{"id":1650,"date":"2025-09-23T09:52:10","date_gmt":"2025-09-23T01:52:10","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=1650"},"modified":"2025-09-23T09:52:10","modified_gmt":"2025-09-23T01:52:10","slug":"%e7%94%a82d%e6%95%b0%e6%8d%ae%e8%a7%a3%e9%94%813d%e4%b8%96%e7%95%8c%ef%bc%9a%e9%a6%96%e4%b8%aa%e9%9d%a2%e5%90%91%e8%bf%90%e5%8a%a8%e5%ad%a6%e9%83%a8%e4%bb%b6%e5%88%86%e8%a7%a3%e7%9a%84%e5%a4%9a","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/09\/23\/%e7%94%a82d%e6%95%b0%e6%8d%ae%e8%a7%a3%e9%94%813d%e4%b8%96%e7%95%8c%ef%bc%9a%e9%a6%96%e4%b8%aa%e9%9d%a2%e5%90%91%e8%bf%90%e5%8a%a8%e5%ad%a6%e9%83%a8%e4%bb%b6%e5%88%86%e8%a7%a3%e7%9a%84%e5%a4%9a\/","title":{"rendered":"\u75282D\u6570\u636e\u89e3\u95013D\u4e16\u754c\uff1a\u9996\u4e2a\u9762\u5411\u8fd0\u52a8\u5b66\u90e8\u4ef6\u5206\u89e3\u7684\u591a\u89c6\u89d2\u89c6\u9891\u6269\u6563\u6846\u67b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"262\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-660.jpg\" alt=\"\" class=\"wp-image-1653\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-660.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-660-300x95.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-660-768x242.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6807\u9898\uff1aStable Part Diffusion 4D: Multi-View RGB and Kinematic Parts Video Generation<\/li>\n\n\n\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/pdf\/2509.10687<\/li>\n\n\n\n<li>\u9879\u76ee\u4e3b\u9875\uff1ahttps:\/\/stablepartdiffusion4d.github.io\/<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a<\/strong><\/p>\n\n\n\n<p>\u5728\u89d2\u8272\u52a8\u753b\u548c 3D \u5185\u5bb9\u5236\u4f5c\u4e2d\uff0crigging\uff08\u9aa8\u9abc\u7ed1\u5b9a\uff09\u4e0e\u90e8\u4ef6\u5206\u89e3\u662f\u5b9e\u73b0\u53ef\u52a8\u753b\u5316\u8d44\u4ea7\u7684\u6838\u5fc3\u3002\u7136\u800c\uff0c\u73b0\u6709\u65b9\u6cd5\u5b58\u5728\u660e\u663e\u5c40\u9650\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52a8 rigging<\/strong>\uff1a\u4f9d\u8d56\u89c4\u6a21\u6709\u9650\u7684 3D \u6570\u636e\u96c6\u53ca\u9aa8\u9abc\/\u8499\u76ae\u6807\u6ce8\uff0c\u96be\u4ee5\u8986\u76d6\u591a\u6837\u5316\u7684\u7269\u4f53\u5f62\u6001\u4e0e\u590d\u6742\u59ff\u6001\uff0c\u5bfc\u81f4\u6a21\u578b\u6cdb\u5316\u6027\u4e0d\u8db3\u3002<\/li>\n\n\n\n<li><strong>\u90e8\u4ef6\u5206\u89e3<\/strong>\uff1a\u73b0\u6709\u65b9\u6cd5\u591a\u4f9d\u8d56\u8bed\u4e49\u6216\u5916\u89c2\u7279\u5f81\uff08\u5982\u300c\u5934\u90e8\u300d\u3001\u300c\u5c3e\u90e8\u300d\u3001\u300c\u817f\u300d\u7b49\uff09\u8fdb\u884c\u5206\u5272\uff0c\u7f3a\u4e4f\u5bf9\u771f\u5b9e\u8fd0\u52a8\u5b66\u7ed3\u6784\u7684\u5efa\u6a21\uff0c\u7ed3\u679c\u5728\u8de8\u89c6\u89d2\u6216\u8de8\u65f6\u95f4\u5e8f\u5217\u4e0a\u5f80\u5f80\u4e0d\u7a33\u5b9a\uff0c\u96be\u4ee5\u76f4\u63a5\u5e94\u7528\u4e8e\u52a8\u753b\u9a71\u52a8\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"108\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-658.jpg\" alt=\"\" class=\"wp-image-1651\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-658.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-658-300x39.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-658-768x100.