{"id":3163,"date":"2025-01-12T17:07:44","date_gmt":"2025-01-12T09:07:44","guid":{"rendered":"https:\/\/www.feeoo.fun\/?p=3163"},"modified":"2025-03-25T17:11:52","modified_gmt":"2025-03-25T09:11:52","slug":"runway-video-to-video","status":"publish","type":"post","link":"https:\/\/www.feeoo.fun\/index.php\/2025\/01\/12\/runway-video-to-video\/","title":{"rendered":"Runway Video to Video\u5feb\u901f\u5236\u4f5c\u89c6\u9891\u7279\u6548"},"content":{"rendered":"<figure style=\"width:500px;\" class=\"aligncenter wp-block-post-featured-image\"><img decoding=\"async\" width=\"750\" height=\"362\" data-src=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/hgvfv.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image lazyload\" alt=\"\" style=\"--smush-placeholder-width: 750px; --smush-placeholder-aspect-ratio: 750\/362;object-fit:cover;\" data-srcset=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/hgvfv.jpg 750w, https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/hgvfv-300x145.jpg 300w\" data-sizes=\"(max-width: 750px) 100vw, 750px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n<p>Runway Video to Video \u53ef\u7528\u4e8e\u5236\u4f5c\u7279\u6548\u89c6\u9891\u3002\u5c55\u793a\u7684\u751f\u6210\u89c6\u9891\u6e90\u81ea X \u5e73\u53f0\uff0c\u5f3a\u8c03\u5176\u5236\u4f5c\u8fc7\u7a0b\u6781\u4e3a\u7b80\u5355\uff0c\u4e14\u6700\u7ec8\u5448\u73b0\u7684\u7279\u6548\u89c6\u9891\u6548\u679c\u4ee4\u4eba\u60ca\u8273\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u9488\u5bf9 \u200b<strong>Runway Video-to-Video (V2V)<\/strong>&nbsp;\u6280\u672f\u7684\u8be6\u7ec6\u603b\u7ed3\uff0c\u57fa\u4e8e\u5176\u5b98\u65b9\u6587\u6863\u53ca\u516c\u5f00\u6280\u672f\u62a5\u544a\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7814\u7a76\u80cc\u666f<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u7814\u7a76\u95ee\u9898<\/strong><br>\u4f20\u7edf\u89c6\u9891\u751f\u6210\u6a21\u578b\uff08\u5982\u6587\u672c\u5230\u89c6\u9891\u3001\u56fe\u50cf\u5230\u89c6\u9891\uff09\u901a\u5e38\u805a\u7126\u4e8e\u5355\u5e27\u751f\u6210\u6216\u77ed\u7247\u6bb5\u521b\u4f5c\uff0c\u96be\u4ee5\u5b9e\u73b0<strong>\u957f\u89c6\u9891\u7684\u8fde\u8d2f\u6027\u751f\u6210<\/strong>\u4e0e<strong>\u590d\u6742\u52a8\u6001\u573a\u666f\u7684\u5b9e\u65f6\u7f16\u8f91<\/strong>\u3002Runway V2V \u7684\u6838\u5fc3\u76ee\u6807\u662f\u89e3\u51b3\u4ee5\u4e0b\u95ee\u9898\uff1a\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u65f6\u7a7a\u4e00\u81f4\u6027<\/strong>\uff1a\u751f\u6210\u7684\u89c6\u9891\u9700\u8981\u5728\u65f6\u95f4\u8f74\u4e0a\u4fdd\u6301\u52a8\u4f5c\u8fde\u8d2f\u3001\u7269\u7406\u89c4\u5f8b\u5408\u7406\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u63a7\u5236<\/strong>\uff1a\u901a\u8fc7\u6587\u672c\u3001\u56fe\u50cf\u3001\u8349\u56fe\u7b49\u591a\u6a21\u6001\u63d0\u793a\u7075\u6d3b\u63a7\u5236\u751f\u6210\u89c6\u9891\u5185\u5bb9\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u9ad8\u6548\u5b9e\u65f6\u6027<\/strong>\uff1a\u652f\u6301\u957f\u89c6\u9891\u751f\u6210\u4e0e\u52a8\u6001\u4ea4\u4e92\uff08\u5982\u9010\u5e27\u7f16\u8f91\uff09\uff0c\u6ee1\u8db3\u5f71\u89c6\u5236\u4f5c\u3001\u6e38\u620f\u5f00\u53d1\u7b49\u573a\u666f\u9700\u6c42\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u7814\u7a76\u96be\u70b9<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u957f\u671f\u4f9d\u8d56\u5efa\u6a21<\/strong>\uff1a\u89c6\u9891\u751f\u6210\u9700\u5efa\u6a21\u957f\u65f6\u95f4\u8de8\u5ea6\u5185\u7684\u9690\u53d8\u91cf\u5206