{"id":5455,"date":"2026-08-18T17:16:44","date_gmt":"2026-08-18T09:16:44","guid":{"rendered":"https:\/\/www.caiqinyi.cn\/?p=5455"},"modified":"2026-08-18T19:36:43","modified_gmt":"2026-08-18T11:36:43","slug":"extract_feasible_meshova_quality_improvement_algorithms_arko-t_meshgpt_meshllm","status":"publish","type":"post","link":"https:\/\/www.caiqinyi.cn\/index.php\/2026\/08\/18\/extract_feasible_meshova_quality_improvement_algorithms_arko-t_meshgpt_meshllm\/","title":{"rendered":"\u4eceArko-T, MeshGPT, MeshLLM\u63d0\u53d6\u53ef\u843d\u5730\u7684Meshova\u8d28\u91cf\u63d0\u5347\u7b97\u6cd5"},"content":{"rendered":"<p><script type=\"text\/javascript\" async src=\"https:\/\/www.caiqinyi.cn\/wp-content\/MathJax\/MathJax.js?config=TeX-AMS_CHTML\">\n<\/script><br \/>\n<script type=\"text\/x-mathjax-config\">\n    MathJax.Hub.Config({\n        tex2jax: {inlineMath: [['$','$']]},\n        TeX: {equationNumbers: {autoNumber: [\"AMS\"], useLabelIds: true}},\n        \"HTML-CSS\": {linebreaks: {automatic: true}},\n        SVG: {linebreaks: {automatic: true}}\n    });\n<\/script><\/p>\n<p>\u8fd1\u6765\u89e3\u51b3\u4e86\u4e00\u4ef6\u5fc3\u5934\u5927\u4e8b: \u676d\u5dde\u5e02E\u7c7b\u4eba\u624d\u8ba4\u5b9a\u53ca\u5176\u79df\u623f\u8865\u8d34\u603b\u7b97\u843d\u5b9a, \u53ef\u4ee5\u5b89\u5fc3\u6295\u5165\u5b66\u672f\u7814\u7a76\u4e0e\u5de5\u4f5c\u4e00\u9635\u5b50\u4e86. \u968f\u7740AI\u7684\u6df1\u5165\u8fd0\u7528, \u5de5\u7a0b\u5b9e\u73b0\u7684\u590d\u6742\u5ea6\u5df2\u7ecf\u5927\u5927\u964d\u4f4e, \u81ea\u5df1\u7684\u70b9\u5b50\u8d8a\u6765\u8d8a\u591a, \u540c\u65f6\u5bf9\u672a\u6765\u80fd\u8d70\u7684\u8def\u4e5f\u8d8a\u6765\u8d8a\u8ff7\u832b. \u76ee\u524d\u66f4\u503e\u5411\u4e8e\u4e24\u4e2a\u65b9\u5411\u5e76\u884c: \u4e00\u662f\u7ee7\u7eed\u6df1\u5165\u4ee3\u6570\u62d3\u6251\u7406\u8bba\u53ca\u76f8\u5173\u5e94\u7528\u7b97\u6cd5\u7814\u7a76, \u4e8c\u662f\u51fa\u4e8e\u9879\u76ee\u4eba\u624b\u5b89\u6392, \u540e\u7eed\u4e5f\u4f1a\u5f00\u5c55\u6e38\u620fAI\u4e0e\u6e38\u620f\u52a8\u753b\u7814\u7a76, \u56e0\u6b64\u9700\u8981\u7cfb\u7edf\u68b3\u7406\u8fd1\u5e74\u6765\u6e38\u620fGDC\u76f8\u5173\u5206\u4eab, \u719f\u6089\u5404\u7c7b\u4e1a\u754c\u65b9\u6848. \u672c\u6587\u662f\u5728\u77e5\u4e4e\u5927\u4f6c\u51af\u59d4\u7684\u7f51\u9875\u7aefHoudini\u7a0b\u5e8f\u5316\u5efa\u6a21\u9879\u76eeMeshova\u542f\u53d1\u4e0b, \u4eceArko-T, MeshGPT, MeshLLM\u4e2d\u63d0\u53d6\u53ef\u843d\u5730\u7684Meshova\u8d28\u91cf\u63d0\u5347\u7b97\u6cd5, \u7b97\u662f\u5173\u4e8e\u4ee3\u6570\u62d3\u6251\u76f8\u5173\u5e94\u7528\u7b97\u6cd5\u7684\u4e00\u6b21\u7814\u7a76\u53ed~<\/p>\n<p><!--more--><\/p>\n<p>AI\u751f\u62103D\u6a21\u578b\u65f6, \u6700\u5148\u88ab\u770b\u89c1\u7684\u662f\u5916\u89c2: \u8f6e\u5ed3\u50cf\u4e0d\u50cf, \u6750\u8d28\u5bf9\u4e0d\u5bf9, \u622a\u56fe\u597d\u4e0d\u597d\u770b. \u771f\u6b63\u8fdb\u5165\u751f\u4ea7\u540e, \u66f4\u96be\u7684\u95ee\u9898\u4f1a\u51fa\u73b0: \u5b54\u8ddd\u80fd\u4e0d\u80fd\u6539, \u9635\u5217\u6570\u91cf\u80fd\u4e0d\u80fd\u53d8, \u90e8\u4ef6\u662f\u5426\u8d34\u5408, Mesh\u662f\u5426\u7d27\u51d1, \u91cd\u590d\u7ed3\u6784\u662f\u5426\u7a33\u5b9a, \u5c40\u90e8\u4fee\u6539\u4f1a\u4e0d\u4f1a\u628a\u6574\u4e2a\u6a21\u578b\u5e26\u574f.<br \/>\n$\\\\$ \u8fd9\u7bc7\u6587\u7ae0\u6574\u7406\u4e09\u7bc7\u8bba\u6587\u4e2d\u53ef\u501f\u9274\u7684\u7b97\u6cd5\u601d\u60f3: Arko-T, MeshGPT, MeshLLM. \u76ee\u6807\u4e0d\u662f\u590d\u73b0\u8bba\u6587\u7cfb\u7edf, \u4e0d\u4f7f\u7528\u8bba\u6587\u8bad\u7ec3\u6570\u636e, \u4e5f\u4e0d\u8fd0\u884c\u4f5c\u8005\u53d1\u5e03\u7684\u795e\u7ecf\u7f51\u7edc. \u8fd9\u91cc\u5173\u5fc3\u7684\u662f: \u54ea\u4e9b\u7b97\u6cd5\u7ed3\u6784\u53ef\u4ee5\u8f6c\u6210Meshova\u81ea\u5df1\u7684\u786e\u5b9a\u6027\u751f\u6210, \u5c40\u90e8\u7f16\u8f91\u548c\u51e0\u4f55\u9a8c\u8bc1\u673a\u5236, \u4ece\u800c\u63d0\u5347\u751f\u6210\u6a21\u578b\u7684\u6700\u7ec8\u8d28\u91cf.<br \/>\n$\\\\$ \u5f53\u524d\u9879\u76ee\u91cc\u5df2\u7ecf\u843d\u5730\u7684\u662fArko-T\u65b9\u5411\u7684\u4e00\u90e8\u5206: \u8bbe\u8ba1\u72b6\u6001, \u53c2\u6570\u7ed1\u5b9a, \u64cd\u4f5c\u8ba1\u5212\u6eaf\u6e90, \u7279\u5f81\u7ea7\u8bc4\u5ba1\u5668, \u4ee5\u53ca\u82e5\u5e72\u8f7b\u91cf\u51e0\u4f55\u68c0\u6d4b. MeshGPT\u548cMeshLLM\u76f8\u5173\u5185\u5bb9\u8fd8\u505c\u7559\u5728\u8bbe\u8ba1\u9636\u6bb5, \u672c\u6587\u4f1a\u660e\u786e\u533a\u5206.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_model_library_homepage.png\" alt=\"\" width=\"1280\" height=\"800\" class=\"aligncenter size-full wp-image-5490\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_model_library_homepage.png 1280w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_model_library_homepage-300x188.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_model_library_homepage-768x480.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><center><em>\u6a21\u578b\u5e93\u9996\u5c4f\uff1a\u9876\u90e8\u662f\u63cf\u8ff0\u751f\u6210\u533a\uff0c\u4e0b\u65b9\u662f\u5206\u7c7b\u3001\u641c\u7d22\u548c\u6a21\u578b\u5361\u7247<\/em><\/center><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_iteration_panel.png\" alt=\"\" width=\"1280\" height=\"800\" class=\"aligncenter size-full wp-image-5491\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_iteration_panel.png 1280w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_iteration_panel-300x188.