{"id":14908,"date":"2026-08-05T09:39:54","date_gmt":"2026-08-05T01:39:54","guid":{"rendered":"https:\/\/www.yinghuolu.com\/?p=14908"},"modified":"2026-08-05T09:40:07","modified_gmt":"2026-08-05T01:40:07","slug":"3dgs%e6%8a%80%e6%9c%af%e8%af%a6%e8%a7%a3%ef%bc%88%e4%b8%80%ef%bc%89%ef%bc%9a3dgs%e5%a6%82%e4%bd%95%e8%9e%8d%e5%90%88%e5%8a%a8%e6%80%81%e5%a4%a9%e6%b0%94%e4%b8%8e%e5%85%89%e7%85%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yinghuolu.com\/index.php\/2026\/08\/05\/3dgs%e6%8a%80%e6%9c%af%e8%af%a6%e8%a7%a3%ef%bc%88%e4%b8%80%ef%bc%89%ef%bc%9a3dgs%e5%a6%82%e4%bd%95%e8%9e%8d%e5%90%88%e5%8a%a8%e6%80%81%e5%a4%a9%e6%b0%94%e4%b8%8e%e5%85%89%e7%85%a7%ef%bc%9f\/","title":{"rendered":"3DGS\u6280\u672f\u8be6\u89e3\uff08\u4e00\uff09\uff1a3DGS\u5982\u4f55\u878d\u5408\u52a8\u6001\u5929\u6c14\u4e0e\u5149\u7167\uff1f"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"14908\" class=\"elementor elementor-14908\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41631ca e-flex e-con-boxed e-con e-parent\" data-id=\"41631ca\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2be7d5d elementor-widget elementor-widget-text-editor\" data-id=\"2be7d5d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"wp-block-paragraph\">\u65e0\u8bba\u662f\u66b4\u96ea\u8fc7\u540e\u7684\u8857\u9053\u3001\u591c\u5e55\u4e0b\u8f66\u706f\u7167\u4eae\u7684\u8def\u9762\u3001\u8fd8\u662f\u96e8\u96fe\u4ea4\u7ec7\u7684\u9ad8\u901f\u516c\u8def\u2014\u2014\u8fd9\u4e9b\u5bf9\u4eba\u7c7b\u9a7e\u9a76\u5458\u800c\u8a00\u4e60\u4ee5\u4e3a\u5e38\u7684\u573a\u666f\uff0c\u5374\u6784\u6210\u4e86\u81ea\u52a8\u9a7e\u9a76\u7cfb\u7edf\u9762\u4e34\u7684\u73af\u5883\u611f\u77e5\u6781\u9650\u6311\u6218\u3002\u8fd9\u662f\u7531\u4e8e\u4f20\u7edf3D\u573a\u666f\u91cd\u5efa\u6280\u672f\u5728\u9762\u5bf9\u590d\u6742\u73af\u5883\u65f6\u5e38\u5e38\u529b\u4e0d\u4ece\u5fc3\uff1a\u8981\u4e48\u628a\u96ea\u82b1\u5f53\u6210\u573a\u666f\u7684\u4e00\u90e8\u5206\u8f93\u5165\u8fdb\u6a21\u578b\uff0c\u8981\u4e48\u5728\u5149\u7167\u53d8\u5316\u65f6\u76f4\u63a5\u5931\u6548\u3002<\/p><p class=\"wp-block-paragraph\">\u8fd1\u5e74\u6765\uff0c3D\u9ad8\u65af\u6cfc\u6e85\uff083D Gaussian Splatting, 3DGS\uff09\u6280\u672f\u7684\u5d1b\u8d77\uff0c\u4e3a\u8fd9\u4e00\u56f0\u5883\u5e26\u6765\u4e86\u9769\u547d\u6027\u8f6c\u673a\u3002\u8be5\u6280\u672f\u4e0d\u4ec5\u5b9e\u73b0\u4e86\u8fd1\u4e4e\u5b9e\u65f6\u7684\u903c\u771f\u573a\u666f\u6e32\u67d3\uff0c\u66f4\u5728\u52a8\u6001\u5929\u6c14\u5efa\u6a21\u3001\u5149\u7167\u53d8\u5316\u5904\u7406\u7b49\u5173\u952e\u9886\u57df\u53d6\u5f97\u7a81\u7834\u6027\u8fdb\u5c55\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u7cfb\u7edf\u7684\u80fd\u529b\u8fb9\u754c\u3002<\/p><p