{"id":36672,"date":"2026-08-18T14:06:25","date_gmt":"2026-08-18T06:06:25","guid":{"rendered":"https:\/\/aiportek.com\/?p=36672"},"modified":"2026-08-18T14:16:51","modified_gmt":"2026-08-18T06:16:51","slug":"hybrid-rendering-autonomous-driving-simulation-3dgs","status":"publish","type":"post","link":"https:\/\/aiportek.com\/en\/hybrid-rendering-autonomous-driving-simulation-3dgs\/","title":{"rendered":"[Hongke Solution] Autonomous Driving Simulation Hybrid Rendering Solution \u2013 3DGS and NeRF High-Fidelity Reconstruction"},"content":{"rendered":"<div data-elementor-type=\"wp-post\" data-elementor-id=\"36672\" class=\"elementor elementor-36672\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-303a47ec elementor-section-stretched elementor-section-full_width elementor-section-height-min-height elementor-section-content-middle elementor-section-height-default elementor-section-items-middle\" data-id=\"303a47ec\" data-element_type=\"section\" data-settings=\"{&quot;stretch_section&quot;:&quot;section-stretched&quot;,&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-27d5e225\" data-id=\"27d5e225\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4e369ae3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e369ae3\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6555484e\" data-id=\"6555484e\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-397ef20e elementor-widget elementor-widget-heading\" data-id=\"397ef20e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Hongke's latest articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-4b5c0d9b elementor-absolute elementor-widget elementor-widget-heading\" data-id=\"4b5c0d9b\" data-element_type=\"widget\" data-settings=\"{&quot;_position&quot;:&quot;absolute&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">HongKe<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6d18033c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6d18033c\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1f96cecf\" data-id=\"1f96cecf\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-fd50b9b elementor-widget elementor-widget-text-editor\" data-id=\"fd50b9b\" data-element_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>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/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-d303089 elementor-widget elementor-widget-text-editor\" data-id=\"d303089\" data-element_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>Lorem ipsum dolor sit amet, consectetur adipiscing elit. Ut elit tellus, luctus nec ullamcorper mattis, pulvinar dapibus leo.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-4b0e7b4e elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4b0e7b4e\" data-element_type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-7a4b7cfc\" data-id=\"7a4b7cfc\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-79a3214 elementor-widget elementor-widget-heading\" data-id=\"79a3214\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">\u3010\u8679\u79d1\u65b9\u6848\u3011\u9ad8\u4fdd\u771f\u5ea6\uff0b\u5f37\u53ef\u63a7\u6027\uff1a\u81ea\u52d5\u99d5\u99db\u4eff\u771f\u7684\u6df7\u5408\u6e32\u67d3\u65b9\u6848<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-226f412 elementor-widget elementor-widget-post-info\" data-id=\"226f412\" data-element_type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-2358f4d elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/author\/hongketechnology\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-far-user-circle\" viewbox=\"0 0 496 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M248 104c-53 0-96 43-96 96s43 96 96 96 96-43 96-96-43-96-96-96zm0 144c-26.5 0-48-21.5-48-48s21.5-48 48-48 48 21.5 48 48-21.5 48-48 48zm0-240C111 8 0 119 0 256s111 248 248 248 248-111 248-248S385 8 248 8zm0 448c-49.7 0-95.1-18.3-130.1-48.4 14.9-23 40.4-38.6 69.6-39.5 20.8 6.4 40.6 9.6 60.5 9.6s39.7-3.1 60.5-9.6c29.2 1 54.7 16.5 69.6 39.5-35 30.1-80.4 48.4-130.1 48.4zm162.7-84.1c-24.4-31.4-62.1-51.9-105.1-51.9-10.2 0-26 9.6-57.6 9.6-31.5 0-47.4-9.6-57.6-9.6-42.9 0-80.6 20.5-105.1 51.9C61.9 339.2 48 299.2 48 256c0-110.3 89.7-200 200-200s200 89.7 200 200c0 43.2-13.9 83.2-37.3 115.9z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tHongKeTechnology\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-a689c23 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t<a href=\"https:\/\/aiportek.com\/en\/2026\/08\/18\/\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t\t<svg aria-hidden=\"true\" class=\"e-font-icon-svg e-fas-calendar\" viewbox=\"0 0 448 512\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M12 192h424c6.6 0 12 5.4 12 12v260c0 26.5-21.5 48-48 48H48c-26.5 0-48-21.5-48-48V204c0-6.6 5.4-12 12-12zm436-44v-36c0-26.5-21.5-48-48-48h-48V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H160V12c0-6.6-5.4-12-12-12h-40c-6.6 0-12 5.4-12 12v52H48C21.5 64 0 85.5 0 112v36c0 6.6 5.4 12 12 12h424c6.6 0 12-5.4 12-12z\"><\/path><\/svg>\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>August 18, 2026<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c027dd7 elementor-widget-divider--view-line elementor-widget elementor-widget-divider\" data-id=\"c027dd7\" data-element_type=\"widget\" data-widget_type=\"divider.