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/meshwright_iteration_panel-768x480.png 768w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" \/><center><em>\u8fed\u4ee3\u9762\u677f\uff1a\u8f93\u5165\u672c\u8f6e\u6539\u52a8\uff0c\u9009\u62e9\u53c2\u8003\u56fe\u548c\u8986\u76d6\u65b9\u5f0f<\/em><\/center><\/p>\n<p><strong>1. \u95ee\u9898\u4e0d\u662f\u751f\u6210\u4e00\u4e2aMesh, \u800c\u662f\u751f\u6210\u4e00\u4e2a\u53ef\u7ef4\u62a4\u8bbe\u8ba1<\/strong><\/p>\n<p>\u4f20\u7edf\u6587\u672c\u52303D\u751f\u6210\u66f4\u50cf\u662f&#8221;\u8f93\u51fa\u4e00\u4e2a\u5f62\u72b6&#8221;. \u8fd9\u4e2a\u5f62\u72b6\u53ef\u4ee5\u6e32\u67d3, \u4f46\u7cfb\u7edf\u901a\u5e38\u4e0d\u77e5\u9053\u5b83\u4e3a\u4ec0\u4e48\u957f\u8fd9\u6837. \u4e00\u4e2a\u5706\u67f1\u53ef\u80fd\u662f\u8f6e\u5b50, \u5b54, \u706f\u7f69, \u94c6\u9489\u6216\u88c5\u9970\u73af; \u4e00\u4e2a\u5e73\u79fb\u503c\u53ef\u80fd\u662f\u5b54\u8ddd, \u7a97\u8ddd, \u968f\u673a\u504f\u79fb\u6216\u4e34\u65f6\u8865\u507f. \u4e0b\u4e00\u6b21\u8ba9AI\u4fee\u6539\u65f6, \u5b83\u53ea\u80fd\u731c.<br \/>\n$\\\\$ Arko-T\u7684\u5173\u952e\u4ef7\u503c\u5728\u4e8e\u628a\u76ee\u6807\u4ece\u5355\u7eafMesh \/ \u4ee3\u7801\u63a8\u8fdb\u5230\u8bbe\u8ba1\u72b6\u6001. \u8bba\u6587\u5c06\u8bbe\u8ba1\u72b6\u6001\u5199\u6210:<br \/>\n$$<br \/>\nz = (F, \\Theta, C, H, A),<br \/>\n$$\u5176\u4e2d, $z$\u4e3a\u8bbe\u8ba1\u72b6\u6001, $F$\u4e3a\u7279\u5f81\u8bcd\u8868, \u4f8b\u5982\u5b54, \u808b, \u5012\u89d2, \u58f3, \u9635\u5217; $\\Theta$\u4e3a\u547d\u540d\u53c2\u6570, \u4f8b\u5982\u534a\u5f84, \u539a\u5ea6, \u95f4\u8ddd, \u6570\u91cf; $C$\u4e3a\u7ea6\u675f\u4e0e\u5173\u7cfb, \u4f8b\u5982\u5bf9\u79f0, \u5171\u9762, \u7b49\u8ddd, \u8d34\u5408; $H$\u4e3a\u6784\u9020\u5386\u53f2; $A$\u4e3a\u628a\u7279\u5f81\u7ed1\u5b9a\u5230\u9762, \u8fb9\u6216\u8349\u56fe\u5e73\u9762\u7684\u9644\u7740\u5173\u7cfb.<br \/>\n$\\\\$ \u5bf9Meshova\u6765\u8bf4, \u8fd9\u4e2a\u516c\u5f0f\u6bd4\u6a21\u578b\u6743\u91cd\u66f4\u76f4\u63a5\u53ef\u7528. \u56e0\u4e3aMeshova\u672c\u6765\u5c31\u662f\u7a0b\u5e8f\u5316\u5efa\u6a21\u5e93, \u6838\u5fc3\u8d44\u4ea7\u662f\u53ef\u91cd\u653e\u811a\u672c\u548c\u53c2\u6570. \u6211\u4eec\u4e0d\u9700\u8981\u8bad\u7ec3Arko-T, \u4e5f\u4e0d\u5f15\u5165Build123d\u8bad\u7ec3\u6570\u636e. \u9700\u8981\u7684\u662f\u628a&#8221;\u8bbe\u8ba1\u72b6\u6001&#8221; \u53d8\u6210TypeScript\u5185\u90e8\u534f\u8bae, \u8ba9\u751f\u6210\u7ed3\u679c\u4ece\u4e00\u7ec4\u547d\u540d\u90e8\u4ef6\u5347\u7ea7\u4e3a&#8221;\u80fd\u89e3\u91ca, \u80fd\u5c40\u90e8\u4fee\u6539, \u80fd\u68c0\u67e5&#8221; \u7684\u8bbe\u8ba1.<\/p>\n<p><strong>2. Arko-T\u53ef\u63d0\u53d6\u90e8\u5206: \u8bbe\u8ba1\u72b6\u6001 + \u6267\u884c\u95ed\u73af<\/strong><\/p>\n<p>Arko-T\u8bba\u6587\u5f3a\u8c03: \u53ef\u6267\u884c\u4ee3\u7801\u4e0d\u7b49\u4e8e\u53ef\u7528\u8bbe\u8ba1. \u4ee3\u7801\u53ef\u80fd\u8fd0\u884c\u6210\u529f, \u5374\u751f\u6210\u7a7a\u4f53, \u975e\u6d41\u5f62\u4f53, \u6216\u8005\u6f0f\u6389\u63d0\u793a\u8bcd\u91cc\u7684\u5173\u952e\u7279\u5f81. \u5bf9Meshova\u6765\u8bf4, \u5b83\u7684\u542f\u53d1\u53ef\u4ee5\u62c6\u6210\u4e09\u4e2a\u5de5\u7a0b\u7b97\u6cd5.<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e00, \u751f\u6210\u65f6\u663e\u5f0f\u5199\u51fa\u7279\u5f81. \u6a21\u578b\u4e0d\u80fd\u53ea\u8f93\u51fa\u51e0\u4f55\u57fa\u7840\u4f53, \u800c\u8981\u8bf4\u6e05\u54ea\u4e9b\u8282\u70b9\u5b9e\u73b0\u4e86\u54ea\u4e9b\u8bbe\u8ba1\u7279\u5f81. \u6bd4\u5982\u901a\u98ce\u69fd\u662f\u9635\u5217\u7279\u5f81, \u5b89\u88c5\u5b54\u662f\u5b54\u7279\u5f81, \u5ea7\u57ab\u662f\u8bed\u4e49\u90e8\u4ef6\u7279\u5f81.<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e8c, \u7528\u6237\u53ef\u6539\u7684\u6570\u5b57\u5fc5\u987b\u4ece\u9b54\u6cd5\u6570\u53d8\u6210\u53c2\u6570. \u6bcf\u4e2a\u53c2\u6570\u6709\u6807\u8bc6, \u6807\u7b7e, \u6570\u503c, \u5355\u4f4d, \u6700\u5c0f\u503c, \u6700\u5927\u503c, \u6b65\u957f, \u662f\u5426\u5916\u9732, \u7ed1\u5b9a\u5173\u7cfb. \u7528\u6237\u6539\u69fd\u6570\u91cf\u65f6, \u7cfb\u7edf\u77e5\u9053\u5b83\u4f1a\u5c40\u90e8\u66f4\u65b0\u54ea\u4e9b\u8282\u70b9, \u800c\u4e0d\u662f\u8ba9AI\u91cd\u5199\u6574\u6bb5\u811a\u672c.<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e09, \u8bc4\u5ba1\u5668\u4e0d\u53ea\u770b\u6574\u4f53Mesh\u6307\u6807, \u8fd8\u8981\u6309\u7279\u5f81\u68c0\u67e5. \u5fc5\u9700\u7279\u5f81\u662f\u5426\u5b58\u5728, \u91cd\u590d\u5143\u7d20\u6570\u91cf\u662f\u5426\u6b63\u786e, \u95f4\u8ddd\u662f\u5426\u5747\u5300, \u90e8\u4ef6\u662f\u5426\u8d34\u5408, \u53c2\u6570\u8bd5\u6539\u540e\u662f\u5426\u8fd8\u80fd\u751f\u6210\u6709\u6548Mesh.<br \/>\n$\\\\$ \u5f53\u524dMeshova\u5df2\u7ecf\u5b9e\u73b0\u8fd9\u4e00\u5c42\u7684\u57fa\u7840\u7248. \u5b9e\u73b0\u72b6\u6001\u53ef\u4ee5\u6982\u62ec\u4e3a:<br \/>\n$\\\\$ $\\cdot$ \u5df2\u5b9e\u73b0\u8bbe\u8ba1\u72b6\u6001\u6a21\u5f0f: \u7279\u5f81, \u53c2\u6570, \u7ea6\u675f, \u5386\u53f2, \u9644\u7740\u5173\u7cfb.