class=\"wp-block-paragraph\">\u672c\u6587\u5c06\u7cfb\u7edf\u68b3\u74063DGS\u4ece\u9759\u6001\u91cd\u5efa\u5230\u52a8\u6001\u73af\u5883\u5efa\u6a21\u7684\u6280\u672f\u6f14\u8fdb\uff0c\u5e76\u63a2\u8ba8\u5176\u5728\u81ea\u52a8\u9a7e\u9a76\u4eff\u771f\u4e2d\u7684\u5b9e\u8df5\u5e94\u7528\u3002<\/p><h2 class=\"wp-block-heading\">\u4e00\u3001\u9759\u6001\u91cd\u5efa\u5230\u52a8\u6001\u73af\u5883\u7684\u6280\u672f\u6f14\u8fdb<\/h2><h3 class=\"wp-block-heading\">1\uff093DGS\u7684\u6838\u5fc3\u673a\u5236\u4e0e\u5c40\u9650<\/h3><p class=\"wp-block-paragraph\">3DGS\u7528\u6570\u767e\u4e07\u4e2a3D\u9ad8\u65af\u692d\u7403\u4f53\u6765\u8868\u793a\u573a\u666f\uff0c\u6bcf\u4e2a\u9ad8\u65af\u4f53\u643a\u5e26\u4f4d\u7f6e\u3001\u534f\u65b9\u5dee\u3001\u4e0d\u900f\u660e\u5ea6\u548c\u989c\u8272\u4fe1\u606f\u3002\u6e32\u67d3\u65f6\u6309\u6df1\u5ea6\u6392\u5e8f\u6295\u5f71\u52302D\u5e73\u9762\uff0c\u901a\u8fc7alpha\u6df7\u5408\u751f\u6210\u6700\u7ec8\u56fe\u50cf\u3002\u76f8\u6bd4NeRF\u9700\u8981\u5bf9\u6bcf\u4e2a\u50cf\u7d20\u8fdb\u884c\u8017\u65f6\u7684\u4f53\u79ef\u6e32\u67d3\uff0c3DGS\u5149\u6805\u5316\u8fc7\u7a0b\u80fd\u5145\u5206\u5229\u7528GPU\u8ba1\u7b97\uff0c\u5b9e\u73b0\u5b9e\u65f6\u6e32\u67d3\u3002<\/p><p class=\"wp-block-paragraph\">\u4f46\u539f\u59cb3DGS\u6709\u4e2a\u81f4\u547d\u7f3a\u9677\uff1a\u5b83\u5047\u8bbe\u573a\u666f\u9759\u6001\u3001\u5149\u7167\u6052\u5b9a\u3002\u8fd9\u5728\u535a\u7269\u9986\u6587\u7269\u626b\u63cf\u4e2d\u6ca1\u95ee\u9898\uff0c\u4f46\u653e\u5230\u771f\u5b9e\u4e16\u754c\u5c31\u884c\u4e0d\u901a\u4e86\u3002\u96ea\u5929\u62cd\u6444\u7684\u8857\u666f\u4f1a\u628a\u7a7a\u4e2d\u98d8\u843d\u7684\u96ea\u82b1\u3001\u955c\u5934\u4e0a\u7684\u6c34\u6ef4\u90fd\u5f53\u4f5c\u573a\u666f\u56fa\u6709\u7279\u5f81\u5b66\u4e60\u8fdb\u53bb\uff0c\u5bfc\u81f4\u91cd\u5efa\u51fa\u7684\u573a\u666f\u6c38\u8fdc\u201d\u4e0b\u7740\u96ea\u201d\u3002<\/p><h3 class=\"wp-block-heading\">2\uff09\u5929\u6c14\u73af\u5883\u91cd\u5efa<\/h3><p class=\"wp-block-paragraph\">\u771f\u5b9e\u4e16\u754c\u7684\u5929\u6c14\u73af\u5883\u91cd\u5efa\u9700\u8981\u653b\u514b\u4e09\u4e2a\u6838\u5fc3\u96be\u9898\uff1a\u5929\u6c14\u4f2a\u5f71\u7684\u5206\u79bb\u53bb\u9664\u3001\u52a8\u6001\u5929\u6c14\u6548\u679c\u7684\u903c\u771f\u751f\u6210\uff0c\u4ee5\u53ca\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u3002\u9488\u5bf9\u8fd9\u4e9b\u6311\u6218\uff0c\u7814\u7a76\u8005\u4eec\u63d0\u51fa\u4e86\u591a\u9879\u521b\u65b0\u89e3\u51b3\u65b9\u6848\uff0c\u672c\u6587\u5c06\u805a\u7126\u4e09\u7bc7\u4ee3\u8868\u6027\u8bba\u6587\u8fdb\u884c\u5206\u4eab\u4ea4\u6d41\uff1a<\/p><ul