{"id":3487,"date":"2025-06-15T23:30:31","date_gmt":"2025-06-15T15:30:31","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=3487"},"modified":"2025-06-15T23:30:31","modified_gmt":"2025-06-15T15:30:31","slug":"202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-stablevideo-text-driven-consistency-aware-diffusion-video-editing","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202506-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-stablevideo-text-driven-consistency-aware-diffusion-video-editing\/","title":{"rendered":"202506 \u8bba\u6587\u7814\u8bfb-StableVideo: Text-driven Consistency-aware Diffusion Video Editing"},"content":{"rendered":"\n

\u6765\u6e90\uff1aICCV2023<\/p>\n\n\n\n

\u4f5c\u8005\uff1aWenhao Chai\uff0cGaoang Wang<\/p>\n\n\n\n

\u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c<\/p>\n\n\n\n

\u57fa\u4e8e\u6269\u6563\u7684\u65b9\u6cd5\u53ef\u4ee5\u751f\u6210\u903c\u771f\u7684\u56fe\u50cf\u548c\u89c6\u9891\uff0c\u4f46\u662f\u4ed6\u4eec\u5f88\u96be\u5728\u89c6\u9891\u4e2d\u7f16\u8f91\u73b0\u6709\u5bf9\u8c61\uff0c\u540c\u65f6\u4fdd\u7559\u5176\u5916\u89c2\u968f\u7740\u65f6\u95f4\u7684\u6d41\u901d\u3002\u8fd9\u6837\u53ef\u4ee5\u9632\u6b62\u5728\u5b9e\u9645\u60c5\u51b5\u4e0b\u5c06\u6269\u6563\u6a21\u578b\u5e94\u7528\u4e8e\u81ea\u7136\u89c6\u9891\u7f16\u8f91\u3002\u4f5c\u8005\u901a\u8fc7\u5c06\u65f6\u95f4\u4f9d\u8d56\u6027\u5f15\u5165\u73b0\u6709\u6587\u672c\u9a71\u52a8\u7684\u6269\u6563\u6a21\u578b\u6765\u89e3\u51b3\u6b64\u95ee\u9898\uff0c\u8fd9\u4f7f\u4ed6\u4eec\u80fd\u591f\u4e3a\u7f16\u8f91\u7684\u5bf9\u8c61\u751f\u6210\u4e00\u81f4\u7684\u5916\u89c2\u3002\u5177\u4f53\u800c\u8a00\uff0c\u4f5c\u8005\u4e3a\u6269\u6563\u89c6\u9891\u7f16\u8f91\u5f00\u53d1\u4e86\u4e00\u79cd\u65b0\u9896\u7684\u6846\u67b6\u95f4\u4f20\u64ad\u673a\u5236\uff0c\u8be5\u673a\u5236\u5229\u7528\u5206\u5c42\u8868\u793a\u7684\u6982\u5ff5\u5c06\u5916\u89c2\u4fe1\u606f\u4ece\u4e00\u4e2a\u6846\u67b6\u4f20\u64ad\u5230\u53e6\u4e00\u4e2a\u6846\u67b6\u3002\u7136\u540e\uff0c\u4f5c\u8005\u57fa\u4e8e\u8fd9\u79cd\u673a\u5236\uff08\u5373StableVideo\uff09\u5efa\u7acb\u4e86\u4e00\u4e2a\u6587\u672c\u9a71\u52a8\u7684\u89c6\u9891\u7f16\u8f91\u6846\u67b6\uff0c\u8be5\u673a\u5236\u53ef\u4ee5\u5b9e\u73b0\u4e00\u81f4\u6027\u89c6\u9891\u7f16\u8f91\u3002<\/p>\n\n\n\n

\u4e8c\u3001\u8bba\u6587\u8d21\u732e<\/p>\n\n\n\n

1.\u5e27\u95f4\u4f20\u64ad\uff0c\u83b7\u5f97\u4e00\u81f4\u7684\u76ee\u6807\u5916\u89c2\u3002<\/p>\n\n\n\n

2.\u56fe\u50cf\u805a\u5408\uff0c\u83b7\u5f97\u8fde\u8d2f\u7684\u8fd0\u52a8\u548c\u51e0\u4f55\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\u4e09\u3001\u65b9\u6cd5<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n