<br \/>\n$\\\\$ $\\cdot$ \u5df2\u5b9e\u73b0\u53c2\u6570\u5c40\u90e8\u8865\u4e01: \u53d7\u9650\u8def\u5f84\u7ed1\u5b9a\u5230\u64cd\u4f5c\u8ba1\u5212\u8282\u70b9\u53c2\u6570, \u652f\u6301\u8303\u56f4, \u6b65\u957f, \u6570\u91cf, \u989c\u8272\u7b49\u6821\u9a8c.<br \/>\n$\\\\$ $\\cdot$ \u5df2\u5b9e\u73b0\u6267\u884c\u6eaf\u6e90: \u64cd\u4f5c\u8ba1\u5212\u6267\u884c\u6210\u547d\u540d\u90e8\u4ef6\u65f6, \u628a\u8bbe\u8ba1\u7279\u5f81\u6807\u8bc6, \u8bbe\u8ba1\u53c2\u6570\u6807\u8bc6, \u8bbe\u8ba1\u8282\u70b9\u6807\u8bc6, \u8bbe\u8ba1\u9762\u5f15\u7528\u5199\u5165\u5143\u6570\u636e.<br \/>\n$\\\\$ $\\cdot$ \u5df2\u5b9e\u73b0\u8bbe\u8ba1\u72b6\u6001\u8bc4\u5ba1\u5668: \u9759\u6001\u5f15\u7528\u68c0\u67e5, \u5fc5\u9700\u7279\u5f81\u68c0\u67e5, \u5916\u9732\u53c2\u6570\u8bd5\u6539, \u6570\u91cf \/ \u7b49\u95f4\u8ddd\u68c0\u67e5, \u4ee5\u53ca\u7279\u5f81\u7ea7\u51e0\u4f55\u8bc1\u636e.<br \/>\n$\\\\$ $\\cdot$ \u5df2\u5b9e\u73b0\u90e8\u5206\u51e0\u4f55\u68c0\u6d4b: \u8fb9\u754c\u73af, \u8d2f\u7a7f\u5b54\u626b\u63cf, \u5bf9\u79f0\u8bc4\u5206, \u5305\u56f4\u76d2\u95f4\u9699, \u5305\u56f4\u76d2\u7a7f\u900f.<br \/>\n$\\\\$ $\\cdot$ \u672a\u5b9e\u73b0\u5b8c\u6574\u89c4\u5212\u5f0f\u751f\u6210\u95ed\u73af. \u4e5f\u5c31\u662f\u8bf4, \u76ee\u524d\u5e95\u5c42\u534f\u8bae\u548c\u8bc4\u5ba1\u5668\u6709\u4e86, \u4f46\u8fd8\u6ca1\u6709\u5f3a\u5236\u6bcf\u6b21\u6587\u672c\u5230\u6a21\u578b\u751f\u6210\u90fd\u4f18\u5148\u4ea7\u51fa\u5e26\u8bbe\u8ba1\u72b6\u6001\u7684\u64cd\u4f5c\u8ba1\u5212.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/dashboard.png\" alt=\"\" width=\"1440\" height=\"810\" class=\"aligncenter size-full wp-image-5485\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/dashboard.png 1440w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/dashboard-300x169.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/dashboard-768x432.png 768w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><em>\u56fe1: \u5f53\u524d\u9879\u76ee\u7684\u8bbe\u8ba1\u72b6\u6001\u8bc4\u5ba1\u5668\u4f1a\u628a\u7279\u5f81\u7ed1\u5b9a, \u53ef\u7f16\u8f91\u53c2\u6570, \u7ea6\u675f\u68c0\u67e5, \u53c2\u6570Patch\u70df\u6d4b\u548c\u51e0\u4f55\u8bc1\u636e\u6c47\u603b\u5230\u540c\u4e00\u4efd\u62a5\u544a\u4e2d. \u8bf4\u660e\u53cd\u9988\u5bf9\u8c61\u5df2\u7ecf\u4ece\u6574\u5f20\u6e32\u67d3\u56fe\u8f6c\u5411\u53ef\u5b9a\u4f4d\u7684\u7279\u5f81, \u53c2\u6570\u548c\u7ea6\u675f.<\/em><\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/patch-map.png\" alt=\"\" width=\"1440\" height=\"810\" class=\"aligncenter size-full wp-image-5486\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/patch-map.png 1440w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/patch-map-300x169.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/patch-map-768x432.png 768w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><em>\u56fe2: \u6bcf\u4e2a\u5916\u9732\u53c2\u6570\u90fd\u8bb0\u5f55\u5b83\u5173\u8054\u7684\u7279\u5f81, \u9700\u8981Patch\u7684\u8282\u70b9, \u4ee5\u53ca\u8282\u70b9\u53c2\u6570\u8def\u5f84. \u4f8b\u5982\u69fd\u5bbd\u53c2\u6570\u4f1a\u7ed1\u5b9a\u5230\u591a\u4e2a\u69fd\u5b9e\u4f8b\u8282\u70b9\u7684\u5bbd\u5ea6\u5b57\u6bb5, Patch\u540e\u518d\u91cd\u65b0\u6267\u884c\u64cd\u4f5c\u8ba1\u5212\u5e76\u89e6\u53d1\u8bc4\u5ba1\u5668\u70df\u6d4b. \u8fd9\u80fd\u89e3\u91ca&#8221;\u6539\u4e00\u4e2a\u53c2\u6570\u4f1a\u5f71\u54cd\u54ea\u4e9b\u8282\u70b9&#8221; \u8fd9\u4ef6\u4e8b, \u4e5f\u80fd\u907f\u514dAI\u4e3a\u4e86\u5c40\u90e8\u4fee\u6539\u91cd\u5199\u6574\u6bb5\u811a\u672c.<\/em><\/p>\n<p>$\\\\$ \u8fd9\u4e00\u90e8\u5206\u6700\u5148\u80fd\u63d0\u9ad8\u6a21\u578b\u8d28\u91cf, \u56e0\u4e3a\u5b83\u628a\u53cd\u9988\u4ece&#8221;\u6574\u4f53\u4e0d\u50cf&#8221; \u6539\u6210&#8221;\u54ea\u4e2a\u7279\u5f81\u6ca1\u5b9e\u73b0, \u54ea\u4e2a\u53c2\u6570\u8bd5\u6539\u540e\u574f\u4e86&#8221;. \u5bf9\u751f\u6210\u5faa\u73af\u6765\u8bf4, \u8fd9\u7c7b\u53cd\u9988\u66f4\u5bb9\u6613\u5c40\u90e8\u4fee\u6b63.<\/p>\n<p><strong>2.1. \u5f53\u524d\u8d2f\u7a7f\u5b54\u68c0\u6d4b: \u4ece\u62d3\u6251\u4e25\u683c\u6027\u9000\u4e00\u6b65\u505a\u786e\u5b9a\u6027\u8bc1\u636e<\/strong><\/p>\n<p>Arko-T\u5f3a\u8c03\u7279\u5f81\u843d\u5730, \u4f46\u8bba\u6587\u6ca1\u6709\u7ed9Meshova\u8fd9\u79cd\u4e09\u89d2Mesh\u7cfb\u7edf\u63d0\u4f9b\u53ef\u76f4\u63a5\u5957\u7528\u7684\u5b54\u6d1e\u68c0\u6d4b\u7b97\u6cd5. \u5f53\u524d\u5b9e\u73b0\u91c7\u7528\u5de5\u7a0b\u8fd1\u4f3c: \u8fb9\u754c\u73af\u68c0\u6d4b + \u8d2f\u7a7f\u5b54\u5c04\u7ebf \/ \u5207\u7247\u626b\u63cf.<br \/>\n$\\\\$ \u8fb9\u754c\u73af\u68c0\u6d4b\u5148\u628aMesh\u8f6c\u6210\u62d3\u6251\u89c6\u56fe, \u878d\u5408\u91cd\u5408\u70b9, \u5efa\u7acb\u8fb9\u5230\u9762\u7684\u90bb\u63a5\u5173\u7cfb. \u53ea\u88ab\u4e00\u4e2a\u9762\u4f7f\u7528\u7684\u8fb9\u662f\u8fb9\u754c\u8fb9, \u6cbf\u8fb9\u754c\u8fb9\u4e32\u8d77\u6765\u5373\u53ef\u5f97\u5230\u8fb9\u754c\u73af. \u8fd9\u4e2a\u68c0\u6d4b\u9002\u5408\u53d1\u73b0\u5f00\u53e3, \u7834\u9762, \u8584\u7247\u8fb9\u754c, \u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u5b54 \/ \u5207\u53e3\u7684\u8bc1\u636e\u4e4b\u4e00.