class=\"wp-block-list\"><li>\u5929\u6c14\u4f2a\u5f71\u7684\u5206\u79bb\u4e0e\u53bb\u9664\u2014\u2014WeatherGS\uff1ahttps:\/\/arxiv.org\/pdf\/2412.18862<\/li><li>\u52a8\u6001\u5929\u6c14\u6548\u679c\u7684\u751f\u6210\u2014\u2014Let it snow\uff1ahttps:\/\/arxiv.org\/pdf\/2504.05296<\/li><li>\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u2014\u2014DarkGS\uff1ahttps:\/\/arxiv.org\/pdf\/2403.10814<\/li><\/ul><h4 class=\"wp-block-heading\">1. \u5929\u6c14\u4f2a\u5f71\u7684\u5206\u79bb\u4e0e\u53bb\u9664<\/h4><p class=\"wp-block-paragraph\">WeatherGS\u5c06\u5929\u6c14\u5e72\u6270\u5206\u4e3a\u4e24\u7c7b\uff1a\u7a7a\u6c14\u4e2d\u7684\u5bc6\u96c6\u7c92\u5b50\uff08\u96ea\u82b1\u3001\u96e8\u6ef4\uff09\u548c\u955c\u5934\u8868\u9762\u7684\u7a00\u758f\u906e\u6321\uff08\u6c34\u73e0\u3001\u96fe\u6c14\uff09\u3002\u524d\u8005\u5206\u5e03\u5e7f\u6cdb\u4f46\u5355\u70b9\u5f71\u54cd\u5c0f\uff0c\u540e\u8005\u5c40\u90e8\u906e\u6321\u4e25\u91cd\u4f46\u6570\u91cf\u6709\u9650\u3002<\/p><p class=\"wp-block-paragraph\">\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u201c\u5bc6\u96c6\u5230\u7a00\u758f\u201d\u7684\u4e24\u9636\u6bb5\u9884\u5904\u7406\u6d41\u7a0b\uff1a\u9996\u5148\u7528\u5927\u6c14\u6548\u5e94\u6ee4\u6ce2\u5668\u6e05\u9664\u7a7a\u6c14\u4e2d\u7684\u6c14\u8c61\u5e72\u6270\uff0c\u7c7b\u4f3c\u56fe\u50cf\u53bb\u566a\u4f46\u9700\u4fdd\u7559\u573a\u666f\u771f\u5b9e\u7eb9\u7406\uff1b\u968f\u540e\u7528\u955c\u5934\u6548\u5e94\u68c0\u6d4b\u5668\u63d0\u53d6\u7a00\u758f\u906e\u6321\u63a9\u819c\uff0c\u6807\u8bb0\u88ab\u955c\u5934\u6c61\u67d3\u906e\u6321\u7684\u50cf\u7d20\u3002\u5904\u7406\u540e\u7684\u56fe\u50cf\u548c\u63a9\u819c\u4e00\u8d77\u9001\u51653DGS\u8bad\u7ec3\uff0c\u88ab\u906e\u6321\u533a\u57df\u4e0d\u53c2\u4e0e\u635f\u5931\u8ba1\u7b97\uff0c\u4ece\u800c\u6062\u590d\u51fa\u5e72\u51c0\u7684\u5e95\u5c42\u573a\u666f\u3002<\/p><p class=\"wp-block-paragraph\">\u8fd9\u5957\u65b9\u6848\u7684\u96be\u70b9\u5728\u4e8e\u5e73\u8861\uff1a\u53bb\u9664\u592a\u6fc0\u8fdb\u4f1a\u635f\u5931\u573a\u666f\u7ec6\u8282\uff0c\u592a\u4fdd\u5b88\u5219\u5929\u6c14\u4f2a\u5f71\u6b8b\u7559\u3002\u66f4\u68d8\u624b\u7684\u662f\uff0c\u4e0d\u540c\u5929\u6c14\u6761\u4ef6(\u66b4\u96ea\u3001\u5c0f\u96e8\u3001\u96fe\u973e)\u7684\u7279\u5f81\u5dee\u5f02\u5f88\u5927\uff0c\u6a21\u578b\u9700\u8981\u5177\u5907\u8de8\u573a\u666f\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2d7b1a7 elementor-widget elementor-widget-image\" data-id=\"2d7b1a7\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"760\" height=\"247\" src=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u4e0d\u540c\u65b9\u6cd5\u5728\u96e8\u96ea\u5929\u6c14\u4e0b\u7684\u4f2a\u5f71\u53bb\u9664\u6548\u679c.webp\" class=\"attachment-medium_large size-medium_large