<\/p>\n\n\n\n

1.\u57fa\u4e8e\u795e\u7ecf\u5206\u5c42\u56fe\u96c6\u7684\u89c6\u9891\u5206\u89e3<\/p>\n\n\n\n

\u4f5c\u8005\u91c7\u7528\u9884\u5148\u8bad\u7ec3\u7684NLA\u6a21\u578b\u6765\u4f20\u64ad\u7f16\u8f91\u7684\u5185\u5bb9\uff0c\u4ee5\u786e\u4fdd\u76ee\u6807\u5bf9\u8c61\u548c\u573a\u666f\u53ef\u4ee5\u4fdd\u6301\u6574\u4e2a\u89c6\u9891\u4e2d\u7684\u5747\u5300\u5916\u89c2\u548c\u52a8\u4f5c\u3002\u00a0NLA\u7684\u6982\u5ff5\u662f\u5c06\u8f93\u5165\u89c6\u9891\u5206\u89e3\u4e3a\u5206\u5c42\u8868\u793a\u5f62\u5f0f\uff0c\u5373\u524d\u666f\u5730\u56fe\u96c6\u548c\u80cc\u666f\u5730\u56fe\u96c6\uff0c\u5b83\u4eec\u5728\u5168\u7403\u8303\u56f4\u5185\u5206\u522b\u603b\u7ed3\u4e86\u524d\u666f\u548c\u80cc\u666f\u7684\u76f8\u5173\u50cf\u7d20\u3002<\/p>\n\n\n\n

2.\u57fa\u4e8e\u6269\u6563\u7684\u7f16\u8f91<\/p>\n\n\n\n

\u5b9e\u9645\u7684\u7f16\u8f91\u8fc7\u7a0b\u4f7f\u7528\u6269\u6563\u6a21\u578bGb\u548cGf\u4f5c\u4e3a\u80cc\u666f\u548c\u524d\u666f\u3002Gb\u76f4\u63a5\u7f16\u8f91\u80cc\u666f\u56fe\u96c6\uff0cGf\u7f16\u8f91\u524d\u666f\u5173\u952e\u5e27:<\/p>\n\n\n\n

Ab_edit = Gb(Ab, text_prompt) \/\/\u7f16\u8f91\u80cc\u666f\u56fe\u96c6<\/p>\n\n\n\n

Ei = Gf(Fi, text_prompt) \/\/\u7f16\u8f91\u5173\u952e\u5e27<\/p>\n\n\n\n

\u4e0e\u4e25\u91cd\u626d\u66f2\u7684\u56fe\u96c6\u76f8\u6bd4\uff0c\u5728\u5173\u952e\u5e27\u4e0a\u5de5\u4f5c\u63d0\u4f9b\u4e86\u66f4\u53ef\u9760\u7684\u7f16\u8f91\u3002<\/p>\n\n\n\n

3\u3001\u5e27\u95f4\u4f20\u64ad\u524d\u666f\u7f16\u8f91<\/p>\n\n\n\n

\u4e3a\u4e86\u4fdd\u8bc1\u5173\u952e\u5e27\u7f16\u8f91\u7684\u65f6\u95f4\u4e00\u81f4\u6027\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u5e27\u95f4\u4f20\u64ad\u673a\u5236\u3002\u5bf9\u4e8e\u7b2c\u4e00\u5e27F0\uff0c\u6269\u6563\u6a21\u578bGf\u6b63\u5e38\u7f16\u8f91:E0 = Gf(F0, text_prompt, structure_guidance)\u3002\u5bf9\u4e8e\u968f\u540e\u7684\u5e27Fi\uff0c\u7f16\u8f91\u7684\u6761\u4ef6\u662f\u6587\u672c\u63d0\u793a\u548c\u524d\u4e00\u5e27Ei-1\u7684\u5916\u89c2\u3002<\/p>\n\n\n\n