<br \/>\n$\\\\$ \u8d2f\u7a7f\u5b54\u626b\u63cf\u5219\u6cbf\u6307\u5b9a\u8f74\u68c0\u6d4b\u5185\u90e8\u7a7a\u901a\u9053. \u505a\u6cd5\u662f:<br \/>\n$\\\\$ $\\cdot$ \u53d6\u90e8\u4ef6\u7684\u5305\u56f4\u76d2.<br \/>\n$\\\\$ $\\cdot$ \u9009\u62e9\u626b\u63cf\u8f74, \u9ed8\u8ba4$z$\u8f74, \u4e5f\u53ef\u7531\u7279\u5f81\u5143\u6570\u636e\u6307\u5b9a.<br \/>\n$\\\\$ $\\cdot$ \u5728\u5782\u76f4\u4e8e\u626b\u63cf\u8f74\u7684\u622a\u9762\u4e0a\u94fa\u91c7\u6837\u6570$\\times$\u91c7\u6837\u6570\u7f51\u683c.<br \/>\n$\\\\$ $\\cdot$ \u5bf9\u6bcf\u4e2a\u7f51\u683c\u4e2d\u5fc3, \u4ece\u5305\u56f4\u76d2\u5916\u6cbf\u626b\u63cf\u8f74\u53d1\u5c04\u4e00\u6761\u5c04\u7ebf.<br \/>\n$\\\\$ $\\cdot$ \u5982\u679c\u5c04\u7ebf\u548cMesh\u4e09\u89d2\u9762\u96f6\u6b21\u76f8\u4ea4, \u8bf4\u660e\u8be5\u91c7\u6837\u67f1\u4e3a\u7a7a.<br \/>\n$\\\\$ $\\cdot$ \u5bf9\u7a7a\u91c7\u6837\u67f1\u505a4\u90bb\u63a5\u6cdb\u6d2a\u586b\u5145.<br \/>\n$\\\\$ $\\cdot$ \u4e22\u5f03\u63a5\u89e6\u91c7\u6837\u7f51\u683c\u8fb9\u754c\u7684\u7a7a\u7c07, \u56e0\u4e3a\u90a3\u901a\u5e38\u662f\u7269\u4f53\u5916\u90e8\u7a7a\u95f4.<br \/>\n$\\\\$ $\\cdot$ \u5269\u4f59\u5185\u90e8\u7a7a\u7c07\u8bb0\u4e3a\u8d2f\u7a7f\u901a\u9053\u5019\u9009.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/through-scan.png\" alt=\"\" width=\"1440\" height=\"846\" class=\"aligncenter size-full wp-image-5487\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/through-scan.png 1440w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/through-scan-300x176.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/through-scan-768x451.png 768w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><em>\u56fe3: \u5de6\u4fa7\u793a\u610f\u4e2d\u5fc3\u7a7a\u7a97\u6cbf$Y$\u8f74\u8d2f\u7a7f, \u4e2d\u95f4\u663e\u793a\u91c7\u6837\u7f51\u683c\u4e2d\u88ab4\u90bb\u63a5\u6cdb\u6d2a\u586b\u5145\u5f52\u4e3a\u5185\u90e8\u901a\u9053\u7684\u7a7a\u67f1, \u53f3\u4fa7\u7ed9\u51fa\u68c0\u6d4b\u8f93\u51fa. \u5f53\u524d\u5b9e\u73b0\u4e0d\u662f\u4ece\u622a\u56fe\u731c\u5b54, \u800c\u662f\u5728Mesh\u5305\u56f4\u76d2\u4e2d\u505a\u786e\u5b9a\u6027\u5c04\u7ebf\u91c7\u6837\u548c\u7a7a\u57df\u8fde\u901a\u5206\u6790.<\/em><\/p>\n<p>$\\\\$ \u5b83\u4e0d\u662f\u4e25\u683c\u62d3\u6251\u96a7\u9053\u5206\u7c7b. \u659c\u5b54, \u5f2f\u66f2\u5b54, \u6781\u7ec6\u5b54, \u590d\u6742\u67c4\u4f53\u7ed3\u6784\u548c\u91c7\u6837\u5206\u8fa8\u7387\u4e0d\u8db3\u7684\u60c5\u51b5\u90fd\u53ef\u80fd\u6f0f\u68c0. \u5b83\u7684\u5b9a\u4f4d\u662f\u4f4e\u6210\u672c\u8d28\u91cf\u95e8: \u5f53\u7279\u5f81\u5143\u6570\u636e\u5199\u7740\u6700\u5c11\u9700\u89811\u4e2a\u8d2f\u7a7f\u901a\u9053\u65f6, \u8bc4\u5ba1\u5668\u80fd\u53d1\u73b0&#8221;\u58f0\u660e\u6709\u8d2f\u7a7f\u5b54, \u4f46\u6cbf\u6307\u5b9a\u8f74\u6ca1\u6709\u5185\u90e8\u7a7a\u901a\u9053&#8221;.<br \/>\n$\\\\$ \u4ece\u4ee3\u6570\u62d3\u6251\u89d2\u5ea6\u770b, \u8fb9\u754c\u73af\u662f\u5728\u79bb\u6563\u66f2\u9762\u4e0a\u5bfb\u627e\u4e00\u7ef4\u8fb9\u754c\u94fe, \u8d2f\u7a7f\u5b54\u626b\u63cf\u662f\u5728\u89c4\u5219\u91c7\u6837\u683c\u4e0a\u5bfb\u627e\u4e0d\u8fde\u5230\u5916\u90e8\u7684\u7a7a\u533a\u57df\u5206\u652f. \u5b83\u8fd8\u6ca1\u6709\u8ba1\u7b97\u540c\u8c03\u7fa4, \u4f46\u5df2\u7ecf\u628a&#8221;\u50cf\u4e0d\u50cf\u5b54&#8221; \u8f6c\u6210\u53ef\u56de\u5f52\u7684\u62d3\u6251\u8bc1\u636e; \u540e\u7eed\u82e5\u5f15\u5165Reeb\u56fe, \u624d\u9002\u5408\u8fdb\u4e00\u6b65\u8ba8\u8bba\u67c4\u73af \/ \u96a7\u9053\u73af\u548c\u540c\u8c03\u751f\u6210\u5143.<br \/>\n$\\\\$ \u540e\u7eed\u5982\u679c\u8981\u505a\u4e25\u683c\u62d3\u6251\u68c0\u6d4b, Reeb\u56fe\u67c4\u73af \/ \u96a7\u9053\u73af\u53ef\u4ee5\u4f5c\u4e3a\u5355\u72ec\u65b9\u5411. \u4f46\u5b83\u9700\u8981\u66f4\u5b8c\u6574\u7684\u62d3\u6251\u524d\u63d0\u548c\u8fb9\u754c\u5904\u7406\u7b56\u7565, \u76ee\u524d\u4e0d\u9002\u5408\u6df7\u5165\u7b2c\u4e00\u7248\u8d28\u91cf\u95e8.<\/p>\n<p><strong>3. MeshGPT\u53ef\u63d0\u53d6\u90e8\u5206: \u4e09\u89d2Mesh\u5e94\u8be5\u6709\u53ef\u538b\u7f29\u7684\u5c40\u90e8\u51e0\u4f55\u8bed\u8a00<\/strong><\/p>\n<p>MeshGPT\u7684\u539f\u59cb\u65b9\u6cd5\u662f\u8bad\u7ec3\u4e00\u4e2a\u51e0\u4f55Token\u8bcd\u8868, \u518d\u7528\u4ec5\u89e3\u7801\u5668Transformer\u81ea\u56de\u5f52\u751f\u6210\u4e09\u89d2Mesh. \u6211\u4eec\u4e0d\u4f1a\u8bad\u7ec3\u8fd9\u4e2a\u6a21\u578b, \u4e5f\u4e0d\u4f7f\u7528\u5b83\u7684\u7801\u672c. \u4f46\u5b83\u63d0\u51fa\u7684\u51e0\u4e2a\u89c2\u5bdf\u5f88\u9002\u5408\u8f6c\u6210Meshova\u7684\u786e\u5b9a\u6027Mesh\u8d28\u91cf\u89c4\u5219.