wp-image-14912\" alt=\"\" srcset=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u4e0d\u540c\u65b9\u6cd5\u5728\u96e8\u96ea\u5929\u6c14\u4e0b\u7684\u4f2a\u5f71\u53bb\u9664\u6548\u679c.webp 760w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u4e0d\u540c\u65b9\u6cd5\u5728\u96e8\u96ea\u5929\u6c14\u4e0b\u7684\u4f2a\u5f71\u53bb\u9664\u6548\u679c-300x98.webp 300w\" sizes=\"(max-width: 760px) 100vw, 760px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c8c69d5 elementor-widget elementor-widget-text-editor\" data-id=\"c8c69d5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u56fe1\uff1a\u4e0d\u540c\u65b9\u6cd5\u5728\u96e8\u96ea\u5929\u6c14\u4e0b\u7684\u4f2a\u5f71\u53bb\u9664\u6548\u679c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b24e22 elementor-widget elementor-widget-text-editor\" data-id=\"5b24e22\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4 class=\"wp-block-heading\">2. \u52a8\u6001\u5929\u6c14\u6548\u679c\u7684\u751f\u6210<\/h4><p class=\"wp-block-paragraph\">\u53bb\u9664\u5929\u6c14\u4f2a\u5f71\u53ea\u662f\u7b2c\u4e00\u6b65\uff0c\u66f4\u8fdb\u9636\u7684\u9700\u6c42\u662f\u5728\u5e72\u51c0\u573a\u666f\u4e0a\u4e3b\u52a8\u6dfb\u52a0\u53ef\u63a7\u7684\u5929\u6c14\u6548\u679c\u3002\u5728\u6e05\u9664\u4f2a\u5f71\u7684\u57fa\u7840\u4e0a\uff0c\u201cLet it Snow\u201d\u8fdb\u4e00\u6b65\u5b9e\u73b0\u4e86\u53ef\u63a7\u5929\u6c14\u6548\u679c\u7684\u4e3b\u52a8\u6dfb\u52a0\u3002\u8be5\u65b9\u6cd5\u521b\u65b0\u6027\u5730\u7ed3\u5408\u4e86\u7269\u7406\u4eff\u771f\u4e0eAI\u751f\u6210\u6a21\u578b\uff1a\u7269\u7406\u5f15\u64ce\u786e\u4fdd\u7c92\u5b50\u8fd0\u52a8\u7b26\u5408\u91cd\u529b\u3001\u98ce\u529b\u7b49\u81ea\u7136\u89c4\u5f8b\uff1b\u89c6\u9891\u6269\u6563\u6a21\u578b\u5219\u901a\u8fc7\u5b66\u4e60\u771f\u5b9e\u5929\u6c14\u89c6\u9891\uff0c\u5f15\u5bfc3DGS\u4e2d\u7684\u7c92\u5b50\u5916\u89c2\u903c\u8fd1\u771f\u5b9e\u6548\u679c\u3002<\/p><p class=\"wp-block-paragraph\">\u901a\u8fc7\u8054\u5408\u4f18\u5316\u6846\u67b6\uff0c\u7269\u7406\u5148\u9a8c\u4e0e\u89c6\u89c9\u5148\u9a8c\u534f\u540c\u5de5\u4f5c\uff0c\u65e2\u4fdd\u8bc1\u4e86\u96ea\u82b1\u98d8\u843d\u3001\u96e8\u6ef4\u6e85\u5c04\u7684\u7269\u7406\u5408\u7406\u6027\uff0c\u53c8\u5b9e\u73b0\u4e86\u7167\u7247\u7ea7\u7684\u6e32\u67d3\u8d28\u611f\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4156c4a elementor-widget elementor-widget-image\" data-id=\"4156c4a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"476\" src=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5929\u6c14\u7c92\u5b50\u6548\u679c-768x476.webp\" class=\"attachment-medium_large size-medium_large wp-image-14913\" alt=\"\" srcset=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5929\u6c14\u7c92\u5b50\u6548\u679c-768x476.webp 