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-divider\">\n\t\t\t<span class=\"elementor-divider-separator\">\n\t\t\t\t\t\t<\/span>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9aba933 elementor-widget elementor-widget-heading\" data-id=\"9aba933\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">01 \u884c\u696d\u75db\u9ede\u8207\u6311\u6230<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d3381e7 elementor-widget elementor-widget-text-editor\" data-id=\"d3381e7\" data-element_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 data-path-to-node=\"8\">\u81ea\u52d5\u99d5\u99db\uff08Autonomous Driving\uff09\u7684\u7814\u767c\u9ad8\u5ea6\u4f9d\u8cf4\u9ad8\u8cea\u7d20\u6578\u64da\uff0c\u7136\u800c\u76ee\u524d\u884c\u696d\u4e3b\u6d41\u7684\u4eff\u771f\u6e2c\u8a66\u8def\u7dda\u5404\u81ea\u5b58\u5728\u660e\u986f\u77ed\u677f\uff1a<\/p><ul data-path-to-node=\"9\"><li><p data-path-to-node=\"9,0,0\"><b data-path-to-node=\"9,0,0\" data-index-in-node=\"0\">\u50b3\u7d71\u4eff\u771f\u5668\uff08\u5982 CARLA\uff09<\/b>\uff1a\u57fa\u65bc\u904a\u6232\u5f15\u64ce\u67b6\u69cb\uff0c\u5834\u666f\u53ef\u63a7\u6027\u9ad8\u3001\u7269\u9ad4\u53ef\u4efb\u610f\u4f48\u7f6e\uff0c\u4f46\u6e32\u67d3\u756b\u8cea\u7f3a\u4e4f\u771f\u5be6\u611f\uff0c\u5c0e\u81f4\u4eff\u771f\u6578\u64da\u8207\u771f\u5be6\u7269\u7406\u4e16\u754c\u4e4b\u9593\u5b58\u5728\u986f\u8457\u7684\u300c<b data-path-to-node=\"9,0,0\" data-index-in-node=\"71\">\u57df\u504f\u79fb\uff08Domain Shift\uff09<\/b>\u300d\u2014\u2014\u5728\u4eff\u771f\u74b0\u5883\u4e2d\u8a13\u7df4\u826f\u597d\u7684\u6f14\u7b97\u6cd5\uff0c\u90e8\u7f72\u81f3\u5be6\u8eca\u6642\u8868\u73fe\u5f80\u5f80\u5927\u6253\u6298\u6263\u3002\u6b64\u5916\uff0c\u69cb\u5efa\u9ad8\u7cbe\u5ea6\u4e09\u7dad\u74b0\u5883\u4ea6\u9700\u8981\u8017\u8cbb\u5927\u91cf\u4eba\u5de5\u6210\u672c\u3002<\/p><\/li><li><p data-path-to-node=\"9,1,0\"><b data-path-to-node=\"9,1,0\" data-index-in-node=\"0\">\u795e\u7d93\u91cd\u5efa\u65b9\u6848\uff08NeRF \/ 3DGS\uff09<\/b>\uff1a\u80fd\u5920\u751f\u6210\u76f8\u7247\u7d1a\u903c\u771f\u7684\u6e32\u67d3\u7d50\u679c\uff0c\u4f46\u5834\u666f\u672c\u8eab\u5c6c\u65bc\u300c\u56fa\u5316\u300d\u72c0\u614b\u2014\u2014\u52d5\u614b\u7269\u9ad4\u50c5\u80fd\u6cbf\u8457\u539f\u59cb\u8ecc\u8de1\u904b\u52d5\uff0c\u82e5\u63d2\u5165\u65b0\u7269\u9ad4\u6216\u8b8a\u66f4\u5176\u904b\u52d5\u8ecc\u8de1\uff0c\u91cd\u5efa\u54c1\u8cea\u4fbf\u6703\u5927\u5e45\u4e0b\u964d\uff0c\u96e3\u4ee5\u652f\u63f4\u63db\u9053\u8d85\u8eca\u3001\u7a81\u767c\u907f\u8b93\u7b49\u6975\u9650\u5834\u666f\u7684\u4eff\u771f\u6e2c\u8a66\u3002<\/p><\/li><\/ul><p data-path-to-node=\"10\">\u5169\u7a2e\u6280\u8853\u8def\u7dda\u5404\u6709\u9069\u7528\u5834\u666f\uff0c\u5c07\u5169\u8005\u7684\u6838\u5fc3\u512a\u52e2\u6df1\u5ea6\u7d50\u5408\uff0c\u662f\u66f4\u70ba\u52d9\u5be6\u7684\u5de5\u7a0b\u843d\u5730\u8def\u5f91\u3002\u672c\u6587\u5c07\u570d\u7e5e\u6b64\u601d\u8def\uff0c\u63a2\u8a0e\u6df7\u5408\u6e32\u67d3\uff08Hybrid Rendering\uff09\u5728\u5be6\u969b\u5834\u666f\u4e2d\u7684\u61c9\u7528\u67b6\u69cb\u8207\u6838\u5fc3\u50f9\u503c\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-a6e10d8 elementor-widget elementor-widget-heading\" data-id=\"a6e10d8\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">02 \u5169\u7a2e\u6280\u8853\u5982\u4f55\u300c\u53d6\u9577\u88dc\u77ed\u300d<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c12e546 elementor-widget elementor-widget-text-editor\" data-id=\"c12e546\" data-element_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 data-path-to-node=\"13\">\u6df7\u5408\u6e32\u67d3\u7684\u57fa\u672c\u908f\u8f2f\u70ba\uff1a<b data-path-to-node=\"13\" 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data-element_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<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"734\" height=\"836\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-11.webp\" class=\"attachment-large size-large wp-image-36679\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-11.webp 