<br \/>\n$\\\\$ MeshGPT\u5148\u628aMesh\u8868\u793a\u4e3a\u4e09\u89d2\u5e8f\u5217:<br \/>\n$$<br \/>\nM = (f_1, f_2, \\ldots, f_N),<br \/>\n$$\u5176\u4e2d, $M$\u4e3a\u4e09\u89d2Mesh, $f_i$\u4e3a\u7b2c$i$\u4e2a\u4e09\u89d2\u9762, $N$\u4e3a\u9762\u6570\u91cf. \u6bcf\u4e2a\u9762\u4e0d\u662f\u5b64\u7acb\u76849\u4e2a\u5750\u6807, \u800c\u5e94\u8be5\u643a\u5e26\u5c40\u90e8\u90bb\u57df\u4fe1\u606f. \u8bba\u6587\u628a\u6bcf\u4e2a\u9762\u4f5c\u4e3a\u56fe\u8282\u70b9, \u7528\u90bb\u63a5\u8fb9\u4f20\u9012\u5c40\u90e8\u4fe1\u606f, \u8f93\u5165\u7279\u5f81\u5305\u62ec\u4e09\u89d2\u9876\u70b9\u5750\u6807, \u9762\u6cd5\u7ebf, \u8fb9\u5939\u89d2\u548c\u9762\u79ef; \u8fd9\u4e2a\u91cf\u5316\u6d41\u7a0b\u53ef\u7b80\u5199\u4e3a:<br \/>\n$$<br \/>\nT = RQ(E(M); C, D),<br \/>\n$$\u5176\u4e2d, $T$\u4e3a\u51e0\u4f55Token\u7d22\u5f15\u5e8f\u5217, $RQ$\u4e3a\u6b8b\u5dee\u5411\u91cf\u91cf\u5316\u7b97\u5b50, $E(M)$\u4e3aMesh\u9762\u56fe\u7f16\u7801\u7ed3\u679c, $C$\u4e3a\u7801\u672c, $D$\u4e3a\u6bcf\u4e2a\u9762\u5806\u53e0\u7684\u91cf\u5316\u7801\u6df1\u5ea6. \u5bf9Meshova\u6765\u8bf4, \u53ef\u4ee5\u4e0d\u5b66\u4e60$C$\u8fd9\u6837\u7684\u7801\u672c, \u4f46\u53ef\u4ee5\u4fdd\u7559&#8221;\u5c40\u90e8\u4e09\u89d2\u9762\u8bed\u8a00&#8221; \u7684\u601d\u60f3: \u6bcf\u4e2a\u6a21\u578b\u4e0d\u53ea\u68c0\u67e5\u4e09\u89d2\u6570\u91cf, \u8fd8\u8981\u68c0\u67e5\u4e09\u89d2\u7ec4\u7ec7\u662f\u5426\u50cf\u4e00\u4e2a\u5e72\u51c0\u7684\u4eba\u5de5\u5efa\u6a21Mesh.<br \/>\n$\\\\$ \u53ef\u843d\u5730\u8bbe\u8ba1\u5305\u62ec:<br \/>\n$\\\\$ $\\cdot$ \u89c4\u8303\u6392\u5e8f. \u6309\u9876\u70b9\u5750\u6807\u548c\u9762\u7684\u6700\u5c0f\u9876\u70b9\u7d22\u5f15\u505a\u7a33\u5b9a\u6392\u5e8f, \u4f7f\u540c\u4e00\u6a21\u578b\u7684Mesh\u6307\u7eb9\u53ef\u590d\u73b0. \u8fd9\u6837\u53ef\u4ee5\u7a33\u5b9a\u6bd4\u8f83\u524d\u540e\u751f\u6210\u5dee\u5f02, \u4e5f\u80fd\u53d1\u73b0\u5c40\u90e8\u4fee\u6539\u662f\u5426\u53ea\u5f71\u54cd\u5e94\u5f71\u54cd\u7684\u533a\u57df.<br \/>\n$\\\\$ $\\cdot$ \u5c40\u90e8\u9762\u7279\u5f81. \u4e3a\u6bcf\u4e2a\u9762\u8ba1\u7b97\u9762\u79ef, \u8fb9\u957f\u6bd4\u4f8b, \u6cd5\u7ebf, \u90bb\u63a5\u9762\u6570\u91cf, \u4e8c\u9762\u89d2, \u8fb9\u754c\u72b6\u6001. \u5b83\u4eec\u80fd\u7ec4\u6210\u786e\u5b9a\u6027\u9762\u63cf\u8ff0\u7b26, \u7528\u4e8e\u8d28\u91cf\u8bc4\u5206\u548c\u5c40\u90e8\u805a\u7c7b.<br \/>\n$\\\\$ $\\cdot$ \u7d27\u51d1\u6027\u6307\u6807. MeshGPT\u8ffd\u6c42\u7d27\u51d1Mesh, \u53cd\u5bf9\u795e\u7ecf\u9690\u5f0f\u573aMarching Cubes\u4ea7\u751f\u7684\u8fc7\u5bc6\u4e09\u89d2. Meshova\u53ef\u4ee5\u52a0\u5165\u4e09\u89d2\u9884\u7b97, \u5c0f\u4e09\u89d2\u6bd4\u4f8b, \u957f\u8584\u4e09\u89d2\u6bd4\u4f8b, \u91cd\u590d\u70b9\u6bd4\u4f8b, \u8fd1\u91cd\u5408\u9876\u70b9\u6bd4\u4f8b.<br \/>\n$\\\\$ $\\cdot$ \u9510\u8fb9\u4fdd\u771f. MeshGPT\u7684\u4f18\u52bf\u4e4b\u4e00\u662f\u4fdd\u7559\u9510\u8fb9. Meshova\u53ef\u4ee5\u68c0\u6d4b\u786c\u8868\u9762\u6a21\u578b\u7684\u4e8c\u9762\u89d2\u5206\u5e03: \u8be5\u6709\u9510\u8fb9\u7684\u5730\u65b9\u4e0d\u80fd\u5168\u90e8\u88ab\u5e73\u6ed1, \u8be5\u5e73\u6ed1\u7684\u66f2\u9762\u4e0d\u80fd\u6ee1\u662f\u968f\u673a\u6298\u75d5.<br \/>\n$\\\\$ $\\cdot$ \u677e\u6563\u4e09\u89d2\u7247\u4fee\u590d. MeshGPT\u751f\u6210\u540e\u4f1a\u5408\u5e76\u8fd1\u90bb\u91cd\u590d\u9876\u70b9. Meshova\u5df2\u6709\u62d3\u6251\u6e05\u7406\u601d\u8def, \u540e\u7eed\u53ef\u4ee5\u628a\u8fd1\u70b9\u710a\u63a5, \u9000\u5316\u9762\u5220\u9664, \u975e\u6d41\u5f62\u8bca\u65ad\u505a\u6210\u751f\u6210\u540e\u7684\u5fc5\u7ecf\u8d28\u91cf\u95e8.<br \/>\n$\\\\$ \u8fd9\u90e8\u5206\u76ee\u524d\u8fd8\u6ca1\u6709\u4f5c\u4e3aMeshGPT\u542f\u53d1\u5f0f\u6a21\u5757\u5b9e\u73b0. \u73b0\u6709\u9879\u76ee\u5df2\u6709\u62d3\u6251, Mesh\u6307\u6807, \u6e05\u7406, \u6df1\u5ea6\u51b2\u7a81\u7b49\u57fa\u7840\u5de5\u5177, \u4f46\u8fd8\u6ca1\u6709\u7edf\u4e00\u6210&#8221;\u5c40\u90e8\u51e0\u4f55Token \/ \u9762\u63cf\u8ff0\u7b26 \/ \u7d27\u51d1\u6027\u8bc4\u5ba1\u5668&#8221;.<\/p>\n<p><strong>4. MeshLLM\u53ef\u63d0\u53d6\u90e8\u5206: \u5148\u770b\u5c40\u90e8Primitive-Mesh, \u518d\u770b\u6574\u4f53\u88c5\u914d<\/strong><\/p>\n<p>MeshLLM\u7684\u539f\u59cb\u65b9\u6cd5\u662f\u628aOBJ\u6587\u672c\u5316\u7ed9\u5927\u578b\u8bed\u8a00\u6a21\u578b, \u518d\u901a\u8fc7Primitive-Mesh\u5206\u89e3\u7f13\u89e3Token\u957f\u5ea6\u548c\u7ed3\u6784\u4e22\u5931\u95ee\u9898. \u5b83\u5305\u542b\u6570\u636e\u6269\u589e\u548c\u76d1\u7763\u5fae\u8c03\u4efb\u52a1\u8bbe\u8ba1, \u4f46\u6211\u4eec\u4e0d\u91c7\u7528\u8bad\u7ec3\u6d41\u7a0b, \u53ea\u63d0\u53d6&#8221;\u5c40\u90e8\u90e8\u4ef6\u5206\u89e3 + \u88c5\u914d\u4e00\u81f4\u6027&#8221; \u7684\u7b97\u6cd5\u601d\u60f3.<br \/>\n$\\\\$ MeshLLM\u5c06\u5b8c\u6574Mesh\u5206\u89e3\u4e3a\u591a\u4e2a\u5c40\u90e8\u57fa\u7840\u5757:<br \/>\n$$<br \/>\nM = \\{M_1, M_2, \\ldots, M_N\\},<br \/>\n$$\u5176\u4e2d, $M$\u4e3a\u5b8c\u6574Mesh, $M_i$\u4e3a\u7b2c$i$\u4e2a\u5c40\u90e8Primitive-Mesh, $N$\u4e3a\u5c40\u90e8\u57fa\u7840\u5757\u6570\u91cf. \u8bba\u6587\u91cc\u6709\u4e24\u7c7bPrimitive-Mesh: \u4e00\u7c7b\u662f\u5148\u5bf9\u8868\u9762\u5bc6\u91c7\u6837, \u518d\u7528\u6700\u8fdc\u70b9\u91c7\u6837(FPS) \u53d6\u4e2d\u5fc3\u5e76\u7528\u8fd1\u90bb\u641c\u7d22(KNN) \u805a\u7c7b\u7684\u51e0\u4f55\u57fa\u7840\u5757; \u53e6\u4e00\u7c7b\u662f\u8bed\u4e49\u5206\u5272\u5f97\u5230\u7684\u90e8\u4ef6\u7ea7\u57fa\u7840\u5757. \u5bf9Meshova\u6765\u8bf4, \u6700\u53ef\u7528\u7684\u662f\u7b2c\u4e00\u7c7b, \u56e0\u4e3a\u5b83\u53ef\u4ee5\u786e\u5b9a\u6027\u5b9e\u73b0, \u4e0d\u4f9d\u8d56\u5916\u90e8\u5206\u5272\u7f51\u7edc.