{"id":39969,"date":"2025-04-08T00:02:20","date_gmt":"2025-04-07T16:02:20","guid":{"rendered":"https:\/\/17aitech.com\/?p=39969"},"modified":"2025-04-08T00:02:20","modified_gmt":"2025-04-07T16:02:20","slug":"%e9%93%b0%e9%93%be%e7%89%a9%e4%bd%93%e7%9a%84%e9%80%9a%e7%94%a8%e4%b8%96%e7%95%8c%e6%a8%a1%e5%9e%8b%ef%bc%8c%e8%b6%85%e8%b6%8a%e6%89%a9%e6%95%a3%e6%96%b9%e6%b3%95%ef%bc%8c%e5%85%a5%e9%80%89cvpr-2025","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=39969","title":{"rendered":"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-07-5\" target=\"_blank\">\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025<\/a><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png\"><\/a><\/section>\n<p>\u57fa\u4e8e\u5f53\u524d\u89c2\u5bdf\uff0c\u9884\u6d4b\u94f0\u94fe\u7269\u4f53\u7684\u7684\u8fd0\u52a8\uff0c\u5c24\u5176\u662f part-level \u7ea7\u522b\u7684\u8fd0\u52a8\uff0c\u662f\u5b9e\u73b0\u4e16\u754c\u6a21\u578b\u7684\u5173\u952e\u4e00\u6b65\u3002\u5c3d\u7ba1\u73b0\u5728\u57fa\u4e8e diffusion \u7684\u65b9\u6cd5\u53d6\u5f97\u4e86\u5f88\u591a\u8fdb\u5c55\uff0c\u4f46\u662f\u8fd9\u4e9b\u65b9\u6cd5\u5b58\u5728\u5904\u7406\u6548\u7387\u4f4e\uff0c\u540c\u65f6\u7f3a\u4e4f\u4e09\u7ef4\u611f\u77e5\u7b49\u95ee\u9898\uff0c\u96be\u4ee5\u6295\u5165\u771f\u5b9e\u73af\u5883\u4e2d\u4f7f\u7528\u3002<\/p>\n<p>\u6e05\u534e\u5927\u5b66\u8054\u5408\u5317\u4eac\u5927\u5b66\u63d0\u51fa\u4e86<strong>\u7b2c\u4e00\u4e2a<\/strong>\u57fa\u4e8e\u91cd\u5efa\u6a21\u578b\u7684 part-level \u8fd0\u52a8\u7684\u5efa\u6a21\u2014\u2014<strong>PartRM<\/strong>\u3002\u7528\u6237\u7ed9\u5b9a\u5355\u5f20\u8f93\u5165\u56fe\u50cf\u548c\u5bf9\u5e94\u7684 drag \uff0cPartRM \u80fd\u751f\u6210\u89c2\u6d4b\u7269\u4f53\u672a\u6765\u72b6\u6001\u7684<strong>\u4e09\u7ef4\u8868\u5f81<\/strong> \uff0c\u4f7f\u5f97\u751f\u6210\u6570\u636e\u80fd\u591f\u771f\u6b63\u670d\u52a1\u4e8e\u673a\u5668\u4eba\u64cd\u7eb5\u7b49\u4efb\u52a1\u3002\u5b9e\u9a8c\u8bc1\u660e PartRM \u5728\u751f\u6210\u7ed3\u679c\u4e0a\u90fd\u53d6\u5f97\u4e86\u663e\u8457\u7684\u63d0\u5347\u3002\u8be5\u7814\u7a76\u5df2\u5165\u9009CVPR 2025\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b27597cdf0760d929c132d6fb6b000e0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b27597cdf0760d929c132d6fb6b000e0.png\"><\/a><\/section>\n<ul>\n<li>\n<p>\u8bba\u6587\u9898\u76ee\uff1aPartRM: Modeling Part-Level Dynamics with Large Cross-State Reconstruction Model<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u4e3b\u9875\uff1ahttps:\/\/partrm.c7w.tech\/<\/p>\n<\/li>\n<li>\n<p>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2503.19913<\/p>\n<\/li>\n<li>\n<p>\u4ee3\u7801\u94fe\u63a5\uff1ahttps:\/\/github.com\/GasaiYU\/PartRM<\/p>\n<\/li>\n<\/ul>\n<p><strong>\u7814\u7a76\u52a8\u673a \u00a0\u00a0<\/strong>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0<\/p>\n<p>\u4e16\u754c\u6a21\u578b\u662f\u4e00\u79cd\u57fa\u4e8e\u5f53\u524d\u89c2\u5bdf\u548c\u52a8\u4f5c\u6765\u9884\u6d4b\u672a\u6765\u72b6\u6001\u7684\u51fd\u6570\u3002\u8be5\u6a21\u578b\u7684\u7814\u53d1\u4f7f\u5f97\u8ba1\u7b97\u673a\u80fd\u591f\u7406\u89e3\u7269\u7406\u4e16\u754c\u4e2d\u7684\u590d\u6742\u89c4\u5f8b\uff0c\u5728\u673a\u5668\u4eba\u7b49\u9886\u57df\u5f97\u5230\u4e86\u5e7f\u6cdb\u5e94\u7528\u3002\u8fd1\u671f\uff0c\u5bf9 part-level \u7684\u52a8\u6001\u5efa\u6a21\u7684\u5174\u8da3\u65e5\u76ca\u589e\u957f\uff0c\u7ed9\u5b9a\u5f53\u524d\u65f6\u523b\u7684\u89c2\u5bdf\u5e76\u7ed9\u4e0e\u7528\u6237\u7ed9\u5b9a\u7684\u62d6\u62fd\uff0c\u9884\u6d4b\u4e0b\u4e00\u65f6\u523b\u7684\u94f0\u94fe\u7269\u4f53\u5404\u4e2a\u90e8\u4ef6\u7684\u8fd0\u52a8\u53d7\u5230\u8d8a\u6765\u8d8a\u591a\u7684\u5173\u6ce8\uff0c\u8fd9\u79cd\u7c7b\u578b\u7684\u4e16\u754c\u6a21\u578b\u5bf9\u4e8e\u9700\u8981\u9ad8\u7cbe\u5ea6\u7684\u4efb\u52a1\uff0c\u4f8b\u5982\u673a\u5668\u4eba\u7684\u64cd\u7eb5\u4efb\u52a1\u7b49\uff0c\u5177\u6709\u91cd\u8981\u7684\u610f\u4e49\u3002<\/p>\n<p>\u7136\u800c\uff0c\u6211\u4eec\u5bf9\u8fd9\u4e2a\u5145\u6ee1\u524d\u666f\u7684\u9886\u57df\u7684\u8c03\u7814\u8868\u660e\uff0c\u76ee\u524d\u7684\u524d\u6cbf\u7814\u7a76\uff08\u5982 Puppet-Master\uff09\u901a\u8fc7\u5bf9\u9884\u8bad\u7ec3\u7684 \u5927\u89c4\u6a21\u89c6\u9891\u6269\u6563\u6a21\u578b\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u5b9e\u73b0\u589e\u52a0\u62d6\u62fd\u63a7\u5236\u7684\u529f\u80fd\u3002\u5c3d\u7ba1\u8fd9\u79cd\u65b9\u6cd5\u6709\u6548\u5730\u5229\u7528\u4e86\u9884\u8bad\u7ec3\u8fc7\u7a0b\u4e2d \u5b66\u4e60\u5230\u7684\u4e30\u5bcc\u8fd0\u52a8\u6a21\u5f0f\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u4ecd\u663e\u4e0d\u8db3\u3002\u5176\u4e2d\u4e00\u4e2a\u4e3b\u8981\u5c40\u9650\u662f\u5b83\u4ec5\u8f93\u51fa\u5355\u89c6\u89d2\u89c6\u9891\u4f5c\u4e3a\u8868\u793a\uff0c\u800c\u6a21\u62df\u5668\u9700\u8981\u4e09\u7ef4\u8868\u793a\u6765\u4ece\u591a\u4e2a\u89c6\u89d2\u6e32\u67d3\u573a\u666f\u3002\u6b64\u5916\uff0c\u6269\u6563\u53bb\u566a\u8fc7\u7a0b\u53ef\u80fd\u9700\u8981\u51e0\u5206\u949f\u6765\u6a21\u62df\u5355\u4e2a\u62d6 \u62fd\u4ea4\u4e92\uff0c\u8fd9\u4e0e\u4e3a\u64cd\u4f5c\u7b56\u7565\uff08Manipulation Policies\uff09\u63d0\u4f9b\u5feb\u901f\u8bd5\u9519\u53cd\u9988\u7684\u76ee\u6807\u76f8\u6096\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u9700\u8981\u91c7\u7528<strong>\u4e09\u7ef4\u8868\u5f81<\/strong>\uff0c\u4e3a\u4e86\u5b9e\u73b0\u4ece\u8f93\u5165\u5355\u89c6\u89d2\u56fe\u50cf\u7684\u5feb\u901f\u4e09\u7ef4\u91cd\u5efa\uff0c\u6211\u4eec\u5229\u7528\u57fa\u4e8e\u4e09\u7ef4\u9ad8\u65af\u6cfc\u6e85\uff083DGS\uff09\u7684\u5927\u89c4\u6a21\u91cd\u5efa\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u80fd\u4ee5\u524d\u9988\u65b9\u5f0f\u4ece\u8f93\u5165\u56fe\u50cf\u9884\u6d4b\u4e09\u7ef4\u9ad8\u65af\u6cfc\u6e85\uff0c\u4f7f\u91cd\u5efa\u65f6\u95f4\u4ece\u4f20 \u7edf\u4f18\u5316\u65b9\u6cd5\u6240\u9700\u7684\u51e0\u5206\u949f\u51cf\u5c11\u5230\u4ec5\u9700\u51e0\u79d2\u949f\u3002\u540c\u65f6\uff0c\u901a\u8fc7\u5c06\u7528\u6237\u6307\u5b9a\u7684\u62d6\u62fd\u4fe1\u606f\u52a0\u5165\u5230\u5927\u89c4\u6a21\u4e09\u7ef4\u91cd\u5efa \u00a0 \u7f51\u7edc\u4e2d\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u90e8\u4ef6\u7ea7\u522b\u7684\u52a8\u6001\u5efa\u6a21\u3002\u5728\u8fd9\u4e2a\u95ee\u9898\u4e2d\uff0c\u6211\u4eec\u8ba4\u4e3a\u8054\u5408\u5efa\u6a21\u8fd0\u52a8\u548c\u51e0\u4f55\u662f\u81f3\u5173\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u90e8\u4ef6\u7ea7\u8fd0\u52a8\u672c\u8d28\u4e0a\u4e0e\u6bcf\u4e2a\u90e8\u4ef6\u7684\u51e0\u4f55\u7279\u6027\u76f8\u5173\u8054\uff08\u4f8b\u5982\uff0c\u62bd\u5c49\u5728\u6253\u5f00\u65f6\u901a\u5e38\u6cbf\u5176\u6cd5\u7ebf\u65b9\u5411\u6ed1\u52a8\uff09\u3002\u8fd9\u79cd\u96c6\u6210\u4f7f\u6211\u4eec\u80fd\u591f\u5b9e\u73b0\u66f4\u771f\u5b9e\u548c\u53ef\u89e3\u91ca\u7684\u90e8\u4ef6\u7ea7\u52a8\u6001\u8868\u793a\u3002<\/p>\n<p>\u540c\u65f6\uff0c\u7531\u4e8e\u6211\u4eec\u662f\u7b2c\u4e00\u4e2a\u505a\u8fd9\u4e2a\u4efb\u52a1\u7684\uff0c\u5728\u8fd9\u4e2a\u4efb\u52a1\u4e0a\u7f3a\u5c11\u76f8\u5173\u7684\u6570\u636e\u96c6\uff0c\u56e0\u6b64\u6211\u4eec\u57fa\u4e8e PartNet- Mobility \u6784\u5efa\u4e86<strong> PartDrag-4D<\/strong> \u6570\u636e\u96c6\uff0c\u5e76\u5728\u8fd9\u4e2a\u6570\u636e\u96c6\u4e0a\u5efa\u7acb\u4e86\u8861\u91cf\u5bf9\u90e8\u4ef6\u7ea7\u522b\u52a8\u6001\u5efa\u6a21\u7684\u57fa\u51c6\uff08Benchmark\uff09\uff0c\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u5b9a\u91cf\u548c\u5b9a\u6027\u4e0a\u90fd\u53d6\u5f97\u4e86\u6700\u597d\u7684\u6548\u679c\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cb8093db26e287e3f3a32ba1ff6bfc53.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-cb8093db26e287e3f3a32ba1ff6bfc53.png\"><\/a><\/section>\n<p><strong>PartDrag-4D \u6570\u636e\u96c6\u7684\u6784\u5efa<\/strong><\/p>\n<p>\u6211\u4eec\u9996\u5148\u5b9a\u4e49 PartRM \u9700\u8981\u5b8c\u6210\u7684\u4efb\u52a1\uff0c\u7ed9\u5b9a\u5355\u5f20\u94f0\u94fe\u7269\u4f53\u7684\u56fe\u50cf ot \u548c\u7528\u6237\u6307\u5b9a\u7684\u62d6\u62fd at \uff0c\u6211\u4eec\u9700\u8981\u8bbe\u8ba1 \u4e00\u4e2a\u6a21\u578b\uff0c\u5b8c\u6210<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dacbf0ad6197cf43af046f9e04013208.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-dacbf0ad6197cf43af046f9e04013208.png\"><\/a>\u5176\u4e2d <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-14c6a05ecdef57efbfb41568c1e6c2dd.