{"id":10751,"date":"2026-08-04T19:35:27","date_gmt":"2026-08-04T11:35:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/motion-beyond-morphology-motion-transfer\/"},"modified":"2026-08-04T19:40:53","modified_gmt":"2026-08-04T11:40:53","slug":"motion-beyond-morphology-motion-transfer","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/motion-beyond-morphology-motion-transfer\/","title":{"rendered":"MBM\uff1a\u8de8\u985e\u5225\u52d5\u4f5c\u8f49\u79fb\u7a81\u7834"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-e08d388e5884.jpg\" alt=\"Framework\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u60f3\u628a\u4e00\u6bb5\u52d5\u4f5c\u642c\u5230\u53e6\u4e00\u500b\u89d2\u8272\u6216\u756b\u9762\uff0c\u6700\u6015\u5f62\u614b\u5dee\u592a\u9060\u6642\u9023\u8eab\u4efd\u90fd\u4e00\u4f75\u626d\u66f2\u3002MBM \u8d70\u7684\u662f\u4e00\u5957 motion transfer \u7814\u7a76\u6846\u67b6\uff0c\u91cd\u9ede\u662f\u628a\u8de8\u985e\u5225\u52d5\u4f5c\u8f49\u79fb\u505a\u5f97\u66f4\u7a69\uff0c\u8b93 reference video \u7684\u52d5\u4f5c\u53ef\u4ee5\u9023\u540c text\uff0c\u5fc5\u8981\u6642\u518d\u52a0\u4e00\u5f35 reference image\uff0c\u4e00\u8d77\u9a45\u52d5\u751f\u6210\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5206\u5169\u6bb5\u8655\u7406\uff1aStage I \u5148\u5b78 heterogeneous abstract motion conditions\uff0c\u518d bootstrap cross-category motion pairs\uff1bStage II \u518d\u7528 raw reference videos \u628a\u9019\u5957\u76e3\u7763\u5167\u5316\u3002\u63a8\u7406\u6642\u76f4\u63a5\u9760 reference video\u3001text \u548c optional reference image\uff0c\u4e0d\u9700\u8981 explicit motion extraction \u6216 test-time optimization\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/miniz233.github.io\\\/MotionBeyondMorphology\\\/motion_videos\\\/8.mp4&quot;,&quot;repeat&quot;:true,&quot;autoplay&quot;:true,&quot;muted&quot;:true,&quot;align&quot;:&quot;&quot;,&quot;poster&quot;:&quot;&quot;,&quot;controls&quot;:{&quot;play-large&quot;:true,&quot;restart&quot;:false,&quot;rewind&quot;:true,&quot;play&quot;:true,&quot;fast-forward&quot;:true,&quot;progress&quot;:true,&quot;current-time&quot;:true,&quot;duration&quot;:false,&quot;mute&quot;:true,&quot;volume&quot;:true,&quot;pip&quot;:false,&quot;airplay&quot;:false,&quot;captions&quot;:false,&quot;settings&quot;:true,&quot;download&quot;:false,&quot;fullscreen&quot;:true},&quot;captions&quot;:[],&quot;ratio&quot;:&quot;16:9&quot;,&quot;accentColor&quot;:&quot;&quot;,&quot;lazyLoad&quot;:false,&quot;width&quot;:&quot;100%&quot;,&quot;radius&quot;:&quot;0px&quot;,&quot;resetOnEnd&quot;:false,&quot;autoHideControl&quot;:true,&quot;isSetup&quot;:false}'\n><\/div>\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u548c\u53ea\u5728\u76f8\u8fd1\u5916\u5f62\u4e4b\u9593\u642c\u52d5\u4f5c\u7684\u505a\u6cd5\u4e0d\u540c\uff0c\u76ee\u6a19\u662f\u9023 same-category\u3001near-category \u5230 far-category \u90fd\u76e1\u91cf\u7dad\u6301 motion fidelity \u8207 target preservation\u3002\u8cc7\u6599\u540c\u6642\u63d0\u5230 OpenVMT-Dataset \u548c OpenVMT-Bench\uff0c\u524d\u8005\u662f instance-level motion-equivalent cross-content pairs\uff0c\u5f8c\u8005\u5247\u7528\u9010\u6b65\u62c9\u5927\u7684 category gap \u53bb\u6e2c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5169\u968e\u6bb5\u6846\u67b6\u5148\u5b78\u62bd\u8c61\u52d5\u4f5c\uff0c\u518d\u628a\u76e3\u7763\u5167\u5316\u5230\u751f\u6210\u6d41\u7a0b<\/li>\n\n\n\n<li>\u63a8\u7406\u7aef\u76f4\u63a5\u5403 reference video\u3001text\u3001optional reference image\uff0c\u6d41\u7a0b\u8f03\u77ed<\/li>\n\n\n\n<li>\u4e3b\u6253\u8de8\u985e\u5225\u52d5\u4f5c\u8f49\u79fb\uff0c\u9069\u5408\u5f71\u7247\u751f\u6210\u3001\u89d2\u8272\u52d5\u4f5c\u9077\u79fb\u3001\u52d5\u756b\u5408\u6210<\/li>\n\n\n\n<li>\u5728\u5927\u5f62\u614b\u5dee\u8ddd\u4e0b\u4ecd\u53ef\u7dad\u6301\u8f03\u597d\u7684\u52d5\u4f5c\u4fdd\u771f\u8207\u76ee\u6a19\u4fdd\u7559<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/miniz233.github.io\/MotionBeyondMorphology\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/miniz233\/MBM\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u7406\u89e3\u6210\u4e00\u5957\u8de8\u985e\u5225\u5f71\u7247\u52d5\u4f5c\u8f49\u79fb\u6846\u67b6\uff0c\u91cd\u9ede\u662f\u5916\u5f62\u5dee\u5f88\u591a\u6642\u4ecd\u4fdd\u4f4f\u52d5\u4f5c\u8207\u8eab\u4efd\u3002<\/p>\n","protected":false},"author":8,"featured_media":10750,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,31,30,162,195,197],"tags":[],"class_list":["post-10751","post","type-post","status-publish","format-standard","hentry","category-133","category-video","category-image","category-ai-productions","category-195","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10751","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=10751"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10751\/revisions"}],"predecessor-version":[{"id":10755,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10751\/revisions\/10755"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10750"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10751"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10751"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10751"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}