734w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-11-263x300.webp 263w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-11-11x12.webp 11w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-11-600x683.webp 600w\" sizes=\"(max-width: 734px) 100vw, 734px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u5834\u666f\u91cd\u5efa\u5b8c\u6574\u6d41\u6c34\u7dda<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\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-54d03fe elementor-widget elementor-widget-text-editor\" data-id=\"54d03fe\" data-element_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 data-path-to-node=\"16\">\u8a72\u6d41\u6c34\u7dda\u4f9d\u8a17\u3010\u8eca\u8f09\u76f8\u6a5f\u5716\u50cf\u3001\u6fc0\u5149\u96f7\u9054\uff08LiDAR\uff09\u9ede\u96f2\u3001\u8eca\u8f1b\u91cc\u7a0b\u8a08\u3001\u76f8\u6a5f\u5167\u5916\u53c3\u3011\u56db\u985e\u539f\u59cb\u8f38\u5165\u5b8c\u6210\u524d\u7f6e\u6578\u64da\u8655\u7406\uff0c\u6838\u5fc3\u6db5\u84cb\u56db\u5927\u6a21\u7d44\uff1a<\/p><ol start=\"1\" data-path-to-node=\"17\"><li><p data-path-to-node=\"17,0,0\"><b data-path-to-node=\"17,0,0\" data-index-in-node=\"0\">\u52d5\u614b\u7269\u9ad4\u63a9\u78bc\u751f\u6210\uff08Dynamic Object Mask Generation\uff09<\/b>\uff1a \u65b9\u6848\u50c5\u91cd\u5efa\u5834\u666f\u7684\u975c\u614b\u5340\u57df\uff0c\u501f\u52a9 <b data-path-to-node=\"17,0,0\" data-index-in-node=\"58\">OneFormer<\/b> \u5168\u666f\u5206\u5272\u3001\u5149\u6d41\u8ddf\u8e64\uff08Optical Flow Tracking\uff09\u3001\u6fc0\u5149\u96f7\u9054\u2013\u76f8\u6a5f 3D \u6aa2\u6e2c\u6280\u8853\u8b58\u5225\u884c\u4eba\u8207\u8eca\u8f1b\u7b49\u52d5\u614b\u76ee\u6a19\uff1b\u878d\u5408\u5716\u50cf\u7a7a\u9593\u8ddf\u8e64\u8207 3D \u5305\u570d\u76d2\u975c\u6b62\u5224\u5b9a\u7d50\u679c\u751f\u6210\u52d5\u614b\u63a9\u78bc\uff0c\u65bc\u5f8c\u7e8c\u6a21\u578b\u8a13\u7df4\u4e2d\u5c4f\u853d\u52d5\u614b\u7269\u9ad4\uff0c\u78ba\u4fdd\u975c\u614b\u5834\u666f\u91cd\u5efa\u7684\u7d14\u6de8\u5ea6\u3002<\/p><\/li><li><p data-path-to-node=\"17,1,0\"><b data-path-to-node=\"17,1,0\" data-index-in-node=\"0\">\u6fc0\u5149\u96f7\u9054\u6df1\u5ea6\u8207\u5f37\u5ea6\u5716\u751f\u6210\uff08LiDAR Depth &amp; Intensity Map Generation\uff09<\/b>\uff1a \u9996\u5148\u5254\u9664\u52d5\u614b\u7269\u9ad4\u5c0d\u61c9\u7684\u6fc0\u5149\u9ede\u96f2\uff0c\u900f\u904e\u91cc\u7a0b\u8a08\u6821\u6b63\u8207\u62fc\u63a5\u7372\u5f97\u975c\u614b\u805a\u5408\u9ede\u96f2\uff1b\u65bc <b data-path-to-node=\"17,1,0\" data-index-in-node=\"91\">BEV\uff08\u9ce5\u77b0\u5716\uff09\u8996\u89d2<\/b>\u4e0b\u5206\u584a\u57f7\u884c\u6cca\u677e\u91cd\u5efa\uff08Poisson Reconstruction\uff09\u751f\u6210\u7a20\u5bc6\u7db2\u683c\uff0c\u518d\u57fa\u65bc\u76f8\u6a5f\u6a19\u5b9a\u53c3\u6578\u501f\u52a9 <b data-path-to-node=\"17,1,0\" data-index-in-node=\"153\">Open3D<\/b> \u6e32\u67d3\u51fa\u7a20\u5bc6\u6df1\u5ea6\u5716\u8207\u6fc0\u5149\u96f7\u9054\u5f37\u5ea6\u5716\uff0c\u70ba\u795e\u7d93\u91cd\u5efa\u63d0\u4f9b\u7cbe\u6e96\u7684\u5e7e\u4f55\u76e3\u7763\uff0c\u6709\u6548\u89e3\u6c7a\u8def\u9762\u7b49\u5f31\u7d0b\u7406\u5340\u57df\u91cd\u5efa\u5931\u771f\u7684\u554f\u984c\u3002<\/p><\/li><li><p data-path-to-node=\"17,2,0\"><b data-path-to-node=\"17,2,0\" data-index-in-node=\"0\">\u76f8\u6a5f\u4f4d\u59ff\u7cbe\u6e96\u512a\u5316\uff08Camera Pose Precision Optimization\uff09<\/b>\uff1a \u57fa\u65bc\u6539\u9032\u578b <b data-path-to-node=\"17,2,0\" data-index-in-node=\"52\">COLMAP<\/b> \u9032\u884c\u8fed\u4ee3\u4e09\u89d2\u5316\u8207\u5149\u675f\u5e73\u5dee\uff08Bundle Adjustment\uff09\u512a\u5316\u76f8\u6a5f\u5167\u5916\u53c3\uff0c\u518d\u900f\u904e <b data-path-to-node=\"17,2,0\" data-index-in-node=\"102\">Kabsch \u6f14\u7b97\u6cd5<\/b>\u5c07\u512a\u5316\u5f8c\u7684\u4f4d\u59ff\u5c0d\u9f4a\u56de\u539f\u59cb\u4e16\u754c\u5750\u6a19\u7cfb\uff0c\u6d88\u9664\u8eca\u8f09\u91cc\u7a0b\u8a08\u81ea\u5e36\u7684\u4f4d\u59ff\u96dc\u8a0a\uff0c\u4fdd\u969c\u5927\u898f\u6a21\u5834\u666f\u91cd\u5efa\u7684\u5e7e\u4f55\u7cbe\u5ea6\u3002<\/p><\/li><li><p data-path-to-node=\"17,3,0\"><b data-path-to-node=\"17,3,0\" data-index-in-node=\"0\">BEV \u5206\u584a\u4e26\u884c\u8655\u7406\uff08BEV Block-wise Parallel Processing\uff09<\/b>\uff1a \u501f\u9451 <b data-path-to-node=\"17,3,0\" data-index-in-node=\"51\">SUDS<\/b> \u805a\u985e\u601d\u8def\u5c0d\u5834\u666f\u9032\u884c\u91cd\u758a\u5206\u584a\uff1a\u5c07\u76f8\u6a5f\u5750\u6a19\u8f49\u63db\u81f3 BEV \u7a7a\u9593\uff0c\u900f\u904e K \u8fd1\u9130\u805a\u985e\uff08KNN\uff09\u5283\u5206\u5340\u584a\uff0c\u518d\u5c0d\u805a\u985e\u9032\u884c\u51f8\u5305\u64f4\u5c55\u8207\u81a8\u8139\u8655\u7406\u4ee5\u4fdd\u8b49\u5340\u584a\u91cd\u758a\uff1b\u91cd\u758a\u8a2d\u8a08\u53ef\u6d88\u9664\u5340\u584a\u908a\u754c\u6e32\u67d3\u7684\u8df3\u8b8a\u507d\u5f71\uff08Artifacts\uff09\uff0c\u652f\u63f4\u8de8\u5340\u584a\u6e32\u67d3\u63d2\u503c\uff0c\u9069\u61c9\u4e0d\u898f\u5247\u884c\u8eca\u8ecc\u8de1\uff0c\u540c\u6642\u5be6\u73fe\u5206\u584a\u4e26\u884c\u8a13\u7df4\uff0c\u652f\u6490 <b data-path-to-node=\"17,3,0\" data-index-in-node=\"192\">100,000 \u33a1 \u4ee5\u4e0a<\/b>\u8d85\u5927\u898f\u6a21\u5834\u666f\u91cd\u5efa\u3002<\/p><\/li><\/ol>\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-3b6d788 elementor-widget elementor-widget-heading\" data-id=\"3b6d788\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">NeRF2GS \u96d9\u968e\u6bb5\u91cd\u5efa\u6838\u5fc3\u7b97\u6cd5<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-99ea62d elementor-widget elementor-widget-text-editor\" data-id=\"99ea62d\" data-element_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 data-path-to-node=\"19\">adopt <b data-path-to-node=\"19\" data-index-in-node=\"3\">\u201cNeRF \u9810\u8a13\u7df4 \uff0b 3DGS \u5be6\u6642\u6e32\u67d3\u201d<\/b> \u96d9\u968e\u6bb5\u67b6\u69cb\uff0c\u517c\u5177 NeRF \u512a\u7570\u7684\u8996\u89d2\u5916\u63a8\u80fd\u529b\u8207 3D \u9ad8\u65af\u6f51\u6ffa\uff083D Gaussian Splatting, 3DGS\uff09\u5be6\u6642\u6e32\u67d3\u512a\u52e2\uff0c\u5fb9\u5e95\u89e3\u6c7a\u55ae\u4e00\u65b9\u6848\u7684\u7f3a\u9677\uff1a<\/p><ul data-path-to-node=\"20\"><li><p data-path-to-node=\"20,0,0\"><b data-path-to-node=\"20,0,0\" data-index-in-node=\"0\">\u968e\u6bb5 1\uff1a\u5b9a\u5236\u5316 NeRF \u6a21\u578b\u8a13\u7df4<\/b><\/p><p data-path-to-node=\"20,0,0\">\u57fa\u65bc Nerfstudio \u7684 <b data-path-to-node=\"20,0,0\" data-index-in-node=\"35\">Nerfacto<\/b> \u6a21\u578b\u9032\u884c\u6539\u9020\uff0c\u591a\u7dad\u5ea6\u589e\u52a0\u76e3\u7763\u7d04\u675f\uff1a<\/p><ul data-path-to-node=\"20,0,1\"><li><p data-path-to-node=\"20,0,1,0,0\">\u5f15\u5165\u6fc0\u5149\u96f7\u9054\u6df1\u5ea6\u640d\u5931\u8207\u5929\u7a7a\u5340\u57df\u5bc6\u5ea6 <span class=\"math-inline\" data-math=\"L_2\" data-index-in-node=\"18\">$L_2$<\/span> \u6b63\u5247\u5316\uff0c\u6291\u5236\u8def\u9762\u6f02\u6d6e\u507d\u5f71\uff1b<\/p><\/li><li><p data-path-to-node=\"20,0,1,1,0\">\u65b0\u589e MLP \u795e\u7d93\u7db2\u7d61\u9810\u6e2c\u6fc0\u5149\u96f7\u9054\u53cd\u5c04\u5f37\u5ea6\uff0c\u642d\u914d\u4ea4\u53c9\u71b5\u640d\u5931\u5b8c\u6210 32 \u985e\u8a9e\u7fa9\u5206\u5272\u9810\u6e2c\uff1b<\/p><\/li><li><p data-path-to-node=\"20,0,1,2,0\">adopt<b data-path-to-node=\"20,0,1,2,0\" data-index-in-node=\"2\">\u96d9\u908a\u5f15\u5c0e ISP \u89e3\u8026\u65b9\u6848<\/b>\uff0c\u6d88\u9664\u8eca\u8f09\u76f8\u6a5f\u81ea\u52d5\u66dd\u5149\u8207\u767d\u5e73\u8861\u5e36\u4f86\u7684\u8272\u5f69\u4e0d\u4e00\u81f4\u554f\u984c\uff0c\u8f38\u51fa\u7121\u6210\u50cf\u5e72\u64fe\u7684\u57fa\u6e96\u5834\u666f\u8868\u5fb5\u3002<\/p><\/li><\/ul><\/li><li><p data-path-to-node=\"20,1,0\"><b data-path-to-node=\"20,1,0\" data-index-in-node=\"0\">\u968e\u6bb5 2\uff1a\u591a\u7d04\u675f\u589e\u5f37 3DGS \u6f51\u6ffa\u8a13\u7df4<\/b><\/p><p data-path-to-node=\"20,1,0\">\u4ee5 NeRF \u8f38\u51fa\u7684 RGB\u3001\u6df1\u5ea6\u3001\u6cd5\u5411\u3001\u5f37\u5ea6\u53ca\u8a9e\u7fa9\u5716\u4f5c\u70ba\u76e3\u7763\u8207\u521d\u59cb\u5316\uff0c\u5728 gsplat \u5f8c\u7aef\u8207 AbsGS \u7d30\u5316\u7b56\u7565\u57fa\u790e\u4e0a\u589e\u52a0\u591a\u91cd\u6b63\u5247\u5316\u640d\u5931\uff1a<\/p><ul data-path-to-node=\"20,1,1\"><li><p data-path-to-node=\"20,1,1,0,0\"><b data-path-to-node=\"20,1,1,0,0\" data-index-in-node=\"0\">\u6cd5\u5411 \uff0b \u5e73\u5766\u7d04\u675f\u640d\u5931<\/b>\uff1a\u898f\u7bc4\u9ad8\u65af\u5206\u4f48\u8cbc\u5408\u771f\u5be6\u8def\u9762\u8207\u5efa\u7bc9\u5e73\u9762\uff0c\u5927\u5e45\u63d0\u5347\u8eca\u9053\u7dda\u3001\u8def\u9762\u6a19\u8a8c\u7b49\u7d30\u7bc0\u65bc\u5168\u65b0\u8996\u89d2\u7684\u6e32\u67d3\u6548\u679c\u3002<\/p><\/li><\/ul><\/li><\/ul>\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-bfd2185 elementor-widget elementor-widget-image\" data-id=\"bfd2185\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-1024x683.webp\" class=\"attachment-large size-large wp-image-36673\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2.webp 1080w\" 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-af80536 elementor-widget elementor-widget-text-editor\" data-id=\"af80536\" data-element_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<ul><li style=\"list-style-type: none;\"><ul><li data-path-to-node=\"20,1,1,1,0\"><b data-path-to-node=\"20,1,1,1,0\" data-index-in-node=\"0\">\u6fc0\u5149\u96f7\u9054\u5f37\u5ea6 \uff0b \u8a9e\u7fa9\u640d\u5931<\/b>\uff1a\u5c07\u53cd\u5c04\u5f37\u5ea6\u8207 6 \u4f4d\u4e8c\u9032\u5236\u8a9e\u7fa9\u7de8\u78bc\u4f5c\u70ba\u9ad8\u65af\u9644\u52a0\u7279\u5fb5\uff0c\u5be6\u73fe\u591a\u6a21\u614b\u8cc7\u8a0a\u5d4c\u5165\u3002<\/li><li><p data-path-to-node=\"20,1,1,2,0\"><b data-path-to-node=\"20,1,1,2,0\" data-index-in-node=\"0\">\u5929\u5730\u5206\u5c64\u9ad8\u65af\u6a5f\u5236<\/b>\uff1a\u5c07\u5834\u666f\u62c6\u5206\u70ba\u5730\u9762\u9ad8\u65af\u8207\u9060\u8ddd\u96e2\u7403\u9762\u5929\u7a7a\u9ad8\u65af\uff0c\u642d\u914d\u900f\u660e\u5ea6\u7d2f\u7a4d\u640d\u5931\u5f37\u5236\u5169\u5c64\u7a7a\u9593\u5206\u96e2\uff0c\u6d88\u9664\u9060\u666f\u5e7e\u4f55\u6b67\u7fa9\u3002<\/p><\/li><\/ul><\/li><\/ul><p data-path-to-node=\"21\">\u6700\u7d42\u7372\u5f97\u517c\u5177<b data-path-to-node=\"21\" data-index-in-node=\"6\">\u771f\u5be6\u5e7e\u4f55\u3001\u591a\u6a21\u614b\u5c6c\u6027\u8207\u5be6\u6642\u6e32\u67d3\u80fd\u529b<\/b>\u7684\u975c\u614b\u5834\u666f 3DGS \u6a21\u578b\uff0c\u4f5c\u70ba\u6df7\u5408\u6e32\u67d3\u7ba1\u7dda\u7684\u975c\u614b\u74b0\u5883\u57fa\u5e95\u3002<\/p><p data-path-to-node=\"22\">\u9019\u5957\u65b9\u6848\u540c\u6642\u88dc\u8db3\u4e86\u5169\u985e\u6280\u8853\u7684\u77ed\u677f\uff1a<b data-path-to-node=\"22\" data-index-in-node=\"17\">\u7528\u795e\u7d93\u91cd\u5efa\u6536\u7a84\u50b3\u7d71\u4eff\u771f\u7684\u300c\u57df\u504f\u79fb\u300d\uff0c\u7528\u50b3\u7d71\u5716\u5f62\u6280\u8853\u5f4c\u88dc\u795e\u7d93\u91cd\u5efa\u300c\u5834\u666f\u56fa\u5316\u300d\u7684\u5c40\u9650<\/b>The<\/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-7511076 elementor-widget elementor-widget-heading\" data-id=\"7511076\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">03 \u6df7\u5408\u6e32\u67d3\u6846\u67b6\u4e09\u5927\u6838\u5fc3\u80fd\u529b<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e8e4b0a elementor-widget elementor-widget-text-editor\" data-id=\"e8e4b0a\" data-element_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>\u5f9e\u5be6\u969b\u5de5\u7a0b\u61c9\u7528\u89d2\u5ea6\u4f86\u770b\uff0c\u9019\u5957\u65b9\u6848\u4e3b\u8981\u89e3\u6c7a\u4e86\u4e09\u500b\u95dc\u9375\u554f\u984c\uff1a<b data-path-to-node=\"25\" data-index-in-node=\"28\">\u5834\u666f\u898f\u6a21\u662f\u5426\u8db3\u5920\u5927\u3001\u756b\u8cea\u662f\u5426\u8db3\u5920\u7cbe\u7d30\u3001\u751f\u6210\u6578\u64da\u662f\u5426\u53ef\u76f4\u63a5\u61c9\u7528<\/b>The<\/p><p data-path-to-node=\"26\">1. <strong>\u5834\u666f\u898f\u6a21\u9f90\u5927\uff0c\u756b\u8cea\u9ad8\u5f37\u53ef\u9760<\/strong><\/p><p>\u900f\u904e\u5206\u584a\u4e26\u884c\u8a13\u7df4\uff0c\u652f\u63f4 <b data-path-to-node=\"27\" data-index-in-node=\"12\">10 \u842c\u5e73\u65b9\u7c73\u4ee5\u4e0a<\/b>\u7684\u5927\u898f\u6a21\u5834\u666f\u91cd\u5efa\uff08\u7d04\u76f8\u7576\u65bc 14 \u500b\u6a19\u6e96\u8db3\u7403\u5834\uff09\u3002\u5728\u8eca\u9053\u7dda\u3001\u8def\u9762\u6a19\u8a8c\u7b49\u5c0d\u81ea\u52d5\u99d5\u99db\u81f3\u95dc\u91cd\u8981\u7684\u5340\u57df\uff0c\u6e32\u67d3\u54c1\u8cea\u986f\u8457\u512a\u65bc\u73fe\u6709\u5e38\u7528\u65b9\u6848\u3002<\/p><p data-path-to-node=\"28\"><strong>2. \u8f38\u51fa\u591a\u6a21\u614b\uff0c\u5168\u65b9\u4f4d\u8986\u84cb\u4e3b\u6d41\u611f\u6e2c\u5668<\/strong><\/p><p>\u53ef\u540c\u6642\u8f38\u51fa <b data-path-to-node=\"29\" data-index-in-node=\"6\">RGB \u5716\u50cf\u3001\u6df1\u5ea6\u5716\u3001\u6fc0\u5149\u96f7\u9054\u9ede\u96f2\u3001\u8868\u9762\u6cd5\u5411\u5716\u53ca\u8a9e\u7fa9\u5206\u5272\u63a9\u78bc<\/b>\uff0c\u55ae\u5957\u6d41\u7a0b\u5373\u53ef\u5168\u9762\u8986\u84cb\u76f8\u6a5f\u3001\u6fc0\u5149\u96f7\u9054\u7b49\u591a\u7a2e\u611f\u6e2c\u5668\u7684\u4eff\u771f\u9700\u6c42\u3002<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-20d4773 e-grid e-con-boxed e-con e-parent\" data-id=\"20d4773\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-10a8f95 elementor-widget elementor-widget-image\" data-id=\"10a8f95\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-1024x683.webp\" class=\"attachment-large size-large wp-image-36674\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-2-3.webp 1080w\" 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-e55e392 elementor-widget elementor-widget-image\" data-id=\"e55e392\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-1024x683.webp\" class=\"attachment-large size-large wp-image-36675\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-3-3.webp 1080w\" 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-5fc5cf7 elementor-widget elementor-widget-image\" data-id=\"5fc5cf7\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-1024x683.webp\" class=\"attachment-large size-large wp-image-36676\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-4-2.webp 