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-14c6a05ecdef57efbfb41568c1e6c2dd.png\"><\/a>\u00a0\u662f Ot \u5728 at \u4f5c\u7528\u4e0b\u7684\u4e09\u7ef4\u8868\u5f81\u3002<\/section>\n<p>\u73b0\u6709\u7684\u6570\u636e\u96c6\u5206\u4e3a\u4e24\u79cd\uff0c \u4e00\u79cd\u662f\u53ea\u542b\u6709<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6579f1f90d8dff51f6a3e6c70bde2067.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-6579f1f90d8dff51f6a3e6c70bde2067.png\"><\/a>\u6570\u636e\u5bf9\uff0c\u4f46\u662f\u7f3a\u4e4f\u5bf9\u5e94\u7684\u4e09\u7ef4\u8868\u5f81\uff08\u6bd4\u5982 DragAPart \u4e2d\u63d0\u51fa\u7684 Drag-a-Move \u6570\u636e\u96c6\uff09\u3002\u8fd8\u6709\u4e00\u79cd\u662f\u901a\u7528\u6570\u636e\u96c6\uff0c\u6bd4\u5982 Objaverse \u4e2d\u7684\u52a8\u6001\u6570\u636e\uff0c\u8fd9\u79cd\u6570\u636e\u4e0d\u6b62\u8fd8\u6709\u90e8\u4ef6\u7ea7\u522b\u7684\u8fd0\u52a8\uff0c\u8fd8\u4f1a\u542b\u6709\u7269\u4f53\u6574\u4f53\u7684\u53d8\u5f62\u7b49\u8fd0\u52a8\uff0c\u4e0d\u9002\u5408\u6211\u4eec\u8bad\u7ec3\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u4eec\u57fa\u4e8e\u63d0\u4f9b\u94f0\u94fe\u7269\u4f53\u90e8\u4ef6\u7ea7\u522b\u6807\u6ce8\u7684 PartNet-Mobility \u6570\u636e\u96c6\u6784\u5efa\u4e86 PartDrag-4D \u6570\u636e\u96c6\u3002\u6211\u4eec\u9009\u53d6\u4e86 8 \u79cd\u94f0\u94fe\u7269\u4f53\uff08\u5176\u4e2d 7 \u79cd\u7528\u4e8e\u8bad\u7ec3\uff0c 1 \u79cd\u7528\u4e8e\u6d4b\u8bd5\uff09\uff0c\u5171 738 \u4e2a mesh\u3002\u5bf9\u4e8e\u6bcf\u4e2a mesh\uff0c\u5982\u56fe\u6240\u793a\uff0c\u6211\u4eec\u4f7f\u5176\u4e2d\u67d0\u4e2a\u90e8\u4ef6\u5728\u4e24\u79cd\u6781\u9650\u72b6\u6001\uff08\u5982\u5b8c\u5168\u95ed\u5408\u5230\u5b8c\u5168\u5f00\u542f\uff09\u95f4\u8fd0\u52a8\u81f3 6 \u4e2a\u72b6\u6001\uff0c\u540c\u65f6\u5c06\u5176\u4ed6\u90e8\u5206\u72b6\u6001 \u8bbe\u7f6e\u4e3a\u968f\u673a\uff0c\u4ece\u800c\u4ea7\u751f\u5171 20548 \u4e2a\u72b6\u6001\uff0c\u5176\u4e2d 20057 \u4e2a\u7528\u4e8e\u8bad\u7ec3\uff0c491 \u4e2a\u7528\u4e8e\u6d4b\u8bd5\u3002\u4e3a\u6e32\u67d3\u591a\u89c6\u89d2\u56fe\u50cf\uff0c\u6211\u4eec\u5229\u7528 Blender \u4e3a\u6bcf\u4e2a mesh \u6e32\u67d3\u4e86 12 \u4e2a\u89c6\u89d2\u7684\u56fe\u50cf\u3002\u5bf9\u4e8e\u4e24\u4e2a\u72b6\u6001\u4e4b\u95f4\u62d6\u62fd\u6570\u636e\u7684\u91c7\u6837\uff0c\u6211\u4eec\u5728\u94f0\u94fe\u7269\u4f53\u8fd0\u52a8\u90e8\u4ef6\u7684 Mesh \u8868\u9762\u9009\u53d6\u91c7\u6837\u70b9\uff0c\u5e76\u5c06\u4e24\u4e2a\u72b6\u6001\u4e2d\u5bf9\u5e94\u7684\u91c7\u6837\u70b9\u6295\u5f71\u81f3 2D \u56fe\u50cf\u7a7a\u95f4\uff0c\u5373\u53ef\u83b7\u5f97\u5bf9\u5e94\u7684\u62d6\u62fd\u6570\u636e\u3002<\/p>\n<p><strong>PartRM \u65b9\u6cd5<\/strong><\/p>\n<p><strong>\u65b9\u6cd5\u6982\u89c8<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-46ed626dbce80188a72bfe8365bccb9b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-46ed626dbce80188a72bfe8365bccb9b.png\"><\/a><\/section>\n<p>\u4e0a\u56fe\u63d0\u4f9b\u4e86\u00a0<strong>PartRM \u65b9\u6cd5\u7684\u6982\u8ff0<\/strong>\uff0c\u7ed9\u5b9a\u4e00\u4e2a\u5355\u89c6\u89d2\u7684\u94f0\u94fe\u7269\u4f53\u7684\u56fe\u50cf ot \u548c\u5bf9\u5e94\u7684\u62d6\u62fd at\uff0c\u6211\u4eec\u7684\u76ee\u6807\u662f\u751f \u6210\u5bf9\u5e94\u7684 3D \u9ad8\u65af\u6cfc\u6e85<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d9dfda353bc588d845e2fc0713a75ba0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d9dfda353bc588d845e2fc0713a75ba0.png\"><\/a>\u3002\u6211\u4eec\u9996\u5148\u4f1a\u5229\u7528\u591a\u89c6\u89d2\u751f\u6210\u6a21\u578b Zero123++ \u751f\u6210\u8f93\u5165\u7684\u591a\u89c6\u89d2\u56fe\u50cf\uff0c\u7136\u540e\u5bf9\u8f93\u5165\u7684\u62d6\u62fd\u5728\u7528\u6237\u5e0c\u671b\u79fb\u52a8\u7684 Part \u4e0a\u8fdb\u884c\u4f20\u64ad\u3002\u8fd9\u4e9b\u591a\u89c6\u89d2\u7684\u56fe\u50cf\u548c\u4f20\u64ad\u540e\u7684\u62d6\u62fd\u4f1a\u8f93\u5165\u8fdb\u6211\u4eec\u8bbe\u8ba1\u7684\u7f51\u7edc\u4e2d\uff0c\u8fd9\u4e2a\u7f51\u7edc\u4f1a\u5bf9\u8f93\u5165\u7684\u62d6\u62fd\u8fdb\u884c\u591a\u5c3a\u5ea6\u7684\u5d4c\u5165\uff0c\u7136\u540e\u5c06\u5f97\u5230\u7684\u5d4c\u5165\u62fc\u63a5\u5230\u91cd\u5efa\u7f51\u7edc\u7684\u4e0b\u91c7\u6837\u5c42\u4e2d\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6211\u4eec\u91c7\u7528\u4e24\u9636\u6bb5\u8bad\u7ec3\u65b9\u6cd5\uff0c\u7b2c\u4e00\u9636\u6bb5\u5b66\u4e60 Part \u7684\u8fd0\u52a8\uff0c\u5229\u7528\u9ad8\u65af\u5e93\u91cc\u7684 3D \u9ad8\u65af\u8fdb\u884c \u76d1\u7763\uff0c\u7b2c\u4e8c\u9636\u6bb5\u5b66\u4e60\u5916\u89c2\uff0c\u5229\u7528\u6570\u636e\u96c6\u91cc\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u8fdb\u884c\u76d1\u7763\u3002<\/p>\n<p><strong>\u56fe\u50cf\u548c\u62d6\u62fd\u7684\u9884\u5904\u7406<\/strong><\/p>\n<p><strong>\u56fe\u50cf\u9884\u5904\u7406<\/strong>\uff1a\u7531\u4e8e\u6211\u4eec\u7684\u4e3b\u7f51\u7edc\u662f\u57fa\u4e8e LGM \u8bbe\u8ba1\u7684\uff0c LGM \u9700\u8981\u591a\u89c6\u89d2\u7684\u56fe\u50cf\u4f5c\u4e3a\u8f93\u5165\uff0c\u6240\u4ee5\u6211\u4eec\u9700\u8981\u5c06 \u8f93\u5165\u7684\u5355\u89c6\u89d2\u56fe\u50cf\u53d8\u6210\u591a\u89c6\u89d2\uff0c\u6211\u4eec\u5229\u7528\u591a\u89c6\u89d2\u56fe\u50cf\u751f\u6210\u7f51\u7edc Zero123++\uff0c\u4e3a\u4e86\u4f7f\u5f97 Zero123++ \u751f\u6210\u7684 \u00a0\u56fe\u50cf\u8d28\u91cf\u66f4\u9ad8\uff0c\u6211\u4eec\u4f1a\u5728\u8bad\u7ec3\u96c6\u4e0a\u5bf9\u5176\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4b325244b16c9da77173b012bec52908.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4b325244b16c9da77173b012bec52908.png\"><\/a><\/section>\n<p><strong>\u62d6\u62fd\u4f20\u64ad<\/strong>\uff1a\u5982\u679c\u7528\u6237\u53ea\u8f93\u5165\u4e00\u4e2a\u62d6\u62fd\uff0c\u540e\u7eed\u7f51\u7edc\u53ef\u80fd\u4f1a\u5bf9\u62d6\u62fd\u7684\u533a\u57df\u4ea7\u751f\u5e7b\u89c9\u4ece\u800c\u51fa\u9519\uff0c\u56e0\u6b64\u6211\u4eec\u9700\u8981 \u00a0 \u5bf9\u62d6\u62fd\u8fdb\u884c\u4f20\u64ad\u5230\u9700\u8981\u88ab\u62d6\u62fd\u90e8\u5206\u7684\u5404\u4e2a\u533a\u57df\uff0c\u4f7f\u5f97\u540e\u7eed\u7f51\u7edc\u611f\u77e5\u5230\u9700\u8981\u88ab\u62d6\u62fd\u7684\u533a\u57df\uff0c\u4e3a\u6b64\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u62d6\u62fd\u4f20\u64ad\u7b56\u7565\u3002\u5982\u56fe\u6240\u793a\uff0c\u6211\u4eec\u9996\u5148\u62ff\u7528\u6237\u7ed9\u5b9a\u7684\u62d6\u62fd\u7684\u8d77\u59cb\u70b9\u8f93\u5165\u8fdb Segment Anything \u6a21\u578b\u4e2d\u5f97\u5230\u5bf9\u5e94\u7684\u88ab\u62d6\u62fd\u533a\u57df\u7684\u63a9\u7801\uff0c\u7136\u540e\u5728\u8fd9\u4e2a\u63a9\u7801\u533a\u57df\u5185\u91c7\u6837\u4e00\u4e9b\u70b9\u4f5c\u4e3a\u88ab\u4f20\u64ad\u62d6\u62fd\u7684\u8d77\u59cb\u70b9\uff0c\u8fd9\u4e9b\u88ab\u4f20\u64ad\u7684\u62d6\u62fd\u7684\u5f3a\u5ea6\u548c\u7528\u6237\u7ed9\u5b9a\u7684\u62d6\u62fd\u7684\u5f3a\u5ea6\u4e00\u6837\u3002\u5c3d\u7ba1\u5728\u62d6\u52a8\u5f3a\u5ea6\u5927\u5c0f\u7684\u4f30\u8ba1\u4e0a\u53ef\u80fd\u5b58\u5728\u4e0d\u51c6\u786e\u6027\uff0c\u6211\u4eec\u540e\u7eed\u7684\u6a21\u578b\u4ecd\u7136\u8db3\u591f\u7a33\u5065\uff0c\u80fd\u591f\u4ee5\u6570\u636e\u9a71\u52a8\u7684\u65b9\u5f0f\u5b66\u4e60\u751f\u6210\u9884\u671f\u7684\u8f93\u51fa\u3002<\/p>\n<p><strong>\u62d6\u62fd\u5d4c\u5165<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f64fbbea9090a99dee964597f090b30a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-f64fbbea9090a99dee964597f090b30a.png\"><\/a><\/section>\n<p>PartRM \u91cd\u5efa\u7f51\u7edc\u7684 UNet \u90e8\u5206\u6cbf\u7528\u4e86 LGM \u7684\u7f51\u7edc\u67b6\u6784\uff0c\u4e3a\u4e86\u5c06\u4e0a\u4e00\u6b65\u5904\u7406\u597d\u7684\u62d6\u62fd\u6ce8\u5165\u5230\u91cd\u5efa\u7f51\u7edc\u4e2d\uff0c \u00a0\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e00\u4e2a\u591a\u5c3a\u5ea6\u7684\u62d6\u62fd\u5d4c\u5165\u3002\u5177\u4f53\u5730\uff0c\u5bf9\u4e8e\u6bcf\u4e00\u4e2a\u62d6\u62fd\uff0c\u6211\u4eec\u4f1a\u5c06\u5b83\u7684\u8d77\u59cb\u70b9\u548c\u7ec8\u6b62\u70b9\u5148\u8fc7\u4e00\u4e2a Fourier \u5d4c\u5165\uff0c\u7136\u540e\u8fc7\u4e00\u4e2a\u4e09\u5c42\u7684 MLP\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d9dc9c9105e0842e31977f73efac4205.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-d9dc9c9105e0842e31977f73efac4205.png\"><\/a><\/section>\n<p>\u5176\u4e2d<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-58dabf10bce581e9a3c3c1ce6d1ad335.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-58dabf10bce581e9a3c3c1ce6d1ad335.png\"><\/a>\u4ee3\u8868\u7b2c i \u4e2a\u62d6\u62fd\u5728\u7b2c l \u5c42\u7684\u5d4c\u5165\uff0c\u5176\u4f59\u90e8\u5206\u8bbe\u4e3a 0\u3002F \u4ee3\u8868 Fourier \u5d4c\u5165\u548c MLP \uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eebfa7b06f6ceb3625a068d4cbea126b.