9a71\u52a8\u80fd\u529b\u88ab\u7834\u574f<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u4e94\u3001\u8bc4\u4f30\u6307\u6807<\/h3>\n\n\n\n<p>\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6307\u6807<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7528\u9014<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>FVD<\/strong>&nbsp;(Fr\u00e9chet Video Distance)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u89c6\u9891\u6574\u4f53\u8d28\u91cf<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8861\u91cf\u751f\u6210\u89c6\u9891\u4e0e\u771f\u5b9e\u89c6\u9891\u5206\u5e03\u5dee\u5f02<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>FID<\/strong>&nbsp;(Fr\u00e9chet Inception Distance)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5355\u5e27\u8d28\u91cf<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8bc4\u4f30\u751f\u6210\u5e27\u7684\u89c6\u89c9\u4fdd\u771f\u5ea6<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>SyncNet<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5507\u5f62\u540c\u6b65<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u97f3\u9891-\u89c6\u9891\u540c\u6b65\u6027\u8bc4\u4f30<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>E-FID<\/strong>&nbsp;(Expression-FID)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8868\u60c5\u4e30\u5bcc\u5ea6<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u901a\u8fc73D\u4eba\u8138\u91cd\u5efa\u63d0\u53d6\u8868\u60c5\u53c2\u6570\u8ba1\u7b97<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>S\/S Ratio<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u751f\u6210\u6548\u7387<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u8ba1\u7b97\u79d2\u6570\/\u89c6\u9891\u79d2\u6570\uff0c\u5b9e\u65f6\u751f\u6210\u4e3a1.0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h3 class=\"wp-block-heading\">\u516d\u30012024-2025\u5e74\u5173\u952e\u8d8b\u52bf<\/h3>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u5b9e\u65f6\u751f\u6210<\/strong>\uff1aLTX-2 (Fast)\u5b9e\u73b0&lt;1.0 S\/S\u6bd4\u7387\uff0c\u63a5\u8fd1\u5b9e\u65f6\u751f\u6210\uff0c\u5f00\u542f\u4ea4\u4e92\u5f0f\u5e94\u7528\u53ef\u80fd<a href=\"https:\/\/www.linkedin.com\/pulse\/2025-ai-video-generation-landscape-competitive-benchmark-jones--xlsve\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n\n\n\n<li><strong>\u957f\u89c6\u9891\u7a81\u7834<\/strong>\uff1a\u4ece\u79d2\u7ea7\u5230\u5206\u949f\u7ea7\u751f\u6210\uff0c\u91cd\u70b9\u89e3\u51b3\u89d2\u8272\u4e00\u81f4\u6027\u548c\u60c5\u8282\u8fde\u8d2f\u6027<a href=\"https:\/\/arxiv.org\/html\/2412.18688v1\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u63a7\u5236<\/strong>\uff1a\u4ece\u7eaf\u6587\u672c\u63d0\u793a\u5411\u8349\u56fe\u3001\u5173\u952e\u5e27\u3001\u76f8\u673a\u8f68\u8ff9\u3001\u97f3\u9891\u7b49\u591a\u6761\u4ef6\u63a7\u5236\u6f14\u8fdb<\/li>\n\n\n\n<li><strong>\u5f00\u6e90\u8ffd\u8d76<\/strong>\uff1aCogVideoX\u3001HunyuanVideo\u3001Mochi\u7b49\u5f00\u6e90\u6a21\u578b\u6027\u80fd\u63a5\u8fd1\u95ed\u6e90\u5546\u4e1a\u6a21\u578b<a