{"id":38358,"date":"2025-02-14T22:01:35","date_gmt":"2025-02-14T14:01:35","guid":{"rendered":"https:\/\/17aitech.com\/?p=38358"},"modified":"2025-02-14T22:01:35","modified_gmt":"2025-02-14T14:01:35","slug":"%e5%a5%bd%e6%b4%bb%ef%bc%81%e5%ad%97%e8%8a%82%ef%bc%8c%e5%8d%97%e5%8a%a0%e5%a4%a7%ef%bc%8c%e6%96%af%e5%9d%a6%e7%a6%8f%e7%ad%89%e6%96%b0%e5%bc%80%e6%ba%90%e7%9a%84%e5%b0%8f%e4%ba%ba%e8%b7%b3%e8%88%9ex","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=38358","title":{"rendered":"\u597d\u6d3b\uff01\u5b57\u8282\uff0c\u5357\u52a0\u5927\uff0c\u65af\u5766\u798f\u7b49\u65b0\u5f00\u6e90\u7684\u5c0f\u4eba\u8df3\u821eX-Dyna\uff0c\u4eba\u8138\u3001\u80cc\u666f\u90fd\u751f\u52a8\u8d77\u6765\u4e86"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-14-11\" target=\"_blank\">\u597d\u6d3b\uff01\u5b57\u8282\uff0c\u5357\u52a0\u5927\uff0c\u65af\u5766\u798f\u7b49\u65b0\u5f00\u6e90\u7684\u5c0f\u4eba\u8df3\u821eX-Dyna\uff0c\u4eba\u8138\u3001\u80cc\u666f\u90fd\u751f\u52a8\u8d77\u6765\u4e86<\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0f498fb4c4608f8cb198742ec3367abb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-0f498fb4c4608f8cb198742ec3367abb.png\"><\/a><\/p>\n<blockquote data-author-name=\"\" data-content-utf8-length=\"167\" data-source-title=\"\" data-type=\"2\" data-url=\"\">\n<section>\n<p>AIxiv\u4e13\u680f\u662f\u673a\u5668\u4e4b\u5fc3\u53d1\u5e03\u5b66\u672f\u3001\u6280\u672f\u5185\u5bb9\u7684\u680f\u76ee\u3002\u8fc7\u53bb\u6570\u5e74\uff0c\u673a\u5668\u4e4b\u5fc3AIxiv\u4e13\u680f\u63a5\u6536\u62a5\u9053\u4e862000\u591a\u7bc7\u5185\u5bb9\uff0c\u8986\u76d6\u5168\u7403\u5404\u5927\u9ad8\u6821\u4e0e\u4f01\u4e1a\u7684\u9876\u7ea7\u5b9e\u9a8c\u5ba4\uff0c\u6709\u6548\u4fc3\u8fdb\u4e86\u5b66\u672f\u4ea4\u6d41\u4e0e\u4f20\u64ad\u3002\u5982\u679c\u60a8\u6709\u4f18\u79c0\u7684\u5de5\u4f5c\u60f3\u8981\u5206\u4eab\uff0c\u6b22\u8fce\u6295\u7a3f\u6216\u8005\u8054\u7cfb\u62a5\u9053\u3002\u6295\u7a3f\u90ae\u7bb1\uff1aliyazhou@jiqizhixin.com\uff1bzhaoyunfeng@jiqizhixin.com<\/p>\n<\/section>\n<\/blockquote>\n<p>\u5728\u5f53\u4e0b\u7684\u6280\u672f\u9886\u57df\u4e2d\uff0c\u4eba\u50cf\u89c6\u9891\u751f\u6210\uff08Human-Video-Animation\uff09\u4f5c\u4e3a\u4e00\u4e2a\u5907\u53d7\u77a9\u76ee\u7684\u7814\u7a76\u65b9\u5411\uff0c\u6b63\u4e0d\u65ad\u53d6\u5f97\u65b0\u7684\u8fdb\u5c55\u3002<strong>\u4eba\u50cf\u89c6\u9891\u751f\u6210 (Human-Video-Animation)<\/strong> \u662f\u6307\u4ece\u67d0\u4eba\u7269\u7684\u89c6\u9891\u4e2d\u83b7\u53d6\u80a2\u4f53\u52a8\u4f5c\u548c\u9762\u90e8\u8868\u60c5\u5e8f\u5217\uff0c\u6765\u9a71\u52a8\u5176\u4ed6\u4eba\u7269\u4e2a\u4f53\u7684\u53c2\u8003\u56fe\u50cf\u6765\u751f\u6210\u89c6\u9891\u3002<\/p>\n<p>\u968f\u7740\u89c6\u9891\u751f\u6210\u6280\u672f\u7684\u8fc5\u731b\u53d1\u5c55\uff0c\u7279\u522b\u662f\u751f\u6210\u6a21\u578b\u7684\u6301\u7eed\u66f4\u65b0\u8fed\u4ee3\uff0c\u8be5\u9886\u57df\u8fce\u6765\u4e86\u524d\u6240\u672a\u6709\u7684\u8fdb\u6b65\u3002\u9274\u4e8e\u5176\u5728\u6570\u5b57\u827a\u672f\u3001\u793e\u4ea4\u5a92\u4f53\u4ee5\u53ca\u865a\u62df\u4eba\u7b49\u4f17\u591a\u9886\u57df\u5e7f\u6cdb\u7684\u5e94\u7528\u524d\u666f\uff0c\u4eba\u50cf\u89c6\u9891\u751f\u6210\u5438\u5f15\u4e86\u8d8a\u6765\u8d8a\u591a\u7814\u7a76\u4eba\u5458\u7684\u76ee\u5149\u3002<\/p>\n<p>\u76ee\u524d\u7684\u7814\u7a76\u5de5\u4f5c\u666e\u904d\u91c7\u7528\u5e76\u884c U-Net \u7ed3\u6784\u7684<strong>\u6269\u6563\u6a21\u578b (Diffusion Model)\u00a0<\/strong>\u548c\u989d\u5916\u7684<strong>\u53c2\u8003\u7f51\u7edc (ReferenceNet)\u00a0<\/strong>\u6765\u7f16\u7801\u53c2\u8003\u56fe\u50cf\u7279\u5f81\u3002\u5c3d\u7ba1\u751f\u6210\u7684\u4eba\u50cf\u89c6\u9891\u52a8\u4f5c\u7cbe\u51c6\u5ea6\u76f8\u6bd4\u4e8e\u751f\u6210\u5bf9\u6297\u7f51\u7edc (GAN) \u6709\u6240\u63d0\u9ad8\uff0c\u4f46\u6b64\u7c7b\u65b9\u6cd5\u5f80\u5f80\u65e0\u6cd5\u6355\u6349\u590d\u6742\u7684\u89c6\u89c9\u52a8\u6001\u7ec6\u8282\uff0c\u5bfc\u81f4\u80cc\u666f\u9759\u6b62\u7f3a\u4e4f\u771f\u5b9e\u611f\u3002<\/p>\n<p>\u8fd9\u4e00\u7f3a\u9677\u6765\u81ea\u4e8e\u53c2\u8003\u7f51\u7edc\u7684\u5e76\u884c U-Net \u7ed3\u6784\u8bbe\u8ba1\u5305\u542b\u4e86\u8fc7\u5f3a\u7684\u63a7\u5236\u6a21\u5757\uff0c\u5176\u7a7a\u95f4\u6ce8\u610f\u529b\u673a\u5236 (Spatial-Attention) \u9650\u5236\u4e86\u6a21\u578b\u7684\u52a8\u6001\u7ec6\u8282\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u4e5f\u6709\u5176\u4ed6\u5de5\u4f5c\u76f4\u63a5\u91c7\u7528\u89c6\u9891\u6a21\u578b (\u4f8b\u5982 Stable-Video-Diffusion) \u4f5c\u4e3a\u9aa8\u5e72\u7f51\u7edc\u5728\u771f\u5b9e\u7684\u4eba\u50cf\u6570\u636e\u4e0a\u8bad\u7ec3\uff0c\u4f46\u662f\u8fd9\u7c7b\u65b9\u6cd5\u9700\u8981\u5bf9\u9aa8\u5e72\u7f51\u7edc\u8fdb\u884c\u5fae\u8c03\uff0c\u56e0\u6b64\u7f3a\u5c11\u5bf9\u5176\u5b83\u7c7b\u578b\u7684\u53c2\u8003\u56fe\u50cf (\u4f8b\u5982\u5361\u901a\u4eba\u7269) \u7684\u6cdb\u5316\u80fd\u529b\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u5b9e\u73b0\u7cbe\u51c6\u7684\u8868\u60c5\u63a7\u5236\u4e5f\u662f\u8be5\u9886\u57df\u7814\u7a76\u7684\u91cd\u70b9\u4e4b\u4e00\u3002<\/p>\n<p>\u4e3a\u6709\u6548\u89e3\u51b3\u8fd9\u4e9b\u95ee\u9898\uff0c\u6765\u81ea\u5357\u52a0\u5dde\u5927\u5b66\u3001\u5b57\u8282\u8df3\u52a8\u3001\u65af\u5766\u798f\u5927\u5b66\u3001UCLA \u548c UCSD \u7684\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u4e86 <strong>X-Dyna<\/strong>\uff0c\u8ba9\u751f\u6210\u6a21\u578b\u5728<strong>\u4fdd\u6301\u4eba\u7269\u80a2\u4f53\u52a8\u4f5c\u548c\u9762\u90e8\u8868\u60c5\u8fc1\u79fb\u51c6\u786e\u6027\u7684\u524d\u63d0\u4e0b<\/strong>\uff0c<strong>\u540c\u65f6\u4ea7\u751f\u4eba\u7269\u524d\u666f\uff08\u4f8b\u5982\u5934\u53d1\u548c\u8863\u7269\u7684\u8fd0\u52a8\uff09<\/strong>\u4ee5\u53ca<strong>\u81ea\u7136\u80cc\u666f\uff08\u4f8b\u5982\u7011\u5e03\u3001\u70df\u706b\u548c\u6d77\u6d6a\uff09<\/strong>\uff0c\u4ee5\u5b9e\u73b0\u81ea\u7136\u903c\u771f\u7684\u4eba\u50cf\u89c6\u9891\u751f\u6210\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c616000bba3ae7fbc0d7192d411ade3d.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-c616000bba3ae7fbc0d7192d411ade3d.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2501.10021<\/section>\n<\/li>\n<li>\n<section>\u9879\u76ee\u7f51\u9875\uff1ahttps:\/\/x-dyna.github.io\/xdyna.github.io\/<\/section>\n<\/li>\n<li>\n<section>\u5f00\u6e90\u4ee3\u7801\uff1ahttps:\/\/github.com\/bytedance\/X-Dyna<\/section>\n<\/li>\n<\/ul>\n<p>\u8bdd\u4e0d\u591a\u8bf4\uff0c\u5148\u6765\u770b\u770b X-Dyna \u7684\u6548\u679c\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ebd634fab3a4a60f5f74f84c9fc69486.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-ebd634fab3a4a60f5f74f84c9fc69486.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2b8e2a13d1d35e14239743ceea08c616.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-2b8e2a13d1d35e14239743ceea08c616.gif\"><\/a><\/p>\n<p>\u8fd9\u56de\uff0c\u8ba9\u7167\u7247\u52a8\u8d77\u6765\u7684\u65f6\u5019\u7ec8\u4e8e\u4e0d\u662f\u4eba\u7269\u5728\u524d\u9762\u81ea\u55e8\uff0c\u80cc\u666f\u5728\u540e\u9762\u5c34\u5c2c\u5730\u5f53\u300c\u9759\u6001\u58c1\u7eb8\u300d\u4e86\uff0c\u73b0\u5728