<br \/>\n$\\\\$ \u53ef\u843d\u5730\u8def\u7ebf:<br \/>\n$\\\\$ $\\cdot$ \u51e0\u4f55Primitive-Mesh. \u4e25\u683c\u8ddf\u968f\u8bba\u6587\u65f6, \u53ef\u4ee5\u5148\u5bf9\u6a21\u578b\u8868\u9762\u91c7\u6837, \u518d\u7528\u6700\u8fdc\u70b9\u91c7\u6837\u9009\u4e2d\u5fc3\u5e76\u7528KNN\u805a\u7c7b; \u5de5\u7a0b\u4e0a\u4e5f\u53ef\u4ee5\u9000\u4e00\u6b65\u76f4\u63a5\u4f7f\u7528\u9762\u4e2d\u5fc3, \u518d\u7528\u7a7a\u95f4\u534a\u5f84\u6216\u8fd1\u90bb\u5173\u7cfb\u805a\u7c7b\u9762. \u6bcf\u4e2a\u7c07\u4fdd\u7559\u5c40\u90e8\u5305\u56f4\u76d2, \u6cd5\u7ebf\u5206\u5e03, \u9762\u79ef, \u8fb9\u754c, \u90bb\u63a5\u5173\u7cfb.<br \/>\n$\\\\$ $\\cdot$ \u8bed\u4e49Primitive-Mesh. \u5148\u4e0d\u8fd0\u884c\u8bba\u6587\u4e2d\u76843D\u90e8\u4ef6\u5206\u5272\u6a21\u578b\u6216GPT-4o\u6807\u6ce8. \u7528\u5df2\u6709\u8bbe\u8ba1\u72b6\u6001\u6eaf\u6e90, \u90e8\u4ef6\u540d, \u7279\u5f81\u6807\u7b7e, \u6750\u8d28, \u5305\u56f4\u76d2\u4f4d\u7f6e, \u8fde\u63a5\u5173\u7cfb\u63a8\u65ad\u5c40\u90e8\u8bed\u4e49. \u4f8b\u5982\u8f66\u8f6e, \u817f, \u69fd, \u808b, \u9762\u677f\u8fd9\u7c7b\u7279\u5f81\u53ef\u4ee5\u76f4\u63a5\u7ed9\u7c07\u63d0\u4f9b\u8bed\u4e49\u6807\u7b7e.<br \/>\n$\\\\$ $\\cdot$ \u9876\u70b9\u5230\u9762\u9884\u6d4b\u53d8\u6210\u62d3\u6251\u6821\u9a8c. \u8bba\u6587\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6839\u636e\u9876\u70b9\u5750\u6807\u9884\u6d4b\u9762\u8fde\u63a5\u5173\u7cfb:<br \/>\n$$<br \/>\n\\max_\\theta P(F \\mid V, \\theta),<br \/>\n$$\u5176\u4e2d, $P$\u4e3a\u6761\u4ef6\u6982\u7387, $F$\u4e3a\u9762\u96c6\u5408, $V$\u4e3a\u9876\u70b9\u96c6\u5408, $\\theta$\u4e3a\u6a21\u578b\u53c2\u6570. Meshova\u4e0d\u8bad\u7ec3\u8fd9\u4e2a\u4efb\u52a1, \u4f46\u53ef\u4ee5\u628a\u5b83\u53d8\u6210\u9a8c\u8bc1\u5668: \u7ed9\u5b9a\u9876\u70b9 \/ \u9762, \u68c0\u67e5\u9762\u662f\u5426\u5f62\u6210\u5408\u7406\u5c40\u90e8\u8fde\u63a5, \u662f\u5426\u6709\u5b64\u7acb\u4e09\u89d2, \u91cd\u590d\u9762, \u5f02\u5e38\u8fb9\u754c, \u975e\u6d41\u5f62\u8fb9.<br \/>\n$\\\\$ $\\cdot$ Mesh\u88c5\u914d\u53d8\u6210\u88c5\u914d\u4e00\u81f4\u6027\u6821\u9a8c. \u8bba\u6587\u8bad\u7ec3\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4ece\u57fa\u7840\u5757\u8fd8\u539f\u5b8c\u6574Mesh:<br \/>\n$$<br \/>\n\\max_\\theta P(M \\mid \\{M_i\\}_{i=1}^{k}, \\theta),<br \/>\n$$\u5176\u4e2d, $P$\u4e3a\u6761\u4ef6\u6982\u7387, $M$\u4e3a\u5b8c\u6574Mesh, $M_i$\u4e3a\u7b2c$i$\u4e2a\u5c40\u90e8Primitive-Mesh, $k$\u4e3a\u57fa\u7840\u5757\u6570\u91cf, $\\theta$\u4e3a\u6a21\u578b\u53c2\u6570. Meshova\u53ef\u8f6c\u6210\u786e\u5b9a\u6027\u68c0\u67e5: \u5c40\u90e8\u57fa\u7840\u5757\u4e4b\u95f4\u662f\u5426\u8d34\u5408, \u662f\u5426\u7a7f\u63d2, \u662f\u5426\u6f02\u6d6e, \u662f\u5426\u6ee1\u8db3\u5bf9\u79f0, \u652f\u6491, \u95f4\u8ddd\u548c\u95f4\u9699\u7ea6\u675f.<br \/>\n$\\\\$ \u8fd9\u90e8\u5206\u5bf9\u63d0\u5347\u6a21\u578b\u8d28\u91cf\u5f88\u91cd\u8981, \u56e0\u4e3a\u5f88\u591a\u751f\u6210\u9519\u8bef\u4e0d\u662f\u5355\u4e2a\u4e09\u89d2\u574f\u4e86, \u800c\u662f\u5c40\u90e8\u90e8\u4ef6\u5173\u7cfb\u574f\u4e86: \u6905\u817f\u6f02\u6d6e, \u8f6e\u5b50\u7a7f\u8fdb\u8f66\u8eab, \u7a97\u6237\u9635\u5217\u4e0d\u9f50, \u6276\u624b\u5de6\u53f3\u4e0d\u5bf9\u79f0. Primitive-Mesh\u5206\u89e3\u80fd\u628a\u6574\u4f53\u6a21\u578b\u62c6\u6210\u53ef\u68c0\u67e5\u5c0f\u5757, \u8ba9\u8bc4\u5ba1\u5668\u7ed9\u51fa\u66f4\u5c40\u90e8\u7684\u4fee\u6b63\u5efa\u8bae.<\/p>\n<p><strong>5. \u4e09\u7bc7\u8bba\u6587\u5408\u8d77\u6765, \u53ef\u4ee5\u5f62\u6210Meshova\u7684\u4e09\u5c42\u8d28\u91cf\u95e8<\/strong><\/p>\n<p>\u5982\u679c\u53ea\u9009\u4e00\u4e2a\u65b9\u5411, Arko-T\u7684\u8bbe\u8ba1\u72b6\u6001\u6700\u9002\u5408\u5148\u843d\u5730, \u56e0\u4e3a\u5b83\u76f4\u63a5\u63d0\u5347\u53ef\u7f16\u8f91\u6027\u548c\u53cd\u9988\u5b9a\u4f4d. MeshGPT\u548cMeshLLM\u66f4\u9002\u5408\u505a\u7b2c\u4e8c\u5c42, \u7b2c\u4e09\u5c42\u9a8c\u8bc1.<br \/>\n$\\\\$ \u63a8\u8350\u8d28\u91cf\u95e8\u5982\u4e0b:<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e00\u5c42: \u8bbe\u8ba1\u72b6\u6001\u95e8. \u68c0\u67e5\u7279\u5f81, \u53c2\u6570, \u7ea6\u675f, \u5386\u53f2, \u9644\u7740\u5173\u7cfb\u662f\u5426\u5b58\u5728\u4e14\u5f15\u7528\u6709\u6548. \u53c2\u6570\u8865\u4e01\u540e\u5fc5\u987b\u8fd8\u80fd\u6267\u884c. \u5fc5\u9700\u7279\u5f81\u4e0d\u80fd\u53ea\u5199\u5143\u6570\u636e, \u5fc5\u987b\u80fd\u5bf9\u5e94\u5230\u8282\u70b9, \u90e8\u4ef6, \u5b9e\u4f8b\u6216\u9762\u5f15\u7528.<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e8c\u5c42: \u5c40\u90e8\u51e0\u4f55\u95e8. \u68c0\u67e5\u6bcf\u4e2a\u90e8\u4ef6\u6216\u7279\u5f81\u7c07\u7684\u4e09\u89d2\u8d28\u91cf, \u8fb9\u754c\u73af, \u975e\u6d41\u5f62\u8fb9, \u786c\u8fb9\u5206\u5e03, \u7d27\u51d1\u6027, \u91cd\u590d\u70b9, \u8584\u7247\u548c\u6df1\u5ea6\u51b2\u7a81.<br \/>\n$\\\\$ $\\cdot$ \u7b2c\u4e09\u5c42: \u88c5\u914d\u8bed\u4e49\u95e8. \u628a\u6a21\u578b\u62c6\u6210Primitive-Mesh\u6216\u8bbe\u8ba1\u7279\u5f81\u5b9e\u4f8b, \u68c0\u67e5\u6570\u91cf, \u7b49\u95f4\u8ddd, \u5bf9\u79f0, \u8d34\u5408, \u4e0d\u91cd\u53e0, \u95f4\u9699, \u652f\u6491.<br \/>\n$\\\\$ \u8fd9\u4e09\u5c42\u5206\u522b\u56de\u7b54\u4e09\u4e2a\u95ee\u9898:<br \/>\n$\\\\$ $\\cdot$ \u8fd9\u4e2a\u6a21\u578b\u662f\u5426\u4fdd\u7559\u4e86\u8bbe\u8ba1\u610f\u56fe?