768w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5929\u6c14\u7c92\u5b50\u6548\u679c-300x186.webp 300w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5929\u6c14\u7c92\u5b50\u6548\u679c.webp 831w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3d88c11 elementor-widget elementor-widget-text-editor\" data-id=\"3d88c11\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u56fe2\uff1a\u5929\u6c14\u7c92\u5b50\u6548\u679c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-766a76f elementor-widget elementor-widget-text-editor\" data-id=\"766a76f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h4 class=\"wp-block-heading\">3. \u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa<\/h4><p class=\"wp-block-paragraph\">\u81ea\u52a8\u9a7e\u9a76\u8f66\u8f86\u7ecf\u5e38\u5728\u591c\u95f4\u6216\u96a7\u9053\u7b49\u6697\u5149\u73af\u5883\u4e2d\u5de5\u4f5c\uff0c\u6b64\u65f6\u8f66\u8f7d\u5149\u6e90\u6210\u4e3a\u4e3b\u8981\u7167\u660e\u3002\u4f46\u8fd9\u5e26\u6765\u540c\u4e00\u8def\u9762\uff0c\u8f66\u8f86\u9760\u8fd1\u65f6\u88ab\u5f3a\u5149\u7167\u4eae\uff0c\u8fdc\u79bb\u65f6\u53c8\u9677\u5165\u9ed1\u6697\uff0c\u89c6\u89c9\u5916\u89c2\u5b8c\u5168\u4e0d\u540c\u7684\u68d8\u624b\u95ee\u9898\u3002\u4f20\u7edf3DGS\u4f1a\u628a\u4e0d\u540c\u5149\u7167\u4e0b\u7684\u89c2\u6d4b\u5f53\u4f5c\u4e0d\u540c\u7684\u8868\u9762\u6750\u8d28\u6765\u5b66\u4e60\uff0c\u5bfc\u81f4\u91cd\u5efa\u5931\u8d25\u3002<\/p><p class=\"wp-block-paragraph\">DarkGS\u9488\u5bf9\u81ea\u52a8\u9a7e\u9a76\u5e38\u89c1\u7684\u591c\u95f4\u6216\u96a7\u9053\u573a\u666f\uff0c\u63d0\u51fa\u4e86NeLiS\u5149\u6e90\u6a21\u578b\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u6570\u636e\u9a71\u52a8\u5b66\u4e60\u771f\u5b9e\u5149\u6e90\u884c\u4e3a\uff0c\u5305\u542b\u56db\u4e2a\u7ec4\u4ef6\uff1a\u76f8\u5bf9\u7167\u5ea6\u5206\u5e03\u7528\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u5149\u6e90\u7684\u89d2\u5ea6\u76f8\u5173\u7279\u6027\uff1b\u5149\u8870\u51cf\u51fd\u6570\u91c7\u7528Lorentzian\u51fd\u6570\u5f15\u5165\u53ef\u5b66\u4e60\u53c2\u6570\uff1b\u73af\u5883\u5149\u5efa\u6a21\u8003\u8651\u975e\u5b8c\u5168\u9ed1\u6697\u73af\u5883\u7684\u57fa\u7840\u7167\u660e\uff1bBRDF\u6a21\u578b\u91c7\u7528Lambertian\u53cd\u5c04\u63cf\u8ff0\u8868\u9762\u6750\u8d28\u3002<\/p><p class=\"wp-block-paragraph\">\u8bad\u7ec3\u65f6\u540c\u65f6\u4f18\u5316\u573a\u666f\u51e0\u4f55\u3001\u8868\u9762\u53cd\u7167\u7387\u548c\u5149\u6e90\u53c2\u6570\u3002\u540c\u65f6\u4e3a\u907f\u514d\u9ad8\u5ea6\u8026\u5408\u7684\u53c2\u6570\u9677\u5165\u5c40\u90e8\u6700\u4f18\uff0c\u8bad\u7ec3\u91c7\u7528\u5206\u9636\u6bb5\u9884\u70ed\u7b56\u7565\uff1a\u5148\u56fa\u5b9a\u5149\u6e90\u59ff\u6001\u5b66\u4e60\u573