href=\"https:\/\/yenchenlin.github.io\/blog\/2025\/01\/08\/video-generation-models-explosion-2024\/\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/li>\n\n\n\n<li><strong>\u4e13\u4e1a\u5316\u7ec6\u5206<\/strong>\uff1a\u865a\u62df\u8bd5\u8863\u3001\u624b\u672f\u89c6\u9891\u751f\u6210\u3001\u6570\u5b57\u4eba\u5bf9\u8bdd\u7b49\u5782\u76f4\u9886\u57df\u6a21\u578b\u6d8c\u73b0<\/li>\n<\/ol>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">MovieGen \u6570\u636e\u89c4\u6a21\u6982\u89c8<\/h2>\n\n\n\n<p>\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u6570\u636e\u7c7b\u578b<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u89c4\u6a21<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u8bf4\u660e<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u56fe\u50cf-\u6587\u672c\u5bf9<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(1B) \/ 10\u4ebf\u7ea7<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u7528\u4e8e\u8054\u5408\u8bad\u7ec3\uff08Joint Training\uff09<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u89c6\u9891-\u6587\u672c\u5bf9<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(100M) \/ \u4ebf\u7ea7<\/td><td class=\"has-text-align-left\" data-align=\"left\">4-16\u79d2\u7247\u6bb5\uff0c\u5355\u955c\u5934\u62cd\u6444<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u97f3\u9891\u6570\u636e<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(100K)\u5c0f\u65f6<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5305\u62ec\u97f3\u6548\u3001\u97f3\u4e50\u3001\u8bed\u97f3\u7ec4\u5408<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u6807\u6ce8\u6765\u6e90<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">LLaMa3-Video (8B &amp; 70B)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5e73\u5747100\u8bcd\u8be6\u7ec6\u63cf\u8ff0<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udd04 \u6570\u636e\u7b56\u5212\u6d41\u7a0b\uff083+1\u9636\u6bb5\uff09<\/h2>\n\n\n\n<p>MovieGen\u91c7\u7528<strong>\u591a\u9636\u6bb5\u4e25\u683c\u7b5b\u9009<\/strong>\u7b56\u7565\uff0c\u800c\u975e\u7b80\u5355\u722c\u53d6\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb51\uff1a\u89c6\u89c9\u8fc7\u6ee4\uff08Visual Filtering\uff09<\/strong><\/h3>\n\n\n\n<p>\u5e94\u75286\u5c42\u8fc7\u6ee4\u5668\u786e\u4fdd\u57fa\u7840\u8d28\u91cf<\/p>\n\n\n\n<p>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u8fa8\u7387<\/strong>\uff1a\u6700\u5c0f\u8fb9\u2265720px\uff08\u540e\u63d0\u5347\u81f3768px\u7528\u4e8e\u9ad8\u5206\u8fa8\u7387\u8bad\u7ec3\uff09<\/li>\n\n\n\n<li><strong>\u5bbd\u9ad8\u6bd4<\/strong>\uff1a60%\u6a2a\u5c4f(16:9) + 40%\u7ad6\u5c4f(9:16)\uff0c\u504f\u597d\u6a2a\u5c4f\u56e0\u5176\u65f6\u957f\u66f4\u957f\u3001\u8fd0\u52a8\u66f4\u7a33\u5b9a<\/li>\n\n\n\n<li><strong>OCR\u8fc7\u6ee4<\/strong>\uff1a\u5185\u90e8OCR\u6a21\u578b\u68c0\u6d4b\uff0c\u5254\u9664\u6587\u5b57\u8fc7\u591a\u7684\u89c6\u9891\uff08\u5f97\u5206&gt;0.6\u7684\u8fc7\u6ee4\uff09<\/li>\n\n\n\n<li><strong>\u7f8e\u5b66\u8bc4\u5206<\/strong>\uff1a\u4f7f\u7528LAION