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u6838\u5fc3\u52a8\u673a\uff1a\u5229\u7528\u5927\u89c4\u6a21 2D \u6570\u636e\u548c\u9884\u8bad\u7ec3\u6269\u6563\u6a21\u578b\u7684\u5f3a\u5927\u5148\u9a8c\u77e5\u8bc6\uff0c\u6765\u89e3\u51b3\u8fd0\u52a8\u5b66\u90e8\u4ef6\u5206\u89e3\u7684\u95ee\u9898\uff0c\u5e76\u8fdb\u4e00\u6b65\u5ef6\u4f38\u5230\u81ea\u52a8 rigging\u3002 \u8fd9\u4e00\u601d\u8def\u80fd\u591f\u7a81\u7834 3D \u6570\u636e\u7a00\u7f3a\u7684\u74f6\u9888\uff0c\u8ba9 AI \u771f\u6b63\u5b66\u4f1a\u751f\u6210\u7b26\u5408\u7269\u7406\u8fd0\u52a8\u89c4\u5f8b\u7684 3D \u53ef\u52a8\u753b\u8d44\u4ea7\u3002<\/p>\n\n\n\n<p><strong>\u7814\u7a76\u65b9\u6cd5\u4e0e\u521b\u65b0<\/strong><\/p>\n\n\n\n<p>\u57fa\u4e8e\u8fd9\u4e00\u52a8\u673a\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 Stable Part Diffusion 4D (SP4D) \u2014\u2014 \u9996\u4e2a\u9762\u5411\u8fd0\u52a8\u5b66\u90e8\u4ef6\u5206\u89e3\u7684\u591a\u89c6\u89d2\u89c6\u9891\u6269\u6563\u6846\u67b6\u3002\u4e3b\u8981\u521b\u65b0\u5305\u62ec\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u53cc\u5206\u652f\u6269\u6563\u67b6\u6784<\/strong>\uff1a\u540c\u65f6\u751f\u6210\u5916\u89c2\u4e0e\u8fd0\u52a8\u5b66\u7ed3\u6784\uff0c\u5b9e\u73b0 RGB \u4e0e\u90e8\u4ef6\u7684\u8054\u5408\u5efa\u6a21\u3002<\/li>\n\n\n\n<li><strong>BiDiFuse \u53cc\u5411\u878d\u5408\u6a21\u5757<\/strong>\uff1a\u5b9e\u73b0 RGB \u4e0e\u90e8\u4ef6\u4fe1\u606f\u7684\u8de8\u6a21\u6001\u4ea4\u4e92\uff0c\u63d0\u9ad8\u7ed3\u6784\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li><strong>\u5bf9\u6bd4\u4e00\u81f4\u6027\u635f\u5931<\/strong>\uff1a\u786e\u4fdd\u540c\u4e00\u90e8\u4ef6\u5728\u4e0d\u540c\u89c6\u89d2\u3001\u4e0d\u540c\u65f6\u95f4\u4e0b\u4fdd\u6301\u7a33\u5b9a\u4e00\u81f4\u3002<\/li>\n\n\n\n<li><strong>KinematicParts20K \u6570\u636e\u96c6<\/strong>\uff1a\u56e2\u961f\u57fa\u4e8e Objaverse-XL \u6784\u5efa\u8d85\u8fc7 20,000 \u4e2a\u5e26\u9aa8\u9abc\u6ce8\u91ca\u7684\u5bf9\u8c61\uff0c\u63d0\u4f9b\u9ad8\u8d28\u91cf\u8bad\u7ec3\u4e0e\u8bc4\u4f30\u6570\u636e\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e00\u6846\u67b6\u4e0d\u4ec5\u80fd\u751f\u6210\u65f6\u7a7a\u4e00\u81f4\u7684\u90e8\u4ef6\u5206\u89e3\uff0c\u8fd8\u80fd\u5c06\u7ed3\u679c\u63d0\u5347\u4e3a \u53ef\u7ed1\u5b9a\u7684 3D \u7f51\u683c\uff0c\u63a8\u5bfc\u9aa8\u9abc\u7ed3\u6784\u4e0e\u8499\u76ae\u6743\u91cd\uff0c\u76f4\u63a5\u5e94\u7528\u4e8e\u52a8\u753b\u5236\u4f5c\u3002<\/p>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<p>\u5728 KinematicParts20K \u9a8c\u8bc1\u96c6\u4e0a\uff0cSP4D \u76f8\u8f83\u73b0\u6709\u65b9\u6cd5\u53d6\u5f97\u4e86\u663e\u8457\u63d0\u5347\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5206\u5272\u7cbe\u5ea6<\/strong>\uff1amIoU \u63d0\u5347\u81f3 0.68\uff0c\u76f8\u6bd4 SAM2\uff080.15\uff09\u4e0e DeepViT\uff080.17\uff09\u5927\u5e45\u9886\u5148\u3002<\/li>\n\n\n\n<li><strong>\u7ed3\u6784\u4e00\u81f4\u6027<\/strong>\uff1aARI \u8fbe\u5230 0.60\uff0c\u8fdc\u9ad8\u4e8e SAM2 \u7684 0.05\u3002<\/li>\n\n\n\n<li><strong>\u7528\u6237\u7814\u7a76<\/strong>\uff1a\u5728\u300c\u90e8\u4ef6\u6e05\u6670\u5ea6\u3001\u8de8\u89c6\u89d2\u4e00\u81f4\u6027\u3001\u52a8\u753b\u9002\u914d\u6027\u300d\u4e09\u9879\u6307\u6807\u4e0a\uff0cSP4D \u5e73\u5747\u5f97\u5206 4.26\/5\uff0c\u663e\u8457\u4f18\u4e8e SAM2\uff081.96\uff09\u548c DeepViT\uff081.85\uff092509.10687v1\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"803\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-661.jpg\" alt=\"\" class=\"wp-image-1654\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-661.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-661-300x290.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-661-768x742.