1080w\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cbcbd28 e-grid e-con-boxed e-con e-parent\" data-id=\"cbcbd28\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8f9e545 elementor-widget elementor-widget-image\" data-id=\"8f9e545\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-1024x683.webp\" class=\"attachment-large size-large wp-image-36677\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-5-1.webp 1080w\" 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-804cd39 elementor-widget elementor-widget-image\" data-id=\"804cd39\" data-element_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=\"1024\" height=\"683\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-1024x683.webp\" class=\"attachment-large size-large wp-image-36678\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1-600x400.webp 600w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-6-1.webp 1080w\" 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\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f06b8c2 elementor-widget elementor-widget-text-editor\" data-id=\"f06b8c2\" data-element_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 data-path-to-node=\"30\"><strong>3. \u9ad8\u6548\u904b\u884c\uff0c\u6578\u64da\u76f4\u63a5\u53ef\u7528<\/strong><\/p><p data-path-to-node=\"31\">\u65bc\u6d88\u8cbb\u7d1a\u786c\u9ad4\u5e73\u53f0\u4e0a\uff0c\u76f8\u6a5f\u6e32\u67d3\u901f\u5ea6\u9054 <b data-path-to-node=\"31\" data-index-in-node=\"18\">83 \u5e40\/\u79d2 (fps)<\/b>\uff0c64 \u7dda\u6fc0\u5149\u96f7\u9054\u4eff\u771f\u901f\u5ea6\u9054 <b data-path-to-node=\"31\" data-index-in-node=\"45\">59 \u5e40\/\u79d2 (fps)<\/b>\uff0c\u5b8c\u5168\u53ef\u652f\u6490\u5be6\u6642\u786c\u4ef6\u5728\u74b0\uff08Hardware-in-the-Loop, HIL\uff09\u6e2c\u8a66\u3002<\/p><p data-path-to-node=\"32\">\u4f7f\u7528\u9019\u5957\u65b9\u6848\u751f\u6210\u7684\u6578\u64da\u8a13\u7df4 3D \u76ee\u6a19\u6aa2\u6e2c\u6a21\u578b\uff0c\u8fd1\u8ddd\u96e2\u6aa2\u6e2c\u7cbe\u5ea6\u751a\u81f3\u9ad8\u65bc\u4f7f\u7528\u539f\u59cb\u771f\u5be6\u5716\u7247\u2014\u2014\u4e3b\u56e0\u5728\u65bc\u4eff\u771f\u6578\u64da\u6a19\u8a3b\u66f4\u70ba\u4e7e\u6de8\u3001\u8aa4\u6aa2\u7387\u66f4\u4f4e\u3002\u540c\u6642\uff0c\u4eff\u771f\u5716\u8207\u539f\u59cb\u5716\u7684\u6aa2\u6e2c\u7d50\u679c\u9ad8\u5ea6\u4e00\u81f4\uff0c\u8aaa\u660e\u57df\u504f\u79fb\u5df2\u63a7\u5236\u65bc\u6975\u5c0f\u7bc4\u570d\u5167\uff0c\u751f\u6210\u7684\u6578\u64da<b data-path-to-node=\"32\" data-index-in-node=\"106\">\u53ef\u4ee5\u76f4\u63a5\u7528\u65bc\u6f14\u7b97\u6cd5\u8a13\u7df4<\/b>\uff0c\u7121\u9700\u984d\u5916\u9032\u884c\u9818\u57df\u81ea\u9069\u61c9\uff08Domain Adaptation\uff09\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-fba0db7 elementor-widget elementor-widget-heading\" data-id=\"fba0db7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-small\">04 Conclusion<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f578c1e elementor-widget elementor-widget-text-editor\" data-id=\"f578c1e\" data-element_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 data-path-to-node=\"35\">\u4eff\u771f\u74b0\u5883\u8207\u771f\u5be6\u8def\u6cc1\u4e4b\u9593\u7684\u9069\u914d\u5dee\u7570\uff0c\u9577\u671f\u4ee5\u4f86\u963b\u7919\u8457\u667a\u99d5\u6f14\u7b97\u6cd5\u7684\u758a\u4ee3\u8207\u5be6\u8eca\u90e8\u7f72\u3002\u6df7\u5408\u6e32\u67d3\u601d\u8def\u63d0\u4f9b\u4e86\u4e00\u689d\u52d9\u5be6\u7684\u89e3\u6c7a\u8def\u5f91\u2014\u2014<b data-path-to-node=\"35\" data-index-in-node=\"58\">\u4ee5\u795e\u7d93\u91cd\u5efa\u4fdd\u7559\u771f\u5be6\u611f\uff0c\u4ee5\u50b3\u7d71\u5716\u5f62\u6280\u8853\u4fdd\u7559\u53ef\u63a7\u6027<\/b>\uff0c\u517c\u9867\u5be6\u666f\u9084\u539f\u6548\u679c\u8207\u5834\u666f\u9748\u6d3b\u7de8\u8f2f\u5169\u5927\u6838\u5fc3\u9700\u6c42\uff0c\u5b8c\u7f8e\u5e73\u8861\u4eff\u771f\u756b\u8cea\u8207\u7de8\u8f2f\u81ea\u7531\u5ea6\u3002<\/p><p data-path-to-node=\"36\">\u9019\u5957\u65b9\u6848\u7684\u6838\u5fc3\u50f9\u503c\u5728\u65bc\u5c0d\u73fe\u6709\u6280\u8853\u9032\u884c\u4e86<b data-path-to-node=\"36\" data-index-in-node=\"19\">\u9ad8\u6548\u5de5\u7a0b\u5316\u6574\u5408<\/b>\uff0c\u5207\u5be6\u89e3\u6c7a\u5be6\u969b\u5de5\u7a0b\u96e3\u984c\uff1a<\/p><ul data-path-to-node=\"37\"><li><p data-path-to-node=\"37,0,0\"><b data-path-to-node=\"37,0,0\" data-index-in-node=\"0\">\u5c0d\u6f14\u7b97\u6cd5\u5de5\u7a0b\u5e2b<\/b>\uff1a\u4ee5\u66f4\u4f4e\u6210\u672c\u7372\u53d6\u5927\u898f\u6a21\u3001\u9ad8\u4fdd\u771f\u4e14\u5177\u5099\u7cbe\u6e96\u6a19\u8a3b\u7684\u8a13\u7df4\u6578\u64da\uff1b<\/p><\/li><li><p data-path-to-node=\"37,1,0\"><b data-path-to-node=\"37,1,0\" data-index-in-node=\"0\">\u5c0d\u6e2c\u8a66\u9a57\u8b49\u5718\u968a<\/b>\uff1a\u80fd\u5728\u4eff\u771f\u74b0\u5883\u4e2d\u5fa9\u73fe\u5404\u985e\u6975\u9650\uff08Corner