<br \/>\n$\\\\$ $\\cdot$ \u8fd9\u4e2aMesh\u5c40\u90e8\u662f\u5426\u5e72\u51c0?<br \/>\n$\\\\$ $\\cdot$ \u8fd9\u4e9b\u5c40\u90e8\u90e8\u4ef6\u7ec4\u5408\u540e\u662f\u5426\u5408\u7406?<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/quality-gates.png\" alt=\"\" width=\"1440\" height=\"811\" class=\"aligncenter size-full wp-image-5488\" srcset=\"https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/quality-gates.png 1440w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/quality-gates-300x169.png 300w, https:\/\/www.caiqinyi.cn\/wp-content\/uploads\/2026\/08\/quality-gates-768x433.png 768w\" sizes=\"(max-width: 1440px) 100vw, 1440px\" \/><em>\u56fe4: \u5f53\u524d\u9879\u76ee\u5df2\u7ecf\u80fd\u628a\u91cd\u590d\u5143\u7d20\u6570\u91cf \/ \u95f4\u8ddd, \u8fb9\u754c\u73af, \u8d2f\u7a7f\u901a\u9053, \u5bf9\u79f0\u548c\u975e\u91cd\u53e0\u7ea6\u675f\u6574\u7406\u6210\u51e0\u4f55\u8bc1\u636e\u8868. \u8bf4\u660e\u8d28\u91cf\u95e8\u4e0d\u662f\u62bd\u8c61\u53e3\u53f7, \u800c\u662f\u80fd\u4ea7\u751f\u53ef\u56de\u5f52\u7684\u91cf\u5316\u68c0\u67e5\u7ed3\u679c.<\/em><\/p>\n<p>$\\\\$ \u8fd9\u6bd4\u5355\u7eaf\u770bChamfer\u8ddd\u79bb\u6216\u622a\u56fe\u8bc4\u5206\u66f4\u9002\u5408Meshova. \u622a\u56fe\u80fd\u53d1\u73b0\u5916\u89c2\u95ee\u9898, \u4f46\u96be\u4ee5\u544a\u8bc9AI&#8221;\u69fd\u6570\u91cf\u5c11\u4e86\u4e00\u4e2a&#8221; \u6216&#8221;\u8f66\u8f6e\u534a\u5f84\u6539\u52a8\u540e\u8f6e\u5b50\u7a7f\u8fdb\u5e95\u76d8&#8221;. \u8bbe\u8ba1\u72b6\u6001, \u5c40\u90e8\u51e0\u4f55\u8bc1\u636e\u548c\u62d3\u6251\u8bc1\u636e\u80fd\u628a\u9519\u8bef\u5b9a\u4f4d\u5230\u7279\u5f81, \u53c2\u6570, \u8282\u70b9, \u90e8\u4ef6\u6216\u9762\u7ec4.<\/p>\n<p><strong>6. \u5f53\u524d\u5b9e\u73b0\u8fb9\u754c<\/strong><\/p>\n<p>\u5f53\u524d\u9879\u76ee\u5df2\u7ecf\u5b8c\u6210Arko-T\u65b9\u5411\u7684\u57fa\u7840\u5de5\u7a0b\u5316, \u4f46\u8fd8\u4e0d\u662f\u5b8c\u6574\u6587\u672c\u5230\u8bbe\u8ba1\u7cfb\u7edf.<br \/>\n$\\\\$ \u5df2\u5b9e\u73b0:<br \/>\n$\\\\$ $\\cdot$ \u64cd\u4f5c\u8ba1\u5212\u53ef\u643a\u5e26\u8bbe\u8ba1\u72b6\u6001.<br \/>\n$\\\\$ $\\cdot$ \u8bbe\u8ba1\u72b6\u6001\u53ef\u9a8c\u8bc1\u5f15\u7528\u5b8c\u6574\u6027.<br \/>\n$\\\\$ $\\cdot$ \u5916\u9732\u53c2\u6570\u53ef\u901a\u8fc7\u7ed1\u5b9a\u5173\u7cfb\u5c40\u90e8\u8865\u4e01.<br \/>\n$\\\\$ $\\cdot$ \u64cd\u4f5c\u8ba1\u5212\u6267\u884c\u540e\u53ef\u628a\u8bbe\u8ba1\u6eaf\u6e90\u5199\u5230\u8f93\u51fa\u90e8\u4ef6\u5143\u6570\u636e.<br \/>\n$\\\\$ $\\cdot$ \u8bc4\u5ba1\u5668\u53ef\u505a\u7279\u5f81\u7ea7\u53cd\u9988\u548c\u53c2\u6570\u8bd5\u6539.<br \/>\n$\\\\$ $\\cdot$ \u5b54 \/ \u5207\u53e3\u53ef\u901a\u8fc7\u5143\u6570\u636e\u542f\u52a8\u8fb9\u754c\u73af\u548c\u8d2f\u7a7f\u901a\u9053\u68c0\u6d4b.<br \/>\n$\\\\$ $\\cdot$ \u5bf9\u79f0, \u8d34\u5408, \u4e0d\u91cd\u53e0, \u95f4\u9699\u5df2\u6709\u5305\u56f4\u76d2\u8fd1\u4f3c\u7248.<br \/>\n$\\\\$ \u4ecd\u5728\u8bbe\u8ba1\u9636\u6bb5:<br \/>\n$\\\\$ $\\cdot$ \u6bcf\u6b21\u751f\u6210\u90fd\u5f3a\u5236\u4ea7\u51fa\u5e26\u8bbe\u8ba1\u72b6\u6001\u7684\u64cd\u4f5c\u8ba1\u5212.<br \/>\n$\\\\$ $\\cdot$ MeshGPT\u542f\u53d1\u5f0f\u9762\u63cf\u8ff0\u7b26, \u7d27\u51d1\u6027\u8bc4\u5ba1\u5668, \u9510\u8fb9\u5206\u5e03\u8bc4\u5ba1\u5668.<br \/>\n$\\\\$ $\\cdot$ MeshLLM\u542f\u53d1\u5f0fPrimitive-Mesh\u5206\u89e3\u548c\u5c40\u90e8\u88c5\u914d\u68c0\u67e5.<br \/>\n$\\\\$ $\\cdot$ \u8bed\u4e49\u7c07\u81ea\u52a8\u547d\u540d\u4e0e\u8bbe\u8ba1\u7279\u5f81\u5b9e\u4f8b\u81ea\u52a8\u8865\u5168.<br \/>\n$\\\\$ $\\cdot$ Reeb\u56fe\u67c4\u73af \/ \u96a7\u9053\u73af\u7b49\u4e25\u683c\u62d3\u6251\u68c0\u6d4b.<br \/>\n$\\\\$ \u5f53\u524dArko-T\u63d0\u4f9b\u4e86\u5df2\u7ecf\u843d\u5730\u7684\u8bbe\u8ba1\u72b6\u6001\u6846\u67b6; MeshGPT\u548cMeshLLM\u63d0\u4f9b\u4e86\u4e0b\u4e00\u6b65\u51e0\u4f55\u8d28\u91cf\u95e8\u548c\u5c40\u90e8\u7ed3\u6784\u5206\u6790\u7684\u8bbe\u8ba1\u84dd\u56fe.<\/p>\n<p><strong>7. \u4e0b\u4e00\u6b65\u5b9e\u73b0\u8def\u7ebf<\/strong><\/p>\n<p>\u77ed\u671f\u6700\u503c\u5f97\u505a\u7684\u662f\u628a\u73b0\u6709\u8bbe\u8ba1\u72b6\u6001\u8bc4\u5ba1\u5668\u63a5\u5165\u9ed8\u8ba4\u751f\u6210\u53cd\u9988. \u751f\u6210\u5931\u8d25\u65f6, \u4e0d\u53ea\u8fd4\u56deTypeScript\u9519\u8bef\u6216\u6574\u4f53\u51e0\u4f55\u8bc4\u5206, \u800c\u662f\u8fd4\u56de\u7279\u5f81\u7ea7\u95ee\u9898, \u5982:<br \/>\n$\\\\$ $\\cdot$ \u5b89\u88c5\u5b54: \u671f\u671b4\u4e2a\u5b9e\u4f8b, \u5b9e\u96453\u4e2a.<br \/>\n$\\\\$ $\\cdot$ \u69fd\u6570\u91cf\u53c2\u6570\u8865\u4e01\u540e\u6267\u884c\u5931\u8d25.<br \/>\n$\\\\$ $\\cdot$ \u8d2f\u7a7f\u5f00\u53e3\u58f0\u660e\u9700\u89811\u4e2a\u8d2f\u7a7f\u901a\u9053, \u4f46\u626b\u63cf\u7ed3\u679c\u4e3a0.<br \/>\n$\\\\$ $\\cdot$ \u5de6\u8f6e\u548c\u53f3\u8f6e\u5bf9\u79f0\u8bc4\u5206\u4f4e\u4e8e\u9608\u503c.<br \/>\n$\\\\$ \u4e2d\u671f\u505aMeshGPT\u542f\u53d1\u5f0f\u5c40\u90e8\u51e0\u4f55\u95e8. \u5b83\u4e0d\u9700\u8981\u8bad\u7ec3, \u53ea\u9700\u8981\u786e\u5b9a\u6027\u9762\u63cf\u8ff0\u7b26:<br \/>\n$\\\\$ $\\cdot$ \u9762\u9762\u79ef\u5206\u5e03.<br \/>\n$\\\\$ $\\cdot$ \u8fb9\u957f\u6bd4\u4f8b.<br \/>\n$\\\\$ $\\cdot$ \u4e8c\u9762\u89d2\u76f4\u65b9\u56fe.