aesthetics\u6a21\u578b\uff0c\u5254\u9664\u8bc4\u5206&lt;4\u7684\u7247\u6bb5<\/li>\n\n\n\n<li><strong>\u8fb9\u6846\u68c0\u6d4b<\/strong>\uff1a\u57fa\u4e8e\u4e00\u9636\u5bfc\u6570\u626b\u63cf\u7b97\u6cd5\uff0c\u68c0\u6d4b\u5e76\u5254\u9664\u5e26\u9ed1\u8fb9\u7684\u89c6\u9891\uff08\u5e38\u89c1\u4e8e\u7ad6\u5c4f\u8f6c\u6a2a\u5c4f\u5185\u5bb9\uff09<\/li>\n\n\n\n<li><strong>\u89c6\u89c9\u7279\u6548\u8fc7\u6ee4<\/strong>\uff1a\u8bad\u7ec3\u7b80\u5355\u6a21\u578b\u8bc6\u522b\u8fc7\u5ea6\u540e\u671f\u5236\u4f5c\u7684\u7247\u6bb5<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb52\uff1a\u8fd0\u52a8\u8fc7\u6ee4\uff08Motion Filtering\uff09<\/strong><\/h3>\n\n\n\n<p>\u89e3\u51b3\u89c6\u9891\u751f\u6210\u4e2d\u7684&#8221;\u6296\u52a8&#8221;\u548c&#8221;PPT\u6548\u5e94&#8221;<\/p>\n\n\n\n<p>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8fd0\u52a8\u5411\u91cf\u5206\u6790<\/strong>\uff1a\u4f7f\u7528FFmpeg\u63d0\u53d6\u8fd0\u52a8\u5411\u91cf\uff0c\u5254\u9664\u9759\u6001\u6216PPT\u5f0f\u5207\u6362\u89c6\u9891<\/li>\n\n\n\n<li><strong>\u6296\u52a8\u68c0\u6d4b<\/strong>\uff1aPySceneDetect\u68c0\u6d4b\u955c\u5934\u8fb9\u754c\uff0c\u5254\u9664&gt;0.85 shots\/second\u7684\u8fc7\u5ea6\u6296\u52a8\u7247\u6bb5<\/li>\n\n\n\n<li><strong>\u573a\u666f\u5206\u5272<\/strong>\uff1a\u4f7f\u7528FFmpeg\u573a\u666f\u68c0\u6d4b\uff0c\u4ece\u539f\u59cb\u89c6\u9891\uff08\u5e73\u574728\u79d2\uff09\u63d0\u53d64-16\u79d2\u5355\u955c\u5934\u7247\u6bb5\uff0c\u786e\u4fdd50%\u4ee5\u4e0a\u8bad\u7ec3\u7247\u6bb5\u65f6\u957f\u57286-15\u79d2\u4e4b\u95f4<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb53\uff1a\u5185\u5bb9\u8fc7\u6ee4\uff08Content Filtering\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u8bed\u4e49\u53bb\u91cd<\/strong>\uff1a\u4f7f\u7528copy detection embeddings\uff08Pizzi et al., 2022\uff09\u8fdb\u884c\u89c6\u89c9\u53bb\u91cd<\/li>\n\n\n\n<li><strong>\u805a\u7c7b\u91c7\u6837<\/strong>\uff1a\u5728\u8bed\u4e49\u7a7a\u95f4\u805a\u7c7b\u540e\u91c7\u6837\uff0c\u907f\u514d\u6570\u636e\u503e\u659c<\/li>\n\n\n\n<li><strong>\u4eba\u5de5\u52a8\u8bcd\u5206\u7c7b<\/strong>\uff1a\u5efa\u7acb600\u4e2a\u4eba\u7c7b\u52a8\u8bcd\u548c\u8868\u60c5\u5206\u7c7b\u4f53\u7cfb\uff0c\u901a\u8fc7zero-shot\u68c0\u7d22\u7b5b\u9009\u542b\u4eba\u7c7b\u89c6\u9891\uff0c\u5e76\u4fdd\u6301\u8fd9\u4e9b\u89c6\u9891\u7684\u91c7\u6837\u9891\u7387<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u9636\u6bb54\uff1a\u6807\u6ce8\u4e0e\u589e\u5f3a\uff08Captioning\uff09<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53cc\u6a21\u578b\u6807\u6ce8<\/strong>\uff1a70%\u4f7f\u7528LLaMa3-Video 