a\u666f\u7ed3\u6784\uff0c\u518d\u9010\u6b65\u653e\u5f00\u5149\u6e90\u53c2\u6570\u8fdb\u884c\u8054\u5408\u4f18\u5316\u3002\u4e00\u65e6\u5b8c\u6210\u6807\u5b9a\uff0c\u5373\u53ef\u5728\u91cd\u5efa\u573a\u666f\u4e2d\u81ea\u7531\u8c03\u6574\u5149\u6e90\u4f4d\u7f6e\u4e0e\u5f3a\u5ea6\uff0c\u6a21\u62df\u4ece\u6b63\u5348\u9633\u5149\u5230\u591c\u95f4\u8f66\u706f\u7684\u5168\u65f6\u6bb5\u5149\u7167\u53d8\u5316\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-414cf80 elementor-widget elementor-widget-image\" data-id=\"414cf80\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"768\" height=\"400\" src=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u6548\u679c-768x400.webp\" class=\"attachment-medium_large size-medium_large wp-image-14914\" alt=\"\" srcset=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u6548\u679c-768x400.webp 768w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u6548\u679c-300x156.webp 300w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u6548\u679c.webp 829w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-dbcf640 elementor-widget elementor-widget-text-editor\" data-id=\"dbcf640\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u56fe3\uff1a\u79fb\u52a8\u5149\u6e90\u4e0b\u7684\u573a\u666f\u91cd\u5efa\u6548\u679c<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9a2c7eb elementor-widget elementor-widget-text-editor\" data-id=\"9a2c7eb\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2 class=\"wp-block-heading\">\u4e8c\u3001aiSim\u76843DGS\u5b9e\u8df5<\/h2><h3 class=\"wp-block-heading\">1\uff09\u73b0\u5b9e\u56f0\u5883<\/h3><p class=\"wp-block-paragraph\">\u9996\u5148\u957f\u5c3e\u573a\u666f\u7684\u91c7\u96c6\u4e00\u76f4\u4ee5\u6765\u90fd\u662f\u81ea\u52a8\u9a7e\u9a76\u53d1\u5c55\u4e2d\u96be\u9898\u4e4b\u4e00\u3002\u7cfb\u7edf\u7684\u5b89\u5168\u6027\u9ad8\u5ea6\u4f9d\u8d56\u5176\u5bf9\u6781\u7aef\u60c5\u51b5\u7684\u5e94\u5bf9\u80fd\u529b\uff0c\u4f46\u8fd9\u4e9bCorner Case\u5728\u5b9e\u9645\u9053\u8def\u4e0a\u51fa\u73b0\u6982\u7387\u6781\u4f4e\u3002\u4f8b\u5982\uff0c\u4e00\u8f86\u6d4b\u8bd5\u8f66\u53ef\u80fd\u884c\u9a76\u6570\u5343\u516c\u91cc\u624d\u80fd\u9047\u5230\u4e00\u6b21\u66b4\u96ea\u5929\u6c14\uff0c\u6570\u4e07\u516c\u91cc\u624d\u4f1a\u78b0\u5230\u591c\u95f4\u65bd\u5de5\u533a\u57df\u7684\u590d\u6742\u5149\u5f71\u573a\u666f\u3002\u82e5\u5b8c\u5168\u4f9d\u8d56\u5b9e\u8f66\u91c7\u96c6\u6765\u8986\u76d6\u8fd9\u4e9b\u7f55\u89c1\u72b6\u51b5\uff0c\u6240\u9700\u7684\u65f6\u95f4\u4e0e\u7ecf\u6d4e\u6210\u672c\u5c06\u96be\u4ee5\u627f\u53d7\u3002<\/p><p