4\u3001Atlas\u805a\u5408<\/p>\n\n\n\n

\u7f16\u8f91\u540e\u7684\u5173\u952e\u5e27\u4f7f\u7528\u7b80\u5355\u76843D CNN\u805a\u5408\u6210\u7edf\u4e00\u7684\u524d\u666f\u56fe\u96c6\u3002\u8be5\u7f51\u7edc\u88ab\u8bad\u7ec3\u5230\u6700\u5c0f\u5316\u5173\u952e\u5e27\u548c\u5b83\u4eec\u4ece\u805a\u5408\u56fe\u8c31\u7684\u53cd\u5411\u6620\u5c04\u4e4b\u95f4\u7684\u91cd\u5efa\u8bef\u5dee\u3002\u8fd9\u79cd\u7d27\u5bc6\u8026\u5408\u786e\u4fdd\u7f16\u8f91\u88ab\u5408\u5e76\u5230\u4e00\u4e2a\u6682\u65f6\u4e00\u81f4\u7684\u56fe\u96c6\u4e2d\u3002\u6700\u540e\uff0c\u5c06\u7f16\u8f91\u540e\u7684\u524d\u666f\u548c\u80cc\u666f\u56fe\u96c6\u8fdb\u884c\u6620\u5c04\u548c\u5408\u6210\uff0c\u5f97\u5230\u6700\u7ec8\u7f16\u8f91\u540e\u7684\u89c6\u9891\u5e27\u3002\u4f7f\u7528\u539f\u59cb\u7684\u524d\u666f\u5206\u5272\u8499\u7248\u6765\u6df7\u5408\u56fe\u5c42\u3002<\/p>\n\n\n\n

\u56db\u3001\u5b9e\u9a8c<\/p>\n\n\n\n

\u5b9e\u9a8c\u5305\u542b\u590d\u6742\u52a8\u4f5c\u7684\u81ea\u7136\u89c6\u9891\u8fdb\u884c\u4e86\u5408\u6210\u3001\u98ce\u683c\u8f6c\u79fb\u3001\u80cc\u666f\u66ff\u6362\u7b49\u591a\u79cd\u89c6\u9891\u7f16\u8f91\u573a\u666f\u7684\u6f14\u793a\u3002\u5b9a\u6027\u548c\u5b9a\u91cf\u5b9e\u9a8c\u5747\u8868\u660eStableVideo\u4f18\u4e8e\u73b0\u6709\u7684\u57fa\u4e8e\u6269\u6563\u7684\u65b9\u6cd5\u3002<\/p>\n\n\n\n

<\/p>\n\n\n\n

\"\"\/<\/figure>\n\n\n\n
\"\"\/<\/figure>\n\n\n\n

\u4e94\u3001\u603b\u7ed3<\/p>\n\n\n\n

1.\u4e3a\u4e86\u89e3\u51b3\u524d\u666f\u5bf9\u8c61\u7f16\u8f91\u4e2d\u6269\u6563\u6a21\u578b\u7684\u4e00\u81f4\u6027\u95ee\u9898\uff0c\u4f5c\u8005\u63d0\u51fa\u4e86\u4e00\u4e2a\u6846\u67b6\u4f20\u64ad\u673a\u5236\u548cATLAS\u805a\u5408\u7f51\u7edc\uff0c\u5e76\u8fdb\u884c\u4e86\u5e7f\u6cdb\u5b9e\u9a8c\u8bc1\u660e\u5176\u6709\u6548\u6027\u3002<\/p>\n\n\n\n

2.\u8bd5\u9a8c\u4e5f\u9a8c\u8bc1\u4e86\u6240\u63d0\u51fa\u7684\u4f20\u64ad\u548c\u805a\u5408\u6a21\u5757\u7684\u8d21\u732e\u2014\u2014\u4e0e\u72ec\u7acb\u7f16\u8f91\u76f8\u6bd4\uff0c\u5173\u952e\u5e27\u4f20\u64ad\u5927\u5927\u63d0\u9ad8\u4e86\u5916\u89c2\u4e00\u81f4\u6027\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

\u6765\u6e90\uff1aICCV2023 \u4f5c\u8005\uff1aWenhao Chai\uff0cGaoang Wang \u4e00\u3001\u8bba\u6587\u4e3b\u8981\u5de5\u4f5c \u57fa\u4e8e\u6269\u6563\u7684\u65b9\u6cd5 […]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3487","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3487","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=3487"}],"version-history":[{"count":2,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3487\/revisions"}],"predecessor-version":[{"id":3489,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/3487\/revisions\/3489"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=3487"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=3487"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=3487"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}