\u7684\u753b\u9762\uff0c\u4ece\u4e3b\u89d2\u5230\u80cc\u666f\u90fd\u80fd\u4e00\u8d77\u55e8\u8d77\u6765\u3002<\/p>\n<p><strong>\u6280\u672f\u65b9\u6848<\/strong><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-10febeb163263227aebfc093c47860b9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-10febeb163263227aebfc093c47860b9.png\"><\/a><\/p>\n<p>X-Dyna \u662f\u4e00\u4e2a\u7aef\u5230\u7aef\u7684\u6846\u67b6\uff0c\u5b83\u4e3b\u8981\u5305\u542b\u4e09\u4e2a\u90e8\u5206\uff0c\u5206\u522b\u662f \uff1a<\/p>\n<p>1\uff09\u8f7b\u91cf\u8de8\u89c6\u9891\u5e27\u7684\u6ce8\u610f\u529b\u6a21\u5757 <strong>Dynamics-Adapter<\/strong>\uff0c\u5b83\u5c06\u53c2\u8003\u56fe\u50cf\u4e0e\u566a\u58f0\u5e8f\u5217\u5e76\u884c\u8f93\u5165\u6269\u6563\u6a21\u578b\u7684\u9aa8\u5e72\u7f51\u7edc\uff0c\u5e76\u901a\u8fc7\u81ea\u6ce8\u610f\u529b\u673a\u5236 (Self-Attention) \u628a\u53c2\u8003\u56fe\u50cf\u4e2d\u7684\u8bed\u4e49\u4fe1\u606f\u52a0\u5165\u5230\u53bb\u566a\u8fc7\u7a0b\u3002<\/p>\n<p>2\uff09\u4eba\u8138\u5c40\u90e8\u63a7\u5236\u6a21\u5757<strong>\u00a0S-Face ControlNet<\/strong>\uff0c \u5b83\u901a\u8fc7\u8bad\u7ec3\u65f6\u5bf9\u9a71\u52a8\u89c6\u9891\u8fdb\u884c\u4eba\u8138\u5c40\u90e8\u68c0\u6d4b\u548c\u6362\u8138\u6765\u5206\u79bb\u4eba\u7269\u7684 ID \u548c\u9762\u90e8\u8868\u60c5\uff0c\u4ee5\u6b64\u63d0\u5347\u8868\u60c5\u8fc1\u79fb\u7684\u51c6\u786e\u6027\u3002\u6d4b\u8bd5\u65f6\u65e0\u9700\u6362\u8138\uff0c\u9a71\u52a8\u89c6\u9891\u53ea\u9700\u8981\u8fdb\u884c\u4eba\u8138\u68c0\u6d4b\u5373\u53ef\u4f5c\u4e3a\u8f93\u5165\u3002<\/p>\n<p>3\uff09\u4eba\u7269\u80a2\u4f53\u8fd0\u52a8\u63a7\u5236\u6a21\u5757<strong>\u00a0Pose ControlNet<\/strong>\uff0c\u5b83\u4f7f\u7528\u4eba\u4f53\u9aa8\u67b6\u4f5c\u4e3a\u8f93\u5165\u6765\u5b9e\u73b0\u52a8\u4f5c\u8fc1\u79fb\u3002<\/p>\n<p>\u4e0e ReferenceNet \u7684\u7ed3\u6784\u8bbe\u8ba1\u4e0d\u540c\u4e4b\u5904\u662f\uff0c Dynamics-Adapter \u5f15\u5165\u4e86\u6781\u5c11\u7684\u989d\u5916\u8bad\u7ec3\u53c2\u6570\uff0c\u5b83\u53ef\u4ee5\u6709\u6548\u5730\u5c06\u4eba\u7269\u5916\u89c2\u548c\u81ea\u7136\u80cc\u666f\u4e0a\u4e0b\u6587\u4ece\u53c2\u8003\u56fe\u50cf\u6ce8\u5165\u5230\u9aa8\u5e72\u7f51\u7edc\uff0c\u5e76\u4e14\u4e0d\u4f1a\u5bfc\u81f4\u9aa8\u5e72\u7f51\u7edc\u4e27\u5931\u52a8\u6001\u7ec6\u8282\u7684\u751f\u6210\u80fd\u529b\u3002<\/p>\n<p>\u4e0e IP-Adapter \u7ed3\u6784\u76f8\u6bd4\uff0cDynamics-Adapter \u80fd\u66f4\u597d\u5730\u4fdd\u6301\u8f93\u5165\u56fe\u50cf\u7684 ID \u548c\u4eba\u7269\u5916\u89c2\u3002\u5177\u4f53\u5b9e\u73b0\u548c\u52a8\u6001\u7ec6\u8282\u751f\u6210\u6548\u679c\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3829d82e80f112e27053394740e7de28.