class=\"wp-block-paragraph\">\u6b64\u5916\uff0c\u4f20\u7edf\u4eff\u771f\u6280\u672f\u867d\u80fd\u5feb\u901f\u751f\u6210\u6570\u636e\uff0c\u5374\u5728\u771f\u5b9e\u611f\u4e0a\u5b58\u5728\u660e\u663e\u4e0d\u8db3\u3002\u6bd4\u5982\u57fa\u4e8e\u6e38\u620f\u5f15\u64ce\u7684\u4eff\u771f\u5e73\u53f0\uff08\u5982CARLA\u3001LGSVL\uff09\u4f9d\u8d56\u4e8e\u624b\u5de5\u5efa\u6a21\u7684\u573a\u666f\u548c\u9884\u8bbe\u7684\u5929\u6c14\u7cfb\u7edf\uff0c\u5176\u89c6\u89c9\u8868\u73b0\u4e0e\u771f\u5b9e\u4e16\u754c\u4ecd\u5b58\u5728\u53ef\u5bdf\u89c9\u7684\u5dee\u8ddd\u3002\u4f8b\u5982\uff0c\u96e8\u6ef4\u7684\u8fd0\u52a8\u8f68\u8ff9\u5f80\u5f80\u8fc7\u4e8e\u89c4\u5219\uff0c\u6c34\u9762\u53cd\u5c04\u7f3a\u4e4f\u81ea\u7136\u53d8\u5316\uff0c\u96e8\u96fe\u7684\u5c42\u6b21\u611f\u4e0e\u906e\u6321\u6548\u679c\u4e5f\u4e0d\u591f\u771f\u5b9e\u3002\u5728\u5149\u7167\u6a21\u62df\u65b9\u9762\uff0c\u6e38\u620f\u5f15\u64ce\u5e38\u7528\u7684\u7b80\u5316\u6a21\u578b\uff08\u5982Phong\u3001Blinn-Phong\uff09\u96be\u4ee5\u51c6\u786e\u590d\u73b0\u8f66\u706f\u5728\u6e7f\u6ed1\u8def\u9762\u4e0a\u7684\u590d\u6742\u53cd\u5c04\u3001\u8def\u706f\u900f\u8fc7\u96e8\u96fe\u7684\u6563\u5c04\u7b49\u5173\u952e\u5149\u5b66\u73b0\u8c61\uff0c\u800c\u8fd9\u4e9b\u6070\u6070\u662f\u591c\u95f4\u9a7e\u9a76\u611f\u77e5\u7cfb\u7edf\u5fc5\u987b\u53ef\u9760\u5e94\u5bf9\u7684\u573a\u666f\u3002<\/p><h3 class=\"wp-block-heading\">2\uff09aiSim\u76843DGS\u573a\u666f\u91cd\u5efa<\/h3><p class=\"wp-block-paragraph\">aiSim\u91c7\u75283DGS\u4f5c\u4e3a\u6838\u5fc3\u573a\u666f\u8868\u793a\u6280\u672f\uff0c\u5b9e\u73b0\u4e86\u201c\u91c7\u96c6\u5373\u5efa\u6a21\u201d\u7684\u9ad8\u6548\u5de5\u4f5c\u6d41\u3002\u6570\u636e\u91c7\u96c6\u8f66\u53ea\u9700\u642d\u8f7d\u591a\u76ee\u76f8\u673a\u548c\u6fc0\u5149\u96f7\u8fbe\uff0c\u5728\u76ee\u6807\u533a\u57df\u6b63\u5e38\u884c\u9a76\u4e00\u904d\uff0c\u5c31\u80fd\u6536\u96c6\u5230\u91cd\u5efa\u6240\u9700\u7684\u591a\u89c6\u89d2\u56fe\u50cf\u548c\u7a00\u758f\u70b9\u4e91\u3002\u56de\u5230\u5b9e\u9a8c\u5ba4\u540e\uff0c3DGS\u91cd\u5efa\u6d41\u7a0b\u51e0\u5c0f\u65f6\u5185\u5373\u53ef\u5b8c\u6210\uff0c\u6bd4\u4f20\u7edf\u5efa\u6a21\u5feb\u4e86\u51e0\u4e2a\u6570\u91cf\u7ea7\u3002<\/p><p class=\"wp-block-paragraph\">\u91cd\u5efa\u51fa\u7684\u573a\u666f\u4fdd\u7559\u4e86\u771f\u5b9e\u4e16\u754c\u7684\u6240\u6709\u7ec6\u8282\uff0c\u5982\u8def\u9762\u7684\u78e8\u635f\u7eb9\u7406\u3001\u5efa\u7b51\u7269\u7684\u98ce\u5316\u75d5\u8ff9\u3001\u690d\u88ab\u7684\u81ea\u7136\u5206\u5e03\u7b49\u3002\u8fd9\u79cd\u201c\u7167\u7247\u7ea7\u201d\u7684\u8fd8\u539f\u5ea6\u8ba9\u4eff\u771f\u6570\u636e\u4e0e\u771f\u5b9e\u6570\u636e\u5728\u89c6\u89c9\u7edf\u8ba1\u7279\u5f81\u4e0a\u9ad8\u5ea6\u4e00\u81f4\uff0c\u5927\u5e45\u7f29\u5c0fsim-to-real 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class=\"elementor-element