Cases\uff09\u5834\u666f\uff0c\u63d0\u65e9\u767c\u73fe\u6f5b\u5728\u554f\u984c\uff1b<\/p><\/li><li><p data-path-to-node=\"37,2,0\"><b data-path-to-node=\"37,2,0\" data-index-in-node=\"0\">\u5c0d\u9805\u76ee\u6c7a\u7b56\u8005<\/b>\uff1a\u6e1b\u5c11\u5c0d\u6602\u8cb4\u5be6\u8eca\u8def\u6e2c\u6578\u64da\u7684\u4f9d\u8cf4\uff0c\u986f\u8457\u52a0\u5feb\u7522\u54c1\u758a\u4ee3\u7bc0\u594f\u3002<\/p><\/li><\/ul><p data-path-to-node=\"38\">\u672c\u8cea\u4e0a\uff0c\u9019\u662f\u4e00\u689d\u8b93\u4eff\u771f\u6578\u64da<b data-path-to-node=\"38\" data-index-in-node=\"13\">\u771f\u6b63\u5be6\u73fe\u5de5\u7a0b\u843d\u5730<\/b>\u7684\u53ef\u884c\u8def\u5f91\u3002<\/p><p data-path-to-node=\"39\">\u8679\u79d1\u9577\u671f\u5c08\u6ce8\u65bc\u6df7\u5408\u6e32\u67d3\u6280\u8853\u7684\u5de5\u7a0b\u5316\u61c9\u7528\u3002<b data-path-to-node=\"39\" data-index-in-node=\"20\">aiSim simulation platform<\/b>\u5df2\u6df1\u5ea6\u878d\u5408 3DGS \u6f51\u6ffa\u3001NeRF \u7b49 AI \u6e32\u67d3\u6280\u8853\uff0c\u63d0\u4f9b\u7269\u7406\u7d1a\u9ad8\u4fdd\u771f\u4e14\u5177\u78ba\u5b9a\u6027\u7684\u4eff\u771f\u74b0\u5883\u3002\u7d50\u5408\u9ad8\u4fdd\u771f\u5834\u666f\u751f\u6210\u3001\u7269\u7406\u7d1a\u611f\u6e2c\u5668\u6a21\u578b\u5eab\u3001SDG\uff0f\u5834\u666f\u6cdb\u5316\u7b49\u6838\u5fc3\u80fd\u529b\uff0c\u5eb7\u8b00\u63d0\u4f9b<b data-path-to-node=\"39\" data-index-in-node=\"116\">\u5f9e\u5834\u666f\u69cb\u5efa\u3001\u5408\u6210\u6578\u64da\u751f\u6210\u81f3\u786c\u4ef6\u5728\u74b0\u6e2c\u8a66\uff08HIL\uff09\u7684\u5168\u6d41\u7a0b\u89e3\u6c7a\u65b9\u6848<\/b>\uff0c\u5168\u529b\u8ce6\u80fd\u667a\u99d5\u8207\u6a5f\u5668\u4eba\u6280\u8853\u843d\u5730\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-45ed7c8 elementor-widget elementor-widget-button\" data-id=\"45ed7c8\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/aiportek.com\/adas-simulator-aisim\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Go to aiSim Product Page<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-9049411 e-flex e-con-boxed e-con e-parent\" data-id=\"9049411\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-cfcf4de e-flex e-con-boxed e-con e-parent\" data-id=\"cfcf4de\" data-element_type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-dbc1b58 elementor-widget elementor-widget-heading\" data-id=\"dbc1b58\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-xl\">Other Articles<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-74adc8f elementor-posts--align-left elementor-grid-3 elementor-grid-tablet-2 elementor-grid-mobile-1 elementor-posts--thumbnail-top elementor-card-shadow-yes elementor-posts__hover-gradient elementor-widget elementor-widget-posts\" data-id=\"74adc8f\" data-element_type=\"widget\" data-settings=\"{&quot;cards_row_gap&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:100,&quot;sizes&quot;:[]},&quot;cards_columns&quot;:&quot;3&quot;,&quot;cards_columns_tablet&quot;:&quot;2&quot;,&quot;cards_columns_mobile&quot;:&quot;1&quot;,&quot;cards_row_gap_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;cards_row_gap_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"posts.cards\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<div class=\"elementor-posts-container elementor-posts elementor-posts--skin-cards elementor-grid\" role=\"list\">\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-36672 post type-post status-publish format-standard has-post-thumbnail hentry category-18 tag-aimotive tag-64\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/hybrid-rendering-autonomous-driving-simulation-3dgs\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"720\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2.webp\" class=\"attachment-full size-full wp-image-36673\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2.webp 1080w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-300x200.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-1024x683.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-768x512.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-18x12.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/640-1-2-600x400.webp 600w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Case<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/hybrid-rendering-autonomous-driving-simulation-3dgs\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solution] Autonomous Driving Simulation Hybrid Rendering Solution \u2013 3DGS and NeRF High-Fidelity Reconstruction\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>Hongke has launched an autonomous driving simulation hybrid rendering solution that combines the real-time splash rendering capabilities of 3DGS with the reconstruction advantages of NeRF. It supports multi-modal data output from cameras and LiDAR, as well as HIL (Hardware-in-the-Loop) testing, effectively addressing the challenges of domain offset and scene fixation.