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-3829d82e80f112e27053394740e7de28.png\"><\/a><\/p>\n<p>a) IP-Adapter \u901a\u8fc7 CLIP \u5c06\u53c2\u8003\u56fe\u50cf\u7f16\u7801\uff0c\u5e76\u5c06\u4fe1\u606f\u4f5c\u4e3a\u6b8b\u5dee\u6ce8\u5165\u4e3b\u5e72\u7f51\u7edc\u4e2d\u7684\u4ea4\u53c9\u6ce8\u610f\u529b\u5c42\u3002b) ReferenceNet \u662f\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u5e76\u884c U-Net\uff0c\u4ed6\u901a\u8fc7\u8fde\u63a5\u81ea\u6ce8\u610f\u529b\u5c42\u7279\u5f81\u5c06\u8bed\u4e49\u4fe1\u606f\u8f93\u5165\u9aa8\u5e72\u7f51\u7edc\u3002c) Dynamics-Adapter \u4f7f\u7528\u90e8\u5206\u5171\u4eab\u6743\u91cd\u7684 U-Net \u5bf9\u53c2\u8003\u56fe\u50cf\u8fdb\u884c\u7f16\u7801\uff0c\u5916\u89c2\u63a7\u5236\u662f\u901a\u8fc7\u5728\u81ea\u6ce8\u610f\u529b\u5c42\u4e2d\u5b66\u4e60\u6b8b\u5dee\u6765\u5b9e\u73b0\uff0c\u6240\u6709\u5176\u4ed6\u90e8\u5206\u4e0e\u9aa8\u5e72\u7f51\u7edc\u5171\u4eab\u76f8\u540c\u7684\u51bb\u7ed3\u6743\u91cd\u3002<\/p>\n<p><strong>\u6548\u679c\u5c55\u793a<\/strong><\/p>\n<p><strong>\u4e0e\u4e4b\u524d\u65b9\u6cd5\u7684\u5bf9\u6bd4<\/strong><\/p>\n<ul>\n<li>\n<section>\u52a8\u6001\u7ec6\u8282\u751f\u6210\u5bf9\u6bd4<\/section>\n<\/li>\n<\/ul>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-abb6aecba7ea4c9bd72523ebeba4d51e.gif\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-abb6aecba7ea4c9bd72523ebeba4d51e.gif\"><\/a><\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/02\/frc-e96c8c7c0f08d0cdeeab1e89400f51b9.gif\" data-fancybox=\"images\" 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href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-02-14-11\" target=\"_blank\">\u597d\u6d3b\uff01\u5b57\u8282\uff0c\u5357\u52a0\u5927\uff0c\u65af\u5766\u798f\u7b49\u65b0\u5f00\u6e90\u7684\u5c0f\u4eba\u8df3\u821eX-Dyna\uff0c\u4eba\u8138\u3001\u80cc\u666f\u90fd\u751f\u52a8\u8d77\u6765\u4e86<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u597d\u6d3b\uff01\u5b57\u8282\uff0c\u5357\u52a0\u5927\uff0c\u65af 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