{"id":12113,"date":"2026-09-10T22:51:54","date_gmt":"2026-09-10T14:51:54","guid":{"rendered":"https:\/\/infernews.com\/blog\/syncworld-visual-calibration-enables-world-model\/"},"modified":"2026-09-10T22:52:46","modified_gmt":"2026-09-10T14:52:46","slug":"syncworld-visual-calibration-enables-world-model","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/syncworld-visual-calibration-enables-world-model\/","title":{"rendered":"SyncWorld\uff1a\u7528\u4e00\u6bb5\u5f71\u50cf\u6821\u6e96\uff0c\u8b93\u4e16\u754c\u6a21\u578b\u96f6\u6a23\u672c\u9077\u79fb\u5230\u65b0\u6a5f\u68b0\u4eba"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/09\/teaser-3.jpg\" alt=\"SyncWorld teaser\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u52d5\u4f5c\u6578\u503c\u55ba\u50cf\u7d20\u7a7a\u9593\u5176\u5be6\u5514\u4fc2\u901a\u7528\u8a9e\u8a00\u2014\u2014\u63db\u93e1\u982d\u3001\u63db\u6a5f\u68b0\u4eba\u4f4d\u7f6e\u3001\u63db\u6a5f\u68b0\u7d50\u69cb\uff0c\u540c\u4e00\u500b\u52d5\u4f5c\u6307\u4ee4\u5c31\u6703\u7522\u751f\u5514\u540c\u5605\u8996\u89ba\u6548\u679c\uff0c\u4ea6\u5373\u4fc2\u9ede\u89e3\u7528\u6df7\u5408\u6578\u64da\u8a13\u7df4\u51fa\u569f\u5605\u52d5\u4f5c\u689d\u4ef6\u4e16\u754c\u6a21\u578b\uff08action-conditioned world model\uff09\u55ba\u65b0\u5834\u666f\u5165\u9762\u6210\u65e5\u5931\u6548\u3002SyncWorld \u5605\u5207\u5165\u89d2\u5ea6\u4fc2\uff1a\u65e2\u7136\u52d5\u4f5c\u540c\u756b\u9762\u5605\u5c0d\u61c9\u56e0\u74b0\u5883\u800c\u7570\uff0c\u4e0d\u5982\u7528\u4e00\u6bb5\u5305\u542b\u6bcf\u500b\u53ef\u63a7\u81ea\u7531\u5ea6\uff08DoF\uff09\u5605\u77ed\u5f71\u50cf\u6821\u6e96\u7247\u6bb5\uff08visual calibration episode\uff09\u505a in-context prompt\uff0c\u7b49\u6a21\u578b\u55ba\u63a8\u8ad6\u6642\u5373\u5834\u4f30\u8a08\u5462\u5957\u74b0\u5883\u5605 Action\u2013Visual Mapping\uff0c\u5f9e\u800c\u628a\u55ae\u4e00 checkpoint \u8b8a\u6210\u96f6\u6a23\u672c\uff08zero-shot\uff09\u6a21\u64ec\u5668\uff0c\u6bcb\u9808\u984d\u5916\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u65bc NVIDIA Cosmos-Framework \u6539\u5beb\u800c\u6210\uff0c\u4e26\u975e\u7531\u96f6\u958b\u59cb\u780c\u5605\u65b0\u7db2\u7d61\u3002\u5c0d\u6bd4\u4e00\u822c\u91dd\u5c0d\u55ae\u4e00\u6a5f\u68b0\u4eba\u505a fine-tuning \u5605\u505a\u6cd5\uff0cSyncWorld \u7528\u8996\u89ba\u8b49\u64da\u53d6\u4ee3\u6b0a\u91cd\u8a18\u61b6\uff1b\u8a13\u7df4\u6642\u6df7\u5165 calibration context \u4e4b\u5f8c\uff0c\u6a21\u578b\u4ef2\u5b78\u8b58\u55ba\u5187 calibration \u5605\u60c5\u6cc1\u4e0b\u843d\u8fd4\u53bb\u7528\u4e92\u52d5\u6b77\u53f2\u505a\u9810\u6e2c\u3002\u7a0b\u5f0f\u5eab\u63d0\u4f9b\u5206\u6563\u5f0f FSDP trainer\u3001typed TOML \u98df\u8b5c\u540c\u539f\u751f DCP checkpoint\uff0c\u53ef\u4ee5\u76f4\u63a5\u532f\u51fa HuggingFace <code>safetensors<\/code>\uff1b\u8a55\u4f30\u5c31\u7528\u5168\u6bb5\u81ea\u56de\u6b78 rollout\uff0c\u914d\u5408 PSNR\u3001SSIM\u3001LPIPS \u91cf\u5ea6\u50cf\u7d20\u76f8\u4f3c\u5ea6\u3002<\/p>\n\n\n<div\n    \tclass=\"align wp-block-vpb-video\"    id='vpbpVideoPlayer-1'\n    data-attributes='{&quot;source&quot;:&quot;https:\\\/\\\/umass-embodied-agi.github.io\\\/SyncWorld\\\/static\\\/videos\\\/syncworld_demo.