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-eebfa7b06f6ceb3625a068d4cbea126b.png\"><\/a>\u4ee3\u8868\u5728 channel \u7ef4\u5ea6\u4e0a\u8fde\u63a5\u3002\u5f97\u5230\u7b2c l \u5c42\u7684\u5d4c\u5165\u540e\uff0c\u6211\u4eec\u5c06 <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9f638cba681c3e18512722d2e277cd89.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-9f638cba681c3e18512722d2e277cd89.png\"><\/a>\u00a0\u548c\u7f51\u7edc\u7b2c l \u5c42\u7684\u8f93\u51fa Ol \u5728 channel \u7ef4\u5ea6\u4e0a\u8fde\u63a5\uff0c\u5e76\u8fc7\u4e00\u4e2a\u5377\u79ef\u5c42\uff0c\u4f5c\u4e3a Ol \u7684\u6b8b\u5dee\u52a0\u5230 Ol \u4e0a\u4f5c\u4e3a\u4e0b\u4e00\u5c42\u7684\u8f93\u5165\uff0c\u5177\u4f53\u5730\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0e7f6699225d7bb17d024b8b97d73492.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-0e7f6699225d7bb17d024b8b97d73492.png\"><\/a><\/section>\n<p>\u5176\u4e2d\u5377\u79ef\u5c42\u7684\u53c2\u6570\u5168\u96f6\u521d\u59cb\u5316\uff0c<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b3c8deb9e2f4c62bdbcdfd556f46e4df.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b3c8deb9e2f4c62bdbcdfd556f46e4df.png\"><\/a>\u4e3a\u7b2c l + 1 \u5c42\u7684\u8f93\u5165\u3002<\/p>\n<p><strong>\u4e24\u9636\u6bb5\u8bad\u7ec3\u6d41\u7a0b<\/strong><\/p>\n<p>\u4e3a\u4e86\u4fdd\u8bc1\u5bf9\u9759\u6001 3D \u7269\u4f53\u5916\u89c2\u548c\u51e0\u4f55\u7684\u5efa\u6a21\u80fd\u529b\uff0c\u6211\u4eec\u5728\u9884\u8bad\u7ec3\u7684 LGM \u57fa\u7840\u4e0a\u6784\u5efa\u4e86 PartRM\u3002\u4f46\u76f4\u63a5\u5728\u65b0\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u4f1a\u5bfc\u81f4\u5df2\u6709\u77e5\u8bc6\u707e\u96be\u6027\u9057\u5fd8\uff0c\u4ece\u800c\u964d\u4f4e\u5bf9\u771f\u5b9e\u573a\u666f\u6570\u636e\u7684\u6cdb\u5316\u80fd\u529b\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 \u4e24\u9636\u6bb5\u5b66\u4e60\u65b9\u6cd5\uff1a\u5148\u4e13\u6ce8\u4e8e\u5b66\u4e60\u4e4b\u524d\u672a\u6d89\u53ca\u7684\u8fd0\u52a8\u4fe1\u606f\uff0c\u518d\u8bad\u7ec3\u5916\u89c2\u3001\u51e0\u4f55\u548c\u8fd0\u52a8\u4fe1\u606f\uff0c\u4ee5\u786e\u4fdd\u66f4\u597d\u7684\u6027\u80fd\u3002<\/p>\n<p>\u8fd0\u52a8\u5b66\u4e60\u9636\u6bb5\uff1a\u5728\u8fd0\u52a8\u5b66\u4e60\u9636\u6bb5\uff0c\u6211\u4eec\u671f\u671b\u6a21\u578b\u80fd\u591f\u5b66\u5230\u7531\u8f93\u5165\u7684\u62d6\u62fd\u5f15\u8d77\u7684\u8fd0\u52a8\u3002\u6211\u4eec\u9996\u5148\u5229\u7528\u5728\u6211 \u4eec\u7684\u6570\u636e\u96c6\u4e0a\u5fae\u8c03\u597d\u7684 LGM \u53bb\u63a8\u7406\u6bcf\u4e2a\u72b6\u6001 Mesh \u5bf9\u5e94\u7684 3D \u9ad8\u65af\u6cfc\u6e85\u8868\u5f81\uff0c\u62ff\u8fd9\u4e9b\u4f5c\u4e3a\u76d1\u7763\u6570\u636e\u6211\u4eec\u7b2c \u4e00\u9636\u6bb5\u7684\u8bad\u7ec3\u3002\u5bf9\u4e8e\u4e24\u4e2a 3D \u9ad8\u65af\u4e4b\u95f4\u7684\u5bf9\u5e94\uff0c\u6211\u4eec\u5229\u7528 LGM \u8f93\u51fa\u7684\u662f\u4e00\u4e2a splatter image \u8fd9\u4e00\u4f18\u52bf\uff0c\u5373 LGM \u4f1a\u5bf9 2D \u56fe\u50cf\u7684\u6bcf\u4e00\u4e2a\u50cf\u7d20\u70b9\u5b66\u4e00\u4e2a\u9ad8\u65af\u6cfc\u6e85\uff0c\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u5bf9\u76d1\u7763\u6570\u636e\u548c PartRM \u7f51\u7edc\u9884\u6d4b\u7684\u8f93\u51fa \u00a0\u505a\u50cf\u7d20\u7ea7\u522b\u7684 L2 \u635f\u5931\uff0c\u5373\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7a450bd007b2fc36b30c7215a863157e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7a450bd007b2fc36b30c7215a863157e.png\"><\/a><\/section>\n<p>\u5176\u4e2d i \u4ee3\u8868\u5728 splatter image \u91cc\u7684\u5750\u6807\uff0c GSi \u548c GSj \u5747\u4e3a\u6bcf\u4e2a\u50cf\u7d20\u70b9\u5bf9\u5e94\u7684 14 \u7ef4\u9ad8\u65af\u7403\u53c2\u6570\u3002<\/p>\n<p>\u5916\u89c2\u5b66\u4e60\u9636\u6bb5\uff1a \u5728\u8fd0\u52a8\u5b66\u4e60\u9636\u6bb5\u4e4b\u540e\uff0c\u6211\u4eec\u5f15\u5165\u4e86\u4e00\u4e2a\u989d\u5916\u7684\u9636\u6bb5\u6765\u8054\u5408\u4f18\u5316\u8f93\u51fa\u7684\u5916\u89c2\uff0c\u51e0\u4f55\u4ee5\u53ca\u90e8 \u4ef6\u7ea7\u522b\u7684\u8fd0\u52a8\u3002\u8fd9\u4e2a\u9636\u6bb5\u6211\u4eec\u4f1a\u6e32\u67d3\u6211\u4eec\u8f93\u51fa\u7684 3D \u9ad8\u65af\uff0c\u5229\u7528\u6570\u636e\u96c6\u4e2d\u63d0\u4f9b\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u8ba1\u7b97\u4e00\u4e2a\u635f\u5931\uff0c\u5177\u4f53\u5730\uff1a<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c7c89b6de51197057352d28d4b0945e4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-c7c89b6de51197057352d28d4b0945e4.png\"><\/a><\/section>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n<p>\u6211\u4eec\u5728\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u6765\u8861\u91cf\u6211\u4eec\u63d0\u51fa\u7684 PartRM \u65b9\u6cd5\uff0c\u8fd9\u4e24\u4e2a\u6570\u636e\u96c6\u5305\u62ec\u6211\u4eec\u63d0\u51fa\u7684 PartDrag-4D \u6570\u636e\u96c6 \u4ee5\u53ca\u901a\u7528\u6570\u636e\u96c6 Objaverse-Animation-HQ\u3002\u56e0\u4e3a Objaverse-Animation-HQ \u6570\u636e\u91cf\u6bd4\u8f83\u5927\uff0c\u6211\u4eec\u53ea\u4ece\u5176\u4e2d\u91c7\u6837 15000 \u6761\u6570\u636e\uff0c\u7136\u540e\u624b\u52a8\u62c6\u5206\u8bad\u7ec3\u96c6\u548c\u6d4b\u8bd5\u96c6\u3002\u9a8c\u8bc1\u65f6\uff0c\u6211\u4eec\u5bf9\u8f93\u51fa\u7684 3D \u9ad8\u65af\u6e32\u67d3 8 \u4e2a\u4e0d\u540c\u7684\u89c6\u89d2\uff0c\u5728\u8fd9 8 \u4e2a\u89c6\u89d2\u4e0a\u7b97 PSNR \uff0cSSIM \u548c LPIPS \u6307\u6807\u3002<\/p>\n<p>\u6211\u4eec\u9009\u7528 DragAPart \uff0c DiffEditor \u548c Puppet-Master \u4f5c\u4e3a\u6211\u4eec\u7684 baseline\u3002\u5bf9\u4e8e\u4e0d\u9700\u8981\u8bad\u7ec3\u7684 DiffEditor \u65b9\u6cd5\uff0c\u6211\u4eec\u76f4\u63a5\u62ff\u5b83\u5b98\u65b9\u7684\u8bad\u7ec3\u6743\u91cd\u8fdb\u884c\u63a8\u7406\u3002\u5bf9\u4e8e\u9700\u8981\u8bad\u7ec3\u7684 DragAPart \u548c Puppet-Master\uff0c\u6211\u4eec\u5728\u8bad\u7ec3 \u96c6\u4e0a\u5bf9\u4ed6\u4eec\u8fdb\u884c\u5fae\u8c03\u3002<\/p>\n<p>\u7531\u4e8e\u73b0\u6709\u7684\u65b9\u6cd5\u53ea\u80fd\u8f93\u51fa 2D \u56fe\u50cf\uff0c\u4e0d\u80fd\u8f93\u51fa 3D \u8868\u5f81\uff0c\u4e3a\u4e86\u548c\u6211\u4eec\u7684\u4efb\u52a1\u5bf9\u9f50\uff0c\u6211\u4eec\u8bbe\u8ba1\u4e86\u4e24\u79cd\u65b9\u6cd5\u3002\u7b2c\u4e00\u79cd\u79f0\u4e3a\u00a0<strong>NVS-First<\/strong>\uff0c\u5373\u6211\u4eec\u9996\u5148\u5bf9\u8f93\u5165\u7684\u5355\u89c6\u89d2\u56fe\u50cf\u5229\u7528 Zero123++ \u751f\u6210\u591a\u89c6\u89d2\u56fe\u50cf\uff0c\u518d\u5206\u522b\u5bf9\u6bcf\u4e2a\u89c6\u89d2\u7ed3\u5408\u6bcf\u4e2a\u89c6\u89d2\u5bf9\u5e94\u7684\u62d6\u62fd\u8fdb\u884c\u63a8\u7406\uff0c\u751f\u6210\u5bf9\u5e94\u7684\u56fe\u50cf\u540e\u518d\u8fdb\u884c 3D \u9ad8\u65af\u91cd\u5efa\uff1b\u7b2c\u4e8c\u79cd\u79f0\u4e3a Drag-First\uff0c<\/p>\n<p>\u5373\u6211\u4eec\u9996\u5148\u5148\u5bf9\u8f93\u5165\u89c6\u89d2\u8fdb\u884c\u62d6\u62fd\uff0c\u7136\u540e\u5bf9\u751f\u6210\u7684\u7ed3\u679c\u5229\u7528 Zero123++ \u8fdb\u884c\u591a\u89c6\u89d2\u751f\u6210\uff0c\u6700\u540e\u8fdb\u884c 3D \u9ad8\u65af\u91cd\u5efa\u3002\u6211\u4eec\u91c7\u7528\u4e86\u4e24\u79cd 3D \u9ad8\u65af\u91cd\u5efa\u65b9\u6cd5\uff0c\u7b2c\u4e00\u79cd\u4e3a\u76f4\u63a5\u7528 LGM \uff08\u4e0b\u56fe\u4e2d\u4e24\u4e2a\u65f6\u95f4\u7684\u7b2c\u4e00\u4e2a\uff09\u8fdb\u884c\u91cd\u5efa\uff0c\u7b2c\u4e8c\u79cd\u5229\u7528\u57fa\u4e8e\u4f18\u5316\u7684 3D \u9ad8\u65af\u6cfc\u6e85\u8fdb\u884c\u91cd\u5efa\uff08\u4e0b\u56fe\u4e2d\u4e24\u4e2a\u65f6\u95f4\u7684\u7b2c\u4e8c\u4e2a\uff09\u3002<\/p>\n<p><strong>\u5b9a\u6027\u6bd4\u8f83<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-562bf546ac74d31d9179907177202ff0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-562bf546ac74d31d9179907177202ff0.png\"><\/a><\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4ef677daf86d5f760ddb06fceca55036.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-4ef677daf86d5f760ddb06fceca55036.png\"><\/a><\/section>\n<p>\u5728\u89c6\u89c9\u6548\u679c\u65b9\u9762\uff0c PartRM \u901a\u8fc7\u5bf9\u5916\u89c2\uff0c\u51e0\u4f55\u548c\u8fd0\u52a8\u7684\u8054\u5408\u5efa\u6a21\uff0c\u80fd\u591f\u5728\u62bd\u5c49\u5f00\u5408\u7b49\u573a\u666f\u4e2d\u751f\u6210\u7269\u7406\u5408\u7406\u7684\u4e09\u7ef4\u8868\u5f81\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0c DiffEditor \u7531\u4e8e\u7f3a\u4e4f\u4e09\u7ef4\u611f\u77e5\uff0c\u5bfc\u81f4\u90e8\u4ef6\u5f62\u53d8\u9519\u4f4d\uff1b DragAPart \u867d\u7136\u80fd\u591f\u5904\u7406\u7b80 \u00a0\u5355\u7684\u5173\u8282\u8fd0\u52a8\uff0c\u4f46\u5728\u751f\u6210\u5fae\u6ce2\u95e8\u677f\u65f6\u51fa\u73b0\u4e86\u660e\u663e\u7684\u4f2a\u5f71\u7b49\u95ee\u9898\uff0c\u540c\u65f6\u5728\u901a\u7528\u6570\u636e\u96c6\u4e0a\u8868\u73b0\u4e0d\u4f73\uff1bPuppet- Master \u5728\u5916\u89c2\u7684\u65f6\u95f4\u8fde\u7eed\u6027\u548c\u8fd0\u52a8\u90e8\u5206\u7684\u5efa\u6a21\u65b9\u9762\u8868\u73b0\u4e0d\u4f73\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-313216d7b098798bba477ca1b3490e3a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-313216d7b098798bba477ca1b3490e3a.png\"><\/a><\/section>\n<p>\u5728 in the wild \u8d28\u91cf\u65b9\u9762\uff0c\u6211\u4eec\u4ece\u4e92\u8054\u7f51\u4e0a\u91c7\u4e86\u4e00\u4e9b\u6570\u636e\uff0c\u624b\u52a8\u8bbe\u7f6e\u62d6\u62fd\uff0c\u5229\u7528\u6211\u4eec\u5728 PartDrag-4D \u4e0a\u8bad\u7ec3 \u597d\u7684 PartRM \u8fdb\u884c\u63a8\u7406\u3002\u56fe\u4e2d\u53ef\u4ee5\u770b\u5230\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u4e00\u4e9b\u548c\u8bad\u7ec3\u6570\u636e\u5206\u5e03\u5dee\u522b\u4e0d\u5927\u7684\u6570\u636e\u4e0a\u53ef\u4ee5\u53d6\u5f97\u8f83 \u597d\u7684\u6548\u679c\uff1b\u4f46\u662f\u5728\u4e00\u4e9b\u5206\u5e03\u5dee\u522b\u8f83\u5927\u7684\u6570\u636e\u4e0a\u6548\u679c\u6b20\u4f73\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s\/lg9xdmz7pzvag393-4JCuQ\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3df700c68f37997d0ca64905bcea3bb0.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-3df700c68f37997d0ca64905bcea3bb0.png\"><\/a><\/a><\/p>\n<p><strong>\u5b9a\u91cf\u6bd4\u8f83<\/strong><\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7346e117829023305de51a4c17cab8fb.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-7346e117829023305de51a4c17cab8fb.png\"><\/a><\/section>\n<p>\u5b9a\u91cf\u8bc4\u4f30\u4e2d\uff0c PartRM \u5728 PSNR\u3001SSIM\u3001 LPIPS \u6307\u6807\u4e0a\u8f83\u57fa\u7ebf\u6a21\u578b<strong>\u5747\u6709\u63d0\u5347<\/strong>\uff1b\u540c\u65f6<strong>\u5927\u5e45\u63d0\u5347\u4e86\u751f\u6210\u6548\u7387<\/strong>\uff0c PartRM \u4ec5\u9700 4 \u79d2\u5373\u53ef\u5b8c\u6210\u5355\u6b21\u751f\u6210\uff0c\u800c\u4f20\u7edf\u65b9\u6848\u9700\u5206\u6b65\u6267\u884c 2D \u5f62\u53d8\u4e0e\u4e09\u7ef4\u91cd\u5efa\u3002<\/p>\n<p><strong>\u603b\u7ed3<\/strong><\/p>\n<p>\u672c\u6587\u4ecb\u7ecd\u4e86 PartRM \uff0c\u4e00\u79cd\u540c\u65f6\u5efa\u6a21\u5916\u89c2\u3001\u51e0\u4f55\u548c\u90e8\u4ef6\u7ea7\u8fd0\u52a8\u7684\u65b0\u65b9\u6cd5\u3002\u4e3a\u4e86\u89e3\u51b3 4D \u90e8\u4ef6\u7ea7\u8fd0\u52a8\u5b66\u4e60\u4e2d\u7684\u6570\u636e\u7a00\u7f3a\u95ee\u9898\uff0c\u6211\u4eec\u63d0\u51fa\u4e86 PartDrag-4D \u6570\u636e\u96c6\uff0c\u63d0\u4f9b\u4e86\u90e8\u4ef6\u7ea7\u52a8\u6001\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660e\uff0c\u6211\u4eec\u7684\u65b9\u6cd5\u5728\u90e8\u4ef6\u8fd0\u52a8\u5b66\u4e60\u4e0a\u4f18\u4e8e\u4ee5\u5f80\u7684\u65b9\u6cd5\uff0c\u5e76\u4e14\u53ef\u5e94\u7528\u4e8e\u5177\u8eab AI \u4efb\u52a1\u3002\u7136\u800c\uff0c\u5bf9\u4e8e\u4e0e\u8bad\u7ec3\u5206\u5e03\u5dee\u5f02\u8f83\u5927\u7684\u5173\u8282\u6570\u636e\uff0c\u53ef\u80fd\u4f1a\u9047\u5230\u6311\u6218\u3002<\/p>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2025-04-07-5\" target=\"_blank\">\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[71],"class_list":["post-39969","post","type-post","status-publish","format-standard","hentry","category-news","tag-rag"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025 - \u4e00\u8d77AI\u6280\u672f<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/17aitech.com\/?p=39969\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"https:\/\/17aitech.com\/?p=39969\",\"url\":\"https:\/\/17aitech.com\/?p=39969\",\"name\":\"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025 - \u4e00\u8d77AI\u6280\u672f\",\"isPartOf\":{\"@id\":\"https:\/\/17aitech.com\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/17aitech.com\/?p=39969#primaryimage\"},\"image\":{\"@id\":\"https:\/\/17aitech.com\/?p=39969#primaryimage\"},\"thumbnailUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png\",\"datePublished\":\"2025-04-07T16:02:20+00:00\",\"author\":{\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\"},\"breadcrumb\":{\"@id\":\"https:\/\/17aitech.com\/?p=39969#breadcrumb\"},\"inLanguage\":\"zh-Hans\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/17aitech.com\/?p=39969\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/?p=39969#primaryimage\",\"url\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png\",\"contentUrl\":\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/17aitech.com\/?p=39969#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9875\",\"item\":\"https:\/\/17aitech.