<br \/>\n$\\\\$ $\\cdot$ \u8fb9\u754c\u8fb9\u6bd4\u4f8b.<br \/>\n$\\\\$ $\\cdot$ \u91cd\u590d\u9876\u70b9 \/ \u9000\u5316\u9762\u6570\u91cf.<br \/>\n$\\\\$ $\\cdot$ \u5c40\u90e8\u4e09\u89d2\u5bc6\u5ea6\u65b9\u5dee.<br \/>\n$\\\\$ \u957f\u671f\u505aMeshLLM\u542f\u53d1\u5f0fPrimitive-Mesh\u5206\u89e3. \u5148\u7528\u7eaf\u51e0\u4f55\u805a\u7c7b, \u540e\u7528\u8bbe\u8ba1\u72b6\u6001\u5143\u6570\u636e\u6ce8\u5165\u8bed\u4e49. \u8fd9\u6837\u8bc4\u5ba1\u5668\u53ef\u4ee5\u4ece\u90e8\u4ef6\u7ea7\u8fdb\u4e00\u6b65\u8d70\u5230\u7c07\u7ea7, \u628a&#8221;\u6905\u5b50\u6574\u4f53\u4e0d\u597d&#8221; \u6539\u6210&#8221;\u540e\u817f\u7c07\u6f02\u6d6e&#8221; \u6216&#8221;\u6276\u624b\u7c07\u6ca1\u6709\u8fde\u63a5\u5230\u9760\u80cc&#8221;.<\/p>\n<p><strong>8. \u7ed3\u8bba<\/strong><\/p>\n<p>\u8fd9\u4e09\u7bc7\u8bba\u6587\u5bf9Meshova\u6700\u6709\u4ef7\u503c\u7684\u4e0d\u662f\u6a21\u578b\u6743\u91cd, \u800c\u662f\u7ed3\u6784\u5316\u601d\u60f3.<br \/>\n$\\\\$ Arko-T\u544a\u8bc9\u6211\u4eec: \u751f\u6210\u76ee\u6807\u5e94\u8be5\u662f\u53ef\u7f16\u8f91\u8bbe\u8ba1\u72b6\u6001, \u4e0d\u53ea\u662f\u53ef\u8fd0\u884c\u4ee3\u7801\u6216\u53ef\u6e32\u67d3Mesh.<br \/>\n$\\\\$ MeshGPT\u544a\u8bc9\u6211\u4eec: \u9ad8\u8d28\u91cfMesh\u6709\u5c40\u90e8\u51e0\u4f55\u8bed\u8a00, \u7d27\u51d1, \u8fde\u8d2f, \u9510\u8fb9\u6e05\u6670, \u800c\u4e0d\u662f\u4e00\u56e2\u8fc7\u5bc6\u4e09\u89d2.<br \/>\n$\\\\$ MeshLLM\u544a\u8bc9\u6211\u4eec: \u590d\u6742Mesh\u9700\u8981\u5148\u62c6\u6210\u5c40\u90e8Primitive-Mesh, \u518d\u770b\u5c40\u90e8\u4e4b\u95f4\u5982\u4f55\u88c5\u914d.<br \/>\n$\\\\$ \u8f6c\u6210Meshova\u7684\u5de5\u7a0b\u8def\u7ebf, \u5c31\u662f\u8bbe\u8ba1\u72b6\u6001 + \u5c40\u90e8\u9762\u63cf\u8ff0\u7b26 + \u62d3\u6251\u8bc1\u636e + Primitive-Mesh\u88c5\u914d\u8bc4\u5ba1\u5668. \u5168\u90e8\u53ef\u4ee5\u7528\u786e\u5b9a\u6027\u7b97\u6cd5\u9010\u6b65\u5b9e\u73b0, \u4e0d\u9700\u8981\u8bad\u7ec3\u6570\u636e, \u4e5f\u4e0d\u9700\u8981\u8fd0\u884c\u8bba\u6587\u4f5c\u8005\u53d1\u5e03\u7684\u795e\u7ecf\u7f51\u7edc.<br \/>\n$\\\\$ \u5f53\u524d\u9879\u76ee\u5df2\u7ecf\u8fc8\u51fa\u7b2c\u4e00\u6b65: Arko-T\u98ce\u683c\u7684\u8bbe\u8ba1\u72b6\u6001\u548c\u7279\u5f81\u7ea7\u9a8c\u8bc1\u5df2\u843d\u5730. \u4e0b\u4e00\u6b65\u8981\u8ba9MeshGPT \/ MeshLLM\u7684\u601d\u60f3\u8fdb\u5165\u8bc4\u5ba1\u5668, \u628aMesh\u8d28\u91cf\u548c\u5c40\u90e8\u88c5\u914d\u4e5f\u53d8\u6210\u53ef\u5b9a\u4f4d, \u53ef\u89e3\u91ca, \u53ef\u56de\u5f52\u6d4b\u8bd5\u7684\u53cd\u9988\u4fe1\u53f7. \u6700\u7ec8, AI\u751f\u6210\u6a21\u578b\u624d\u4f1a\u4ece&#8221;\u770b\u8d77\u6765\u50cf&#8221; \u8d70\u5411&#8221;\u7ed3\u6784\u6b63\u786e, \u80fd\u6539, \u80fd\u957f\u671f\u7ef4\u62a4&#8221;.<\/p>\n<p><strong>\u53c2\u8003\u6750\u6599<\/strong><br \/>\n1. \u51af\u59d4. [\u6211\u5f00\u53d1\u4e86\u4e00\u4e2aAI\u7a0b\u5e8f\u5316\u5efa\u6a21\u7684Skill](https:\/\/zhuanlan.zhihu.com\/p\/2059832417960072992). \u77e5\u4e4e, 2026.<br \/>\n2. Liang Wang, Zhaoyang Xi, Zekai Xiang, et al. [Arko-T: A Foundation Model for Text-to-Structured 3D Generation](https:\/\/arxiv.org\/abs\/2606.30429). arXiv, 2026.<br \/>\n3. Yawar Siddiqui, Antonio Alliegro, Alexey Artemov, et al. [MeshGPT: Generating Triangle Meshes with Decoder-Only Transformers](https:\/\/arxiv.org\/abs\/2311.15475). CVPR, 2024.<br \/>\n4. Shuangkang Fang, I-Chao Shen, Yufeng Wang, et al. [MeshLLM: Empowering Large Language Models to Progressively Understand and Generate 3D Mesh](https:\/\/openaccess.thecvf.com\/content\/ICCV2025\/html\/Fang_MeshLLM_Empowering_Large_Language_Models_to_Progressively_Understand_and_Generate_ICCV_2025_paper.html). ICCV, 2025.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd1\u6765\u89e3\u51b3\u4e86\u4e00\u4ef6\u5fc3\u5934\u5927\u4e8b: \u676d\u5dde\u5e02E\u7c7b\u4eba\u624d\u8ba4\u5b9a\u53ca\u5176\u79df\u623f\u8865\u8d34\u603b\u7b97\u843d\u5b9a, \u53ef\u4ee5\u5b89\u5fc3\u6295\u5165\u5b66\u672f\u7814\u7a76\u4e0e\u5de5\u4f5c\u4e00\u9635\u5b50\u4e86. \u968f\u7740 &hellip; <a href=\"https:\/\/www.caiqinyi.cn\/index.php\/2026\/08\/18\/extract_feasible_meshova_quality_improvement_algorithms_arko-t_meshgpt_meshllm\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">\u4eceArko-T, MeshGPT, MeshLLM\u63d0\u53d6\u53ef\u843d\u5730\u7684Meshova\u8d28\u91cf\u63d0\u5347\u7b97\u6cd5<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34,15,24,5],"tags":[],"_links":{"self":[{"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/posts\/5455"}],"collection":[{"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/comments?post=5455"}],"version-history":[{"count":32,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/posts\/5455\/revisions"}],"predecessor-version":[{"id":5484,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/posts\/5455\/revisions\/5484"}],"wp:attachment":[{"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/media?parent=5455"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/categories?post=5455"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.caiqinyi.cn\/index.php\/wp-json\/wp\/v2\/tags?post=5455"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}