8B\uff0c30%\u4f7f\u752870B\u7248\u672c\uff0c\u751f\u6210\u5e73\u5747100\u8bcd\u7684\u8be6\u7ec6\u63cf\u8ff0<\/li>\n\n\n\n<li><strong>\u76f8\u673a\u8fd0\u52a8\u6807\u6ce8<\/strong>\uff1a\u8bad\u7ec316\u7c7b\u76f8\u673a\u8fd0\u52a8\u5206\u7c7b\u5668\uff08zoom-out, pan-left\u7b49\uff09\uff0c\u9ad8\u7f6e\u4fe1\u5ea6\u9884\u6d4b\u7ed3\u679c\u524d\u7f00\u5230\u6587\u672c\u63d0\u793a\u4e2d\uff0c\u5b9e\u73b0\u63a8\u7406\u65f6\u7684\u663e\u5f0f\u76f8\u673a\u63a7\u5236<\/li>\n\n\n\n<li><strong>FPS\u63a7\u5236<\/strong>\uff1a\u5728\u6587\u672c\u63d0\u793a\u524d\u6dfb\u52a0&#8221;FPS-16&#8243;\u7b49token\uff0c\u652f\u630116-32 FPS\u53ef\u53d8\u5e27\u7387\u751f\u6210<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\uddc2\ufe0f \u5206\u6876\u7b56\u7565\uff08Bucketization\uff09<\/h2>\n\n\n\n<p>\u4e3a\u5904\u7406\u591a\u5bbd\u9ad8\u6bd4\u548c\u591a\u65f6\u957f\uff0cMovieGen\u91c7\u7528<strong>\u52a8\u6001\u5206\u6876<\/strong>\u800c\u975e\u56fa\u5b9a\u5c3a\u5bf8\u88c1\u526a<\/p>\n\n\n\n<p>\uff1a\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u7ef4\u5ea6<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u5206\u6876\u7b56\u7565<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u5bbd\u9ad8\u6bd4<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">5\u4e2a\u6876\uff08\u5305\u62ec\u6a2a\u5c4f\u3001\u7ad6\u5c4f\u3001\u65b9\u5f62\u7b49\uff09\uff0c\u652f\u63011024\u00d7576\u5230576\u00d71024<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u65f6\u957f<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">5\u4e2a\u6876\uff084s-16s\uff09\uff0c\u5bf9\u5e94\u6f5c\u5728\u5e27\u657016-32\u5e27<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u5e27\u7387<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">\u901a\u8fc7FPS token\u63a7\u5236\uff0c\u652f\u630116-32 FPS<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u8fd9\u79cd\u8bbe\u8ba1\u5141\u8bb8\u540c\u4e00\u6279\u6b21\uff08batch\uff09\u5185\u7684\u89c6\u9891\u5177\u6709\u5b8c\u5168\u76f8\u540c\u7684\u6f5c\u5728\u7a7a\u95f4\u5f62\u72b6\uff08latent shape\uff09\uff0c\u4fbf\u4e8e\u5e76\u884c\u8bad\u7ec3\u3002<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udc64 \u4e2a\u6027\u5316\u89c6\u9891\u6570\u636e\uff08PT2V\uff09<\/h2>\n\n\n\n<p>\u9488\u5bf9&#8221;\u7279\u5b9a\u4eba\u7269\u751f\u6210&#8221;\u4efb\u52a1\uff0cMovieGen\u6784\u5efa\u4e86\u4e13\u95e8\u7684\u8bad\u7ec3\u96c6<\/p>\n\n\n\n<p>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u7b5b\u9009\u6807\u51c6<\/strong>\uff1a\u4ece\u9884\u8bad\u7ec3\u6570\u636e\u4e2d\u7b5b\u9009\u5355\u4eba\u8138\u89c6\u9891\uff0c\u4f7f\u7528ArcFace\u8ba1\u7b97\u8fde\u7eed\u5e27\u76f8\u4f3c\u5ea6\uff08\u9608\u503c&gt;0.5\uff09<\/li>\n\n\n\n<li><strong>\u6210\u5bf9\u6570\u636e\uff08Paired\uff09<\/strong>\uff1a\u4ece\u540c\u4e00\u89c6\u9891\u4e2d\u5747\u5300\u91c7\u68375\u5e27\u4f5c\u4e3a\u53c2\u8003\u56fe\u50cf\uff0c\u6784\u5efaO(10M)\u6837\u672c<\/li>\n\n\n\n<li><strong>\u4ea4\u53c9\u6210\u5bf9\u6570\u636e\uff08Cross-Paired\uff09<\/strong>\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>\u771f\u5b9e\u6570\u636e<\/strong>\uff1aO(10K)\u5bf9\uff0c\u540c\u4e00\u4eba\u4e0d\u540c\u89c6\u9891\/\u89c6\u89d2<\/li>\n\n\n\n<li><strong>\u5408\u6210\u6570\u636e<\/strong>\uff1aO(1M)\u5bf9\uff0c\u4f7f\u7528\u9884\u8bad\u7ec3\u4e2a\u6027\u5316\u56fe\u50cf\u6a21\u578b\u751f\u6210\u4e0d\u540c\u8868\u60c5\/\u59ff\u6001\/\u5149\u7167\u7684\u53c2\u8003\u56fe\u50cf\uff08ArcFace\u76f8\u4f3c\u5ea6&gt;0.7\u7b5b\u9009\uff09<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u76ee\u7684<\/strong>\uff1a\u9632\u6b62\u6a21\u578b\u5b66\u5230&#8221;\u590d\u5236\u7c98\u8d34&#8221;\u6377\u5f84\uff08\u5373\u76f4\u63a5\u590d\u5236\u53c2\u8003\u56fe\u50cf\u7684\u8868\u60c5\u548c\u59ff\u6001\uff0c\u800c\u975e\u9075\u5faa\u6587\u672c\u6307\u4ee4\uff09<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfb5 \u97f3\u9891\u6570\u636e\u7b56\u5212<\/h2>\n\n\n\n<p>MovieGen Audio\uff0813B\u6a21\u578b\uff09\u7684\u6570\u636e\u5904\u7406<\/p>\n\n\n\n<p>\uff1a\u8868\u683c<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><thead><tr><th class=\"has-text-align-left\" data-align=\"left\">\u97f3\u9891\u7c7b\u578b<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u89c4\u6a21<\/th><th class=\"has-text-align-left\" data-align=\"left\">\u7b5b\u9009\u6807\u51c6<\/th><\/tr><\/thead><tbody><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u7eaf\u97f3\u6548<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(100M)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u4f7f\u7528Audio Event Detection (AED)\u6807\u7b7e\u7b5b\u9009<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u97f3\u4e50<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(10M)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u9ad8\u8d28\u91cf\u97f3\u4e50\u6570\u636e<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong class=\"\">\u97f3\u6548+\u97f3\u4e50<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(10M)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u6df7\u5408\u7c7b\u578b<\/td><\/tr><tr><td class=\"has-text-align-left\" data-align=\"left\"><strong>\u542b\u8bed\u97f3<\/strong><\/td><td class=\"has-text-align-left\" data-align=\"left\">O(10M)<\/td><td class=\"has-text-align-left\" data-align=\"left\">\u5355\u72ec\u5904\u7406\uff0c\u907f\u514d\u5e72\u6270<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u8d28\u91cf\u63a7\u5236<\/strong>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528CAVTP\uff08Class-Agnostic Video-Text Pre-training\uff09\u5206\u6570\u7b5b\u9009diegetic\uff08\u753b\u9762\u4e2d\u53ef\u89c1\u58f0\u6e90\uff09\u6216mixed\u97f3\u9891<\/li>\n\n\n\n<li>\u4f18\u5148\u5b66\u4e60<strong>\u7269\u7406\u97f3\u6548<\/strong>\uff08\u7269\u4f53\u78b0\u649e\u3001\u6469\u64e6\u7b49\uff09\uff0c\u56e0\u5176\u9519\u8bef\u6700\u660e\u663e<\/li>\n\n\n\n<li>\u5254\u9664\u542bOCR\u6587\u672c\u3001\u9759\u6001\u753b\u9762\u3001\u4f4e\u5206\u8fa8\u7387(&lt;480px)\u7684\u89c6\u9891<\/li>\n\n\n\n<li>\u89c6\u9891\u957f\u5ea6\u9650\u5236\u57284-120\u79d2<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83c\udfaf \u5fae\u8c03\u9636\u6bb5\u6570\u636e\uff08Fine-tuning Data\uff09<\/h2>\n\n\n\n<p>\u9884\u8bad\u7ec3\u540e\uff0cMovieGen\u4f7f\u7528<strong class=\"\">\u5c0f\u89c4\u6a21\u4f46\u66f4\u9ad8\u8d28\u91cf<\/strong>\u7684\u6570\u636e\u8fdb\u884c\u5fae\u8c03<\/p>\n\n\n\n<p>\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4eba\u5de5\u7b56\u5212<\/strong>\uff1a\u624b\u52a8\u7b5b\u9009\u9ad8\u7f8e\u5b66\u8d28\u91cf\u3001\u6d41\u7545\u8fd0\u52a8\u7684\u89c6\u9891<\/li>\n\n\n\n<li><strong>\u81ea\u52a8\u8fc7\u6ee4<\/strong>\uff1a\u5bf9\u7f8e\u5b66\u3001\u8fd0\u52a8\u3001\u573a\u666f\u53d8\u5316\u8bbe\u5b9a\u66f4\u4e25\u683c\u9608\u503c\uff0c\u5254\u9664\u5c0f\u4e3b\u4f53\u89c6\u9891<\/li>\n\n\n\n<li><strong>\u6982\u5ff5\u5e73\u8861<\/strong>\uff1a\u4f7f\u7528k-NN\u65b9\u6cd5\u68c0\u7d22\u89c6\u9891\uff0c\u786e\u4fdd600\u4e2a\u4eba\u7c7b\u52a8\u8bcd\/\u8868\u60c5\u5206\u7c7b\u5747\u8861\u8986\u76d6<\/li>\n\n\n\n<li><strong>\u5149\u7167\u4e0e\u8272\u5f69<\/strong>\uff1a\u4eba\u5de5\u7b5b\u9009\u89d2\u5ea6\u5149\u7167\u3001\u9c9c\u8273\u8272\u5f69\u3001\u65e0\u6742\u4e71\u80cc\u666f\u3001\u65e0VFX\u7684\u89c6\u9891<\/li>\n\n\n\n<li><strong>\u6807\u6ce8\u7cbe\u4fee<\/strong>\uff1a\u4eba\u5de5\u7cbe\u4feeLLaMa\u751f\u6210\u7684\u6807\u6ce8\uff0c\u9009\u62e9\u89c6\u9891\u4e2d\u6700\u5177\u5438\u5f15\u529b\u7684\u7247\u6bb5<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\ud83d\udca1 \u6570\u636e\u5de5\u7a0b\u5173\u952e\u521b\u65b0\u70b9<\/h2>\n\n\n\n<ol start=\"1\" class=\"wp-block-list\">\n<li><strong>\u6e10\u8fdb\u5f0f\u8d28\u91cf\u7b5b\u9009<\/strong>\uff1a\u4eceO(100M)\u539f\u59cb\u89c6\u9891\u9010\u6b65\u7b5b\u9009\u5230\u6700\u7ec8\u8bad\u7ec3\u96c6\uff0c\u800c\u975e\u4e00\u6b21\u6027\u8fc7\u6ee4<\/li>\n\n\n\n<li><strong>\u5408\u6210\u6570\u636e\u589e\u5f3a<\/strong>\uff1a\u5728\u4e2a\u6027\u5316\u4efb\u52a1\u4e2d\u4f7f\u7528\u5408\u6210\u6570\u636e\u6269\u5c55\u59ff\u6001\u591a\u6837\u6027\uff0c\u89e3\u51b3\u6570\u636e\u7a00\u7f3a\u95ee\u9898<\/li>\n\n\n\n<li><strong>\u591a\u6a21\u6001\u6807\u6ce8<\/strong>\uff1a\u7ed3\u5408\u89c6\u89c9\u5206\u7c7b\u5668\uff08\u76f8\u673a\u8fd0\u52a8\uff09\u3001LLM\uff08\u8be6\u7ec6\u63cf\u8ff0\uff09\u3001\u4eba\u5de5\u5ba1\u6838\u4e09\u5c42\u6807\u6ce8\u4f53\u7cfb<\/li>\n\n\n\n<li><strong>\u65f6\u7a7a\u8054\u5408\u5206\u6876<\/strong>\uff1a\u7edf\u4e00\u5904\u7406\u56fe\u50cf\u548c\u89c6\u9891\u6570\u636e\uff081:10\u6bd4\u4f8b\u6df7\u5408\uff09\uff0c\u652f\u6301\u53ef\u53d8\u65f6\u957f\u548c\u5bbd\u9ad8\u6bd4<\/li>\n\n\n\n<li><strong>\u4efb\u52a1\u7279\u5b9a\u6570\u636e\u6784\u9020<\/strong>\uff1a\u9488\u5bf9\u4e0d\u540c\u80fd\u529b\uff08T2V\u3001\u4e2a\u6027\u5316\u3001\u7f16\u8f91\u3001\u97f3\u9891\uff09\u6784\u5efa\u4e13\u95e8\u6570\u636e\u96c6\uff0c\u800c\u975e\u6df7\u7528<\/li>\n<\/ol>\n\n\n\n<hr 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