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\">\u76f4\u63a5\u53d7\u60e0\uff1a\u9700\u8981\u55ba\u591a\u6b3e xArm\u3001ARX5\u3001KUKA\u3001Franka Panda\u3001UR5e \u7b49\u7570\u8cea\u5e73\u53f0\u4e0a\u505a sim-to-real \u60f3\u50cf\u5605\u6a5f\u68b0\u4eba\u7814\u7a76\u5718\u968a\uff1b\u505a\u6e2c\u8a66\u6642\u7b56\u7565\u6539\u9032\uff08test-time policy improvement\uff09\u800c\u5514\u60f3\u518d\u82b1\u9322\u8a13\u7df4\u5605 RL \u5718\u968a\uff1b\u4ee5\u53ca\u60f3\u907f\u958b\u300c\u6bcf\u500b\u65b0 setup \u90fd\u8981\u91cd\u65b0\u6a19\u8a3b\u52d5\u4f5c\u300d\u5462\u500b\u6a3d\u9838\u5605\u6578\u64da\u5718\u968a\u3002Demo \u986f\u793a\u4f62\u80fd\u6e96\u78ba\u6a21\u64ec\u672a\u898b\u904e\u5605\u8a2d\u5b9a\u5165\u9762\u5605\u52d5\u4f5c\u5f8c\u679c\uff0c\u4e26\u4ee4\u7b56\u7565\u55ba\u6e2c\u8a66\u968e\u6bb5\u9760 rollout \u6539\u5584\u800c\u6bcb\u9808\u518d\u8a13\u7df4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u91cd\u9ede\u6458\u8981\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ee5\u8996\u89ba\u6821\u6e96\u7247\u6bb5\u4f5c\u70ba in-context prompt\uff0c\u514d\u53bb per-deployment fine-tuning<\/li>\n\n\n\n<li>\u8a13\u7df4\u540c\u6642\u4ee4\u6a21\u578b\u80fd\u55ba\u5187 calibration \u6642\u56de\u9000\u7528\u4e92\u52d5\u6b77\u53f2<\/li>\n\n\n\n<li>\u57fa\u65bc NVIDIA Cosmos-Framework \u6539\u5beb\uff0c\u63d0\u4f9b FSDP \u8a13\u7df4\u540c DCP checkpoint<\/li>\n\n\n\n<li>\u8a55\u4f30\u7528\u5168\u6bb5\u81ea\u56de\u6b78 rollout\uff0c\u914d PSNR\u3001SSIM\u3001LPIPS \u6307\u6a19<\/li>\n\n\n\n<li>\u6a21\u578b\u6b0a\u91cd\u540c\u8a55\u6e2c\u96c6\u5df2\u958b\u55ba HuggingFace\uff1a<code>yyuncong\/SyncWorld<\/code>\u3001<code>yyuncong\/SyncWorld-Evaluation<\/code><\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/umass-embodied-agi.github.io\/SyncWorld\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/UMass-Embodied-AGI\/SyncWorld\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/yyuncong\/SyncWorld\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u540c\u4e00\u500b\u6578\u503c\u52d5\u4f5c\u63db\u4e86\u93e1\u982d\u6216\u6a5f\u68b0\u4eba\u5c31\u5931\u6548\uff1fSyncWorld \u4ee5\u300c\u8996\u89ba\u6821\u6e96\u7247\u6bb5\u300d\u4f5c\u70ba\u63d0\u793a\uff0c\u8b93\u55ae\u4e00\u4e16\u754c\u6a21\u578b\u5373\u6642\u63a8\u65b7\u52d5\u4f5c\u8207\u756b\u9762\u5605\u5c0d\u61c9\u95dc\u4fc2\uff0c\u6bcb\u9808\u518d\u70ba\u6bcf\u500b\u74b0\u5883\u91cd\u65b0\u5fae\u8abf\u3002<\/p>\n","protected":false},"author":8,"featured_media":12112,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"wpai_generated_summary":"","footnotes":""},"categories":[133,76,186,127,179,30,184,197,193,199],"tags":[],"class_list":["post-12113","post","type-post","status-publish","format-standard","hentry","category-133","category-76","category-186","category-127","category-nvidia","category-image","category-robotic","category-framework","category-agi","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12113","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=12113"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12113\/revisions"}],"predecessor-version":[{"id":12115,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/12113\/revisions\/12115"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/12112"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=12113"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=12113"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=12113"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}