{"id":10881,"date":"2026-08-11T00:38:20","date_gmt":"2026-08-10T16:38:20","guid":{"rendered":"https:\/\/infernews.com\/blog\/uncertainty-aware-world-model-for-aerial-image\/"},"modified":"2026-08-11T00:38:20","modified_gmt":"2026-08-10T16:38:20","slug":"uncertainty-aware-world-model-for-aerial-image","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/uncertainty-aware-world-model-for-aerial-image\/","title":{"rendered":"UA-NWM \u4e0d\u78ba\u5b9a\u6027\u7121\u4eba\u6a5f\u5c0e\u822a"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/08\/pasted-8a844b0bc6d3.jpg\" alt=\"Repository image for DurYi\/UA-NWM\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6236\u5916\u7121\u4eba\u6a5f\u5c0e\u822a\u6700\u6613\u51fa\u932f\u7684\u4f4d\u7f6e\uff0c\u5728\u65bc\u524d\u65b9\u756b\u9762\u672a\u5fc5\u53ea\u6709\u4e00\u7a2e\u5408\u7406\u8b8a\u5316\u3002UA-NWM \u628a\u9019\u500b\u554f\u984c\u7576\u6210 world model \u7684\u8a55\u5206\u5de5\u4f5c\u8655\u7406\uff0c\u9762\u5411 aerial image-goal navigation\uff0c\u5514\u518d\u53ea\u4f30\u4e00\u500b\u672a\u4f86\u756b\u9762\u518d\u540c\u76ee\u6a19\u786c\u78b0\u786c\uff0c\u800c\u4fc2\u5224\u65b7\u76ee\u6a19\u5716\u7247\u662f\u5426\u843d\u5728\u6a21\u578b\u9810\u6e2c\u7684\u672a\u4f86\u72c0\u614b\u5206\u4f48\u4e4b\u5167\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u6700\u503c\u5f97\u7559\u610f\u7684\u6280\u8853\u9ede\uff0c\u662f\u7528 Hierarchical Error Projection\uff08HEP\uff09\u628a\u9810\u6e2c\u8207\u76ee\u6a19\u4e4b\u9593\u7684\u5dee\u8ddd\u62c6\u6210\u53ef\u7531\u4e0d\u78ba\u5b9a\u6027\u5b50\u7a7a\u9593\u89e3\u91cb\u7684\u90e8\u5206\uff0c\u540c\u57cb\u89e3\u91cb\u5514\u5230\u7684\u6b98\u5dee\uff0c\u6700\u5f8c\u53ea\u7528\u5f8c\u8005\u4f5c\u70ba trajectory cost\u3002\u5462\u7a2e\u505a\u6cd5\u540c\u55ae\u9ede\u9810\u6e2c\u5f0f ranker \u7684\u5206\u5225\u5f88\u76f4\u63a5\uff1a\u540c\u6a23\u898b\u5230\u504f\u5dee\uff0cUA-NWM \u6703\u5148\u554f\u504f\u5dee\u662f\u5426\u5c6c\u65bc\u5408\u7406\u672a\u4f86\u8b8a\u5316\uff0c\u800c\u5514\u4fc2\u4e00\u6982\u7576\u6210\u8d70\u932f\u8def\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a21\u578b\u672c\u8eab\u6703\u9810\u6e2c\u672a\u4f86\u7684 DINO latent features\uff0c\u914d\u5408 deterministic future feature map \u540c uncertainty subspace \u505a\u55ae\u6b21 forward scoring\uff0c\u907f\u514d\u9760\u96a8\u6a5f\u62bd\u6a23\u591a\u500b\u672a\u4f86\u72c0\u614b\u5148\u5b8c\u6210\u6bd4\u8f03\u3002\u540c\u4e00\u500b checkpoint \u53ef\u914d\u5408\u5169\u7a2e inference strategy\uff0c\u5305\u62ec uncertainty-aware \u7684 UA-NWM \u8207 deterministic baseline\uff0c\u9069\u5408\u7814\u7a76\u5718\u968a\u76f4\u63a5\u6bd4\u8f03\u5169\u7a2e\u8a55\u5206\u908f\u8f2f\u5e36\u4f86\u7684\u5dee\u7570\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9069\u5408 UAV \u5c0e\u822a\u3001\u6236\u5916\u6a5f\u68b0\u4eba\u611f\u77e5\uff0c\u4ee5\u53ca\u8981\u7531\u76ee\u6a19\u5716\u7247\u53cd\u63a8\u884c\u9032\u8def\u7dda\u7684\u5718\u968a<\/li>\n<li>\u91cd\u9ede\u5514\u4fc2\u751f\u6210\u6700\u50cf\u7684\u672a\u4f86\u756b\u9762\uff0c\u800c\u4fc2\u5224\u65b7\u76ee\u6a19\u662f\u5426\u4ecd\u5728\u5408\u7406\u672a\u4f86\u5206\u4f48\u5167<\/li>\n<li>\u63d0\u4f9b AirGoal-10k \u7684 training\u3001evaluation\u3001trajectory ranking\u3001CEM\/MPC planning \u8207 visualization workflow<\/li>\n<li><code>deploy\/<\/code> \u5167\u6709\u771f\u5be6\u90e8\u7f72\u7528\u7684 server-side policy wrapper\uff0c\u4f46\u539f\u59cb\u8cc7\u6599\u672a\u5b8c\u6574\u4ea4\u4ee3\u6574\u5957\u90e8\u7f72\u6b65\u9a5f<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5df2\u5c0d\u61c9 AirGoal-10k\uff0c\u4e26\u5305\u542b\u771f\u6a5f UAV demo\u3001\u8cc7\u6599\u96c6\u9023\u7d50\u8207 pretrained checkpoints\uff1b\u53d7\u76ca\u6700\u5927\u7684\u662f\u9700\u8981\u8655\u7406\u5927\u7bc4\u570d\u6236\u5916\u5834\u666f\u3001\u591a\u89e3\u672a\u4f86\u89c0\u6e2c\uff0c\u4ee5\u53ca\u60f3\u628a world model \u76f4\u63a5\u63a5\u5230\u898f\u5283\u5668\u5982 CEM\/MPC \u7684\u5718\u968a\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/duryi.github.io\/UA-NWM-Project-Page\/\" rel=\"noopener noreferrer\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/DurYi\/UA-NWM\" rel=\"noopener noreferrer\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/huggingface.co\/DurYi\/UA-NWM-Checkpoints\" rel=\"noopener noreferrer\"><strong>\u6a21\u578b<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7121\u4eba\u6a5f\u671d\u76ee\u6a19\u5716\u7247\u98db\u884c\uff0c\u6700\u96e3\u5514\u4fc2\u9810\u6e2c\u4e00\u689d\u8def\uff0c\u800c\u4fc2\u5224\u65b7\u76ee\u6a19\u756b\u9762\u662f\u5426\u4ecd\u5c6c\u5408\u7406\u8def\u5f91\u3002UA-NWM \u89e3\u6c7a\u300c\u6a21\u578b\u89e3\u91cb\u5514\u5230\u300d\u7684\u8aa4\u5dee\u3002<\/p>\n","protected":false},"author":8,"featured_media":10880,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,30,127,186,196,199,202],"tags":[],"class_list":["post-10881","post","type-post","status-publish","format-standard","hentry","category-133","category-image","category-127","category-186","category-196","category-dataset-","category-202"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10881","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=10881"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10881\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10880"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10881"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10881"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10881"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}