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/17aitech.com\/#website\",\"url\":\"https:\/\/17aitech.com\/\",\"name\":\"\u4e00\u8d77AI\u6280\u672f\",\"description\":\"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca\",\"alternateName\":\"\u4e00\u8d77AI\u6280\u672f\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/17aitech.com\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-Hans\"},{\"@type\":\"Person\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d\",\"name\":\"AI\u5c0f\u52a9\u624b\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-Hans\",\"@id\":\"https:\/\/17aitech.com\/#\/schema\/person\/image\/\",\"url\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"contentUrl\":\"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png\",\"caption\":\"AI\u5c0f\u52a9\u624b\"},\"description\":\"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e\",\"url\":\"https:\/\/17aitech.com\/?page_id=33738&user=3\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025 - \u4e00\u8d77AI\u6280\u672f","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/17aitech.com\/?p=39969","schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/17aitech.com\/?p=39969","url":"https:\/\/17aitech.com\/?p=39969","name":"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025 - \u4e00\u8d77AI\u6280\u672f","isPartOf":{"@id":"https:\/\/17aitech.com\/#website"},"primaryImageOfPage":{"@id":"https:\/\/17aitech.com\/?p=39969#primaryimage"},"image":{"@id":"https:\/\/17aitech.com\/?p=39969#primaryimage"},"thumbnailUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png","datePublished":"2025-04-07T16:02:20+00:00","author":{"@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d"},"breadcrumb":{"@id":"https:\/\/17aitech.com\/?p=39969#breadcrumb"},"inLanguage":"zh-Hans","potentialAction":[{"@type":"ReadAction","target":["https:\/\/17aitech.com\/?p=39969"]}]},{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/?p=39969#primaryimage","url":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png","contentUrl":"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/04\/frc-b569e31f64f6df3af0263546a3fb06fe.png"},{"@type":"BreadcrumbList","@id":"https:\/\/17aitech.com\/?p=39969#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9875","item":"https:\/\/17aitech.com\/"},{"@type":"ListItem","position":2,"name":"\u94f0\u94fe\u7269\u4f53\u7684\u901a\u7528\u4e16\u754c\u6a21\u578b\uff0c\u8d85\u8d8a\u6269\u6563\u65b9\u6cd5\uff0c\u5165\u9009CVPR 2025"}]},{"@type":"WebSite","@id":"https:\/\/17aitech.com\/#website","url":"https:\/\/17aitech.com\/","name":"\u4e00\u8d77AI\u6280\u672f","description":"\u8ba9AI\u77e5\u8bc6\u89e6\u624b\u53ef\u53ca","alternateName":"\u4e00\u8d77AI\u6280\u672f","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/17aitech.com\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-Hans"},{"@type":"Person","@id":"https:\/\/17aitech.com\/#\/schema\/person\/60225458499e817ae0af73e67e440b9d","name":"AI\u5c0f\u52a9\u624b","image":{"@type":"ImageObject","inLanguage":"zh-Hans","@id":"https:\/\/17aitech.com\/#\/schema\/person\/image\/","url":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","contentUrl":"\/\/17aitech.com\/wp-content\/uploads\/2024\/04\/robot_3.png","caption":"AI\u5c0f\u52a9\u624b"},"description":"\u8fd9\u4e2a\u4eba\u5f88\u61d2\uff0c\u4ec0\u4e48\u90fd\u6ca1\u6709\u7559\u4e0b\uff5e","url":"https:\/\/17aitech.com\/?page_id=33738&user=3"}]}},"_links":{"self":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39969","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39969"}],"version-history":[{"count":0,"href":"https:\/\/17aitech.com\/index.php?rest_route=\/wp\/v2\/posts\/39969\/revisions"}],"wp:attachment":[{"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39969"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39969"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/17aitech.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39969"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}