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/hybrid-rendering-autonomous-driving-simulation-3dgs\/\" aria-label=\"Read more about \u3010\u8679\u79d1\u65b9\u6848\u3011 \u81ea\u52d5\u99d5\u99db\u4eff\u771f\u6df7\u5408\u6e32\u67d3\u65b9\u6848 &#8211; 3DGS \u8207NeRF\u9ad8\u4fdd\u771f\u91cd\u5efa\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tAugust 18, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-36522 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-gnss tag-67\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/enhanced-nmea-playback-gnss-simulation\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"608\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26.webp\" class=\"attachment-full size-full wp-image-36108\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26.webp 1080w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26-300x169.webp 300w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26-1024x576.webp 1024w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26-768x432.webp 768w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26-18x10.webp 18w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/07\/640-26-600x338.webp 600w\" sizes=\"(max-width: 1080px) 100vw, 1080px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/enhanced-nmea-playback-gnss-simulation\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Insights] How Can Real-World Road Scenarios Be Replicated in the Lab? Enhanced NMEA Playback Revolutionizes GNSS Scenario Replication Capabilities\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>An In-Depth Analysis of Enhanced NMEA Playback Technology. By combining messages such as GGA, GSV, and GSA with carrier-to-noise ratio data, this technology accurately recreates real-world GNSS road scenarios\u2014including urban canyons and multipath interference\u2014overcoming the limitations of traditional NMEA and IQ\/RF recording methods, and enabling the validation of positioning algorithms for autonomous driving and the low-altitude economy.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/enhanced-nmea-playback-gnss-simulation\/\" aria-label=\"Read more about \u3010Hongke Insights\u3011How to Bring Real-World Road Scenarios into the Lab? Enhanced NMEA Playback Revolutionizes GNSS Scenario Replication Capabilities\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tAugust 13, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<article class=\"elementor-post elementor-grid-item post-36517 post type-post status-publish format-standard has-post-thumbnail hentry category-12 tag-knowbe4 tag-36\" role=\"listitem\">\n\t\t\t<div class=\"elementor-post__card\">\n\t\t\t\t<a class=\"elementor-post__thumbnail__link\" href=\"https:\/\/aiportek.com\/en\/cybersecurity-human-risk-management-hk-phishing-data-breach\/\" tabindex=\"-1\" target=\"_blank\"><div class=\"elementor-post__thumbnail\"><img loading=\"lazy\" decoding=\"async\" width=\"260\" height=\"186\" src=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/\u9999\u6e2f\u5c01\u9762.jpg\" class=\"attachment-full size-full wp-image-36389\" alt=\"\" srcset=\"https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/\u9999\u6e2f\u5c01\u9762.jpg 260w, https:\/\/aiportek.com\/wp-content\/uploads\/2026\/08\/\u9999\u6e2f\u5c01\u9762-18x12.jpg 18w\" sizes=\"(max-width: 260px) 100vw, 260px\" \/><\/div><\/a>\n\t\t\t\t<div class=\"elementor-post__badge\">Hongke Dry Goods<\/div>\n\t\t\t\t<div class=\"elementor-post__text\">\n\t\t\t\t<h3 class=\"elementor-post__title\">\n\t\t\t<a href=\"https:\/\/aiportek.com\/en\/cybersecurity-human-risk-management-hk-phishing-data-breach\/\" target=\"&quot;_blank&quot;\">\n\t\t\t\t[Hongke Solutions] How Can Hong Kong Companies Prevent Phishing and Data Breaches? From Compliance Training to Employee Risk Management\t\t\t<\/a>\n\t\t<\/h3>\n\t\t\t\t<div class=\"elementor-post__excerpt\">\n\t\t\t<p>The latest data from Hongke and the PCPD shows a sharp surge in phishing and data breaches in Hong Kong! Relying solely on rigid technical safeguards and annual training is no longer sufficient to prevent AI-powered social engineering. This article provides an in-depth analysis of how Hong Kong B2B enterprises can transition to \u201cHuman Risk Management,\u201d effectively comply with the PDPO and financial regulatory