elementor-element-501371b elementor-widget elementor-widget-image\" data-id=\"501371b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"374\" src=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u4e0d\u540c\u5929\u6c14\u548c\u5149\u7167\u4e0baiSim\u4e2d3DGS\u573a\u666f\u91cd\u5efa\u6548\u679c-1024x499-1-768x374.webp\" class=\"attachment-medium_large size-medium_large wp-image-14915\" alt=\"\" srcset=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u4e0d\u540c\u5929\u6c14\u548c\u5149\u7167\u4e0baiSim\u4e2d3DGS\u573a\u666f\u91cd\u5efa\u6548\u679c-1024x499-1-768x374.webp 768w, 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elementor-element-fa0a7ac elementor-widget elementor-widget-text-editor\" data-id=\"fa0a7ac\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h3 class=\"wp-block-heading\">3\uff093DGS\u7684\u6838\u5fc3\u673a\u5236\u4e0e\u5c40\u9650<\/h3><p class=\"wp-block-paragraph\">aiSim\u7ed3\u5408Word Extractor\u5de5\u5177\u94fe\uff0c\u53ef\u5b9e\u73b03DGS\u573a\u666f\u7684\u5feb\u901f\u63d0\u53d6\u4e0e\u91cd\u5efa\u3002\u5728\u771f\u5b9e\u6570\u636e\u91cd\u5efa\u7684\u57fa\u7840\u4e0a\uff0c\u7cfb\u7edf\u652f\u6301\u591a\u5c42\u6b21\u7a0b\u5e8f\u5316\u6269\u5c55\uff1a<\/p><ul 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class=\"attachment-full size-full wp-image-14916\" alt=\"\" srcset=\"https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5eb7\u8c0bWorld-Extractor\u5de5\u5177\u94fe-1024x458-1.webp 1024w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5eb7\u8c0bWorld-Extractor\u5de5\u5177\u94fe-1024x458-1-300x134.webp 300w, https:\/\/www.yinghuolu.com\/wp-content\/uploads\/2026\/08\/\u5eb7\u8c0bWorld-Extractor\u5de5\u5177\u94fe-1024x458-1-768x344.webp 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a328610 elementor-widget elementor-widget-text-editor\" data-id=\"a328610\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>\u56fe5\uff1aWorld Extractor\u5de5\u5177\u94fe<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c39f696 elementor-widget elementor-widget-text-editor\" data-id=\"c39f696\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p class=\"wp-block-paragraph\">\u603b\u4e4b\uff0c3DGS\u6280\u672f\u5728\u73af\u5883\u56e0\u7d20\u5904\u7406\u4e0a\u7684\u7cfb\u5217\u7a81\u7834\u2014\u2014\u4eceWeatherGS\u7684\u4f2a\u5f71\u5206\u79bb\uff0c\u5230\u201cLet it Snow\u201d\u7684\u52a8\u6001\u5929\u6c14\u751f\u6210\uff0c\u518d\u5230DarkGS\u7684\u79fb\u52a8\u5149\u6e90\u5efa\u6a21\u2014\u2014\u5171\u540c\u63a8\u52a8\u7740\u865a\u62df\u4eff\u771f\u5411\u771f\u5b9e\u4e16\u754c\u590d\u6742\u6027\u7684\u4e0d\u65ad\u903c\u8fd1\u3002<\/p><p 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