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p>\u5728 \u81ea\u52a8 rigging \u4efb\u52a1\u4e2d\uff0cSP4D \u4e5f\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u6f5c\u529b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728 KinematicParts20K-test \u4e0a\uff0cSP4D \u7684 Rigging Precision \u8fbe\u5230 72.7\uff0c\u76f8\u6bd4 Magic Articulate\uff0863.7\uff09\u548c UniRig\uff0864.3\uff09\u6709\u660e\u663e\u4f18\u52bf\u3002<\/li>\n\n\n\n<li>\u5728\u7528\u6237\u8bc4\u4f30\u7684\u52a8\u753b\u81ea\u7136\u5ea6\u4e0a\uff0cSP4D \u5e73\u5747\u5f97\u5206 4.1\/5\uff0c\u8fdc\u9ad8\u4e8e Magic Articulate\uff082.7\uff09\u4e0e UniRig\uff082.3\uff09\uff0c\u5c55\u73b0\u51fa\u5bf9\u672a\u89c1\u7c7b\u522b\u4e0e\u590d\u6742\u5f62\u6001\u7684\u66f4\u597d\u6cdb\u5316\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u8fd9\u4e9b\u7ed3\u679c\u5145\u5206\u8bc1\u660e\u4e86 2D \u5148\u9a8c\u9a71\u52a8\u7684\u601d\u8def \u4e0d\u4ec5\u80fd\u89e3\u51b3 kinematic part segmentation \u7684\u957f\u671f\u96be\u9898\uff0c\u8fd8\u80fd\u6709\u6548\u5ef6\u4f38\u5230\u81ea\u52a8 rigging\uff0c\u63a8\u52a8\u52a8\u753b\u4e0e 3D \u8d44\u4ea7\u751f\u6210\u7684\u5168\u81ea\u52a8\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"831\" height=\"262\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-662.jpg\" alt=\"\" class=\"wp-image-1655\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-662.jpg 831w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-662-300x95.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-662-768x242.jpg 768w\" sizes=\"auto, (max-width: 831px) 100vw, 831px\" \/><\/figure>\n\n\n\n<p><strong>\u7ed3\u8bed<\/strong><\/p>\n\n\n\n<p>Stable Part Diffusion 4D (SP4D) \u4e0d\u4ec5\u662f\u6280\u672f\u4e0a\u7684\u7a81\u7834\uff0c\u4e5f\u662f\u4e00\u6b21\u8de8\u5b66\u79d1\u5408\u4f5c\u7684\u6210\u679c\uff0c\u5e76\u4e14\u88ab&nbsp;Neurips 2025 \u63a5\u53d7\u4e3a Spotlight\u3002\u5b83\u5c55\u793a\u4e86\u5982\u4f55\u5229\u7528\u5927\u89c4\u6a21 2D \u5148\u9a8c\u6253\u5f00 3D \u8fd0\u52a8\u5b66\u5efa\u6a21\u4e0e\u81ea\u52a8 rigging \u7684\u65b0\u5c40\u9762\uff0c\u4e3a\u52a8\u753b\u3001\u6e38\u620f\u3001AR\/VR\u3001\u673a\u5668\u4eba\u6a21\u62df\u7b49\u9886\u57df\u7684\u81ea\u52a8\u5316\u4e0e\u667a\u80fd\u5316\u5960\u5b9a\u4e86\u57fa\u7840\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7814\u7a76\u80cc\u666f\u4e0e\u52a8\u673a \u5728\u89d2\u8272\u52a8\u753b\u548c 3D \u5185\u5bb9\u5236\u4f5c\u4e2d\uff0crigging\uff08\u9aa8\u9abc\u7ed1\u5b9a\uff09\u4e0e\u90e8\u4ef6\u5206\u89e3\u662f\u5b9e\u73b0\u53ef\u52a8\u753b\u5316\u8d44\u4ea7\u7684\u6838\u5fc3\u3002 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":1652,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[10],"tags":[],"class_list":["post-1650","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-10"],"_links":{"self":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1650","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/comments?post=1650"}],"version-history":[{"count":1,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1650\/revisions"}],"predecessor-version":[{"id":1656,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/posts\/1650\/revisions\/1656"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media\/1652"}],"wp:attachment":[{"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/media?parent=1650"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/categories?post=1650"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/www.applicationsofllm.com\/index.php\/wp-json\/wp\/v2\/tags?post=1650"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}