{"id":10036,"date":"2026-07-08T19:53:08","date_gmt":"2026-07-08T11:53:08","guid":{"rendered":"https:\/\/infernews.com\/blog\/consistency-augmented-geometric-gaussian-splatting-for-ego-centric-3d-scene-gene\/"},"modified":"2026-07-08T19:53:08","modified_gmt":"2026-07-08T11:53:08","slug":"consistency-augmented-geometric-gaussian-splatting-for-ego-centric-3d-scene-gene","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/consistency-augmented-geometric-gaussian-splatting-for-ego-centric-3d-scene-gene\/","title":{"rendered":"CGGS \u628a\u6587\u5b57\u76f4\u63a5\u8b8a\u6210\u7b2c\u4e00\u8eab 3D \u5834\u666f"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/07\/teaser-1.jpg\" alt=\"teaser\"><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6700\u503c\u5f97\u7559\u610f\u7684\u5730\u65b9\uff0c\u5728\u65bc CGGS \u6c92\u6709\u6cbf\u7528\u55ae\u7d14\u5168\u666f\u751f\u6210\u518d\u91cd\u5efa\u7684\u8def\u7dda\uff0c\u800c\u662f\u76f4\u63a5\u91dd\u5c0d\u7b2c\u4e00\u8eab\u8996\u89d2 3D \u5834\u666f\u53bb\u8655\u7406\u8996\u89d2\u4e0d\u9023\u7e8c\u3001\u5e7e\u4f55\u8b8a\u5f62\u548c\u6587\u5b57\u7d30\u7bc0\u6d41\u5931\u3002\u5b83\u5c6c\u65bc\u4e00\u500b\u6587\u5b57\u8f49 3D \u7684\u6846\u67b6\uff0c\u76ee\u6a19\u662f\u628a\u6587\u5b57\u63cf\u8ff0\u8b8a\u6210\u53ef\u6e32\u67d3\u7684 ego-centric \u5834\u666f\uff0c\u800c\u4e0d\u53ea\u662f\u7522\u51fa\u5e7e\u5f35\u5f7c\u6b64\u95dc\u4fc2\u9b06\u6563\u7684\u5716\u7247\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u505a\u6cd5\u5e38\u898b\u554f\u984c\uff0c\u662f\u591a\u8996\u89d2\u4e4b\u9593\u91cd\u758a\u4e0d\u8db3\uff0c\u6216\u8005 equirectangular projection \u5bb9\u6613\u5728\u4e0a\u4e0b\u908a\u754c\u62c9\u626f\u8b8a\u5f62\uff1bDreamScene360 \u4e00\u985e\u65b9\u6cd5\u4e5f\u6703\u51fa\u73fe\u7d50\u69cb\u626d\u66f2\u3002CGGS \u7684\u53d6\u5411\u662f\u5148\u7528 MV-LDM \u751f\u6210\u66f4\u4e00\u81f4\u7684\u591a\u8996\u89d2 2D \u5167\u5bb9\uff0c\u518d\u914d\u5408 optical flow\u3001point-track correspondence\u3001\u6df1\u5ea6\u4f30\u8a08\u8207 3D Gaussian optimization\uff0c\u628a\u7c97\u7565 layout \u9010\u6b65\u4fee\u5230\u53ef\u7528\u7684 3D Gaussian Splatting\uff083DGS\uff09\u5834\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u7684\u6d41\u7a0b\u5927\u81f4\u53ef\u7406\u89e3\u70ba\u4e09\u6bb5\uff1aEgo-centric Generator \u8ca0\u8cac\u8cbc\u8fd1\u6587\u5b57\u7684\u591a\u8996\u89d2\u5167\u5bb9\uff0cLayout Decorator \u7531\u5f71\u50cf\u95dc\u4fc2\u63a8\u56de dense point clouds\uff0cGeometric Refiner \u518d\u7528 Mutual Information Depth Loss\uff08MID\uff09\u548c hierarchical optimization \u4fee\u6b63\u5e7e\u4f55\u8207\u756b\u8cea\u3002\u90e8\u7f72\u548c\u6e2c\u8a66\u5c64\u9762\uff0c\u5132\u5b58\u5eab\u5df2\u63d0\u4f9b\u5be6\u4f5c\uff0c\u4e26\u53ef\u900f\u904e prompt \u6a94\u3001\u8996\u89d2\u6c34\u5e73\u8996\u91ce <code>--fov<\/code> \u8207\u5782\u76f4\u8ef8\u65cb\u8f49\u89d2 <code>--deg<\/code> \u63a7\u5236\u751f\u6210\u689d\u4ef6\uff0c\u8f03\u9069\u5408\u7814\u7a76\u3001\u5be6\u9a57\u5ba4\u6216\u8981\u8a55\u4f30 text-to-3D \u5de5\u4f5c\u6d41\u7684\u4eba\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8d70\u7684\u662f ego-centric 3D scene generation\uff0c\u4e0d\u662f\u55ae\u7d14\u5168\u666f\u8cbc\u5716<\/li>\n<li>\u6838\u5fc3\u5dee\u7570\u5728 MV-LDM \u4e00\u81f4\u6027\u8a13\u7df4\uff0c\u52a0\u4e0a 3D Gaussian \u5e7e\u4f55\u512a\u5316<\/li>\n<li>\u63d0\u4f9b\u53ef\u8abf\u8996\u89d2\u53c3\u6578\uff0c\u80fd\u7528\u6587\u5b57\u6a94\u6279\u91cf\u6e2c\u8a66\u4e0d\u540c\u5834\u666f<\/li>\n<li>\u9069\u5408\u505a 3D \u5167\u5bb9\u751f\u6210\u3001novel view synthesis \u8207\u65b9\u6cd5\u6bd4\u8f03<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u6548\u80fd\u6578\u5b57\u4e5f\u6709\u8aaa\u670d\u529b\u3002README \u5217\u51fa\u7684\u7d50\u679c\u4e2d\uff0cCGGS \u5728 CLIP Score 26.253\u3001Q-Align 0.839\u3001PSNR 37.345\u3001SSIM 0.977\u3001LPIPS 0.0193 \u53d6\u5f97\u6700\u4f73\u8868\u73fe\uff0c\u4ee3\u8868\u5b83\u4e0d\u53ea\u6587\u5b57\u5c0d\u9f4a\u8f03\u597d\uff0c\u91cd\u5efa\u54c1\u8cea\u8207\u65b0\u8996\u89d2\u6e32\u67d3\u7a69\u5b9a\u5ea6\u4e5f\u66f4\u9ad8\uff1b\u4e0d\u904e\u9019\u4ecd\u7136\u662f\u7814\u7a76\u578b\u9805\u76ee\uff0c\u96e2\u901a\u7528\u5167\u5bb9\u88fd\u4f5c\u5de5\u5177\u9084\u6709\u4e00\u6bb5\u8ddd\u96e2\uff0c\u8f03\u5927\u7684\u50f9\u503c\u5728\u65bc\u5b83\u6e05\u695a\u793a\u7bc4\u4e86\u5982\u4f55\u628a\u591a\u8996\u89d2\u751f\u6210\u8207\u5e7e\u4f55\u91cd\u5efa\u66f4\u7dca\u5bc6\u5730\u63a5\u8d77\u4f86\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/cggs-26.github.io\/cggs26\/\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>\u9805\u76ee\u4e3b\u9801<\/strong><\/a> \u00b7 <a href=\"https:\/\/github.com\/CGGS-26\/CGGS\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>GitHub<\/strong><\/a> \u00b7 <a href=\"https:\/\/arxiv.org\/pdf\/2607.03819\" rel=\"noopener noreferrer\" target=\"_blank\"><strong>Paper<\/strong><\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u60f3\u7531\u6587\u5b57\u751f\u6210\u53ef\u81ea\u7531\u89c0\u770b\u7684\u7b2c\u4e00\u8eab 3D \u5834\u666f\uff0cCGGS\u8655\u7406\u5f97\u6bd4\u4e00\u822c\u5168\u666f\u8def\u7dda\u66f4\u7a69\u3002\u5b83\u91cd\u9ede\u4e0d\u662f\u53ea\u505a\u975a\u5716\uff0c\u800c\u662f\u9023\u8996\u89d2\u4e00\u81f4\u6027\u8207\u5e7e\u4f55\u7d50\u69cb\u90fd\u4e00\u4f75\u88dc\u5f37\u3002<\/p>\n","protected":false},"author":8,"featured_media":10035,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,132,119,189,199],"tags":[],"class_list":["post-10036","post","type-post","status-publish","format-standard","hentry","category-133","category-3d","category-119","category-189","category-dataset-"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10036","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=10036"}],"version-history":[{"count":0,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/10036\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/10035"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=10036"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=10036"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=10036"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}