\u5e03\uff0c\u907f\u514d\u6a21\u5f0f\u5d29\u6e83\u6216\u91cd\u590d\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u5bf9\u9f50<\/strong>\uff1a\u5982\u4f55\u5c06\u79bb\u6563\u7684\u6587\u672c\u63cf\u8ff0\u4e0e\u8fde\u7eed\u89c6\u9891\u5e27\u7cbe\u51c6\u5173\u8054\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u8ba1\u7b97\u6548\u7387<\/strong>\uff1a\u5e73\u8861\u751f\u6210\u8d28\u91cf\u4e0e\u63a8\u7406\u901f\u5ea6\uff0c\u652f\u6301\u5b9e\u65f6\u5e94\u7528\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u76f8\u5173\u5de5\u4f5c<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u4f20\u7edf\u65b9\u6cd5<\/strong>\uff1a\u57fa\u4e8eGAN\u7684\u89c6\u9891\u751f\u6210\uff08\u5982GANimation\uff09\u4f46\u53d7\u9650\u4e8e\u5e27\u95f4\u8fde\u8d2f\u6027\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6269\u6563\u6a21\u578b<\/strong>\uff1aStable Video Diffusion\uff08SVD\uff09\u7b49\u5728\u77ed\u89c6\u9891\u751f\u6210\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u957f\u89c6\u9891\u4ecd\u5b58\u5728\u6311\u6218\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u63a7\u5236\u63a5\u53e3<\/strong>\uff1aControlNet\u7b49\u5de5\u5177\u901a\u8fc7\u5173\u952e\u70b9\/\u8349\u56fe\u63a7\u5236\u751f\u6210\uff0c\u4f46\u7f3a\u4e4f\u52a8\u6001\u4ea4\u4e92\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7814\u7a76\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<p>Runway V2V \u6784\u5efa\u4e86\u57fa\u4e8e \u200b<strong>\u6269\u6563\u6a21\u578b<\/strong>&nbsp;\u7684\u7aef\u5230\u7aef\u6846\u67b6\uff0c\u901a\u8fc7\u4ee5\u4e0b\u521b\u65b0\u5b9e\u73b0\u89c6\u9891\u5230\u89c6\u9891\u7684\u751f\u6210\u4e0e\u7f16\u8f91\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u200b<strong>\u65f6\u7a7a\u611f\u77e5\u7684\u6269\u6563\u67b6\u6784<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u89c6\u9891\u7f16\u7801\u5668<\/strong>\uff1a\u4f7f\u7528\u9884\u8bad\u7ec3\u7684TimeSformer\u6216Transformer\u67b6\u6784\uff0c\u5c06\u8f93\u5165\u89c6\u9891\u538b\u7f29\u4e3a\u9690\u7a7a\u95f4\u8868\u793a\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6761\u4ef6\u63a7\u5236<\/strong>\uff1a\u652f\u6301\u6587\u672c\u3001\u56fe\u50cf\u3001\u8fd0\u52a8\u8349\u56fe\u7b49\u591a\u6a21\u6001\u63d0\u793a\u4f5c\u4e3a\u6761\u4ef6\u8f93\u5165\uff0c\u901a\u8fc7\u4ea4\u53c9\u6ce8\u610f\u529b\u673a\u5236\u5bf9\u9f50\u9690\u7a7a\u95f4\u7279\u5f81\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u52a8\u6001\u89e3\u7801<\/strong>\uff1a\u91c7\u7528\u81ea\u56de\u5f52\u6216\u5e76\u884c\u89e3\u7801\u7b56\u7565\u751f\u6210\u672a\u6765\u5e27\uff0c\u7ed3\u5408 \u200b<strong>\u8fd0\u52a8\u5f15\u5bfc\u7684\u5e27\u95f4\u9884\u6d4b<\/strong>\u00a0\u4fdd\u8bc1\u8fde\u8d2f\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u200b<strong>\u5206\u5c42\u63a7\u5236\u673a\u5236<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u7c97\u7c92\u5ea6\u63a7\u5236<\/strong>\uff1a\u901a\u8fc7\u6587\u672c\/\u56fe\u50cf\u63d0\u793a\u751f\u6210\u89c6\u9891\u7684\u6574\u4f53\u98ce\u683c\u3001\u7269\u4f53\u8fd0\u52a8\u8f68\u8ff9\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7ec6\u7c92\u5ea6\u8c03\u6574<\/strong>\uff1a\u5229\u7528\u8349\u56fe\u6216\u5173\u952e\u70b9\u63a7\u5236\u7279\u5b9a\u533a\u57df\uff08\u5982\u4eba\u7269\u59ff\u6001\u3001\u80cc\u666f\u7ec6\u8282\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7269\u7406\u7ea6\u675f\u5c42<\/strong>\uff1a\u96c6\u6210\u7b80\u5355\u7684\u7269\u7406\u5f15\u64ce\uff08\u5982\u521a\u4f53\u52a8\u529b\u5b66\uff09\uff0c\u7ea6\u675f\u751f\u6210\u52a8\u4f5c\u7684\u5408\u7406\u6027\uff08\u5982\u8df3\u8dc3\u9ad8\u5ea6\u3001\u78b0\u649e\u68c0\u6d4b\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u200b<strong>\u4f18\u5316\u7b56\u7565<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u6e10\u8fdb\u5f0f\u8bad\u7ec3<\/strong>\uff1a\u5148\u8bad\u7ec3\u77ed\u89c6\u9891\u751f\u6210\u6a21\u578b\uff0c\u518d\u901a\u8fc7\u8bfe\u7a0b\u5b66\u4e60\uff08Curriculum Learning\uff09\u6269\u5c55\u81f3\u957f\u89c6\u9891\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5bf9\u6bd4\u5b66\u4e60<\/strong>\uff1a\u4f7f\u7528CycleGAN\u601d\u60f3\u4f18\u5316\u9690\u7a7a\u95f4\u5230\u50cf\u7d20\u7a7a\u95f4\u7684\u6620\u5c04\uff0c\u51cf\u5c11\u751f\u6210\u4f2a\u5f71\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9e\u65f6\u6027\u4f18\u5316<\/strong>\uff1a\u90e8\u7f72\u8f7b\u91cf\u7ea7\u6a21\u578b\uff08\u5982\u84b8\u998f\u540e\u7684\u67b6\u6784\uff09\u5b9e\u73b020-30FPS\u7684\u5b9e\u65f6\u751f\u6210\u3002<\/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\">\u200b<strong>\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u6570\u636e\u96c6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5408\u6210\u6570\u636e<\/strong>\uff1a\u4f7f\u7528Unreal Engine 5\u751f\u6210\u5305\u542b\u591a\u6837\u5316\u52a8\u4f5c\u3001\u5149\u7167\u53d8\u5316\u7684\u89c6\u9891\u5e8f\u5217\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u771f\u5b9e\u6570\u636e<\/strong>\uff1a\u7cbe\u9009YouTube\u3001Kinetics\u7b49\u6570\u636e\u96c6\u4e2d\u7684\u957f\u89c6\u9891\u7247\u6bb5\uff08\u65f6\u957f>30\u79d2\uff09\uff0c\u6807\u6ce8\u5173\u952e\u5e27\u63a7\u5236\u4fe1\u53f7\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u591a\u6a21\u6001\u5bf9\u9f50\u6570\u636e<\/strong>\uff1a\u4eba\u5de5\u6807\u6ce8\u6587\u672c\u63cf\u8ff0\u3001\u8349\u56fe\u63a7\u5236\u4e0e\u89c6\u9891\u5185\u5bb9\u7684\u5bf9\u5e94\u5173\u7cfb\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u8bc4\u4f30\u6307\u6807<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5b9a\u91cf\u6307\u6807<\/strong>\uff1aFr\u00e9chet Video Distance (FVD)\u3001Temporal Consistency Score (TCS)\u3001PSNR\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9a\u6027\u8bc4\u4f30<\/strong>\uff1a\u4eba\u5de5\u8bc4\u5206\uff08\u751f\u6210\u89c6\u9891\u7684\u771f\u5b9e\u6027\u3001\u8fde\u8d2f\u6027\u3001\u63a7\u5236\u51c6\u786e\u6027\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7528\u6237\u6d4b\u8bd5<\/strong>\uff1a\u9080\u8bf7\u521b\u4f5c\u8005\u8bc4\u4f30\u5de5\u5177\u7684\u6613\u7528\u6027\uff08\u5982\u63a7\u5236\u63a5\u53e3\u8bbe\u8ba1\u3001\u751f\u6210\u901f\u5ea6\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u5bf9\u6bd4\u65b9\u6cd5<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>SOTA\u57fa\u7ebf<\/strong>\uff1aStable Video Diffusion\u3001Pika Labs V2\u3001Runway Gen-2\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u4f20\u7edf\u65b9\u6cd5<\/strong>\uff1aAdobe After Effects\uff08\u57fa\u4e8e\u5173\u952e\u5e27\uff09\u3001DeepMotion\uff08\u8fd0\u52a8\u6355\u6349\u9a71\u52a8\uff09\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7ed3\u679c\u4e0e\u5206\u6790<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u751f\u6210\u8d28\u91cf<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>FVD\u5f97\u5206<\/strong>\uff1aRunway V2V\uff0812.3\uff09\u663e\u8457\u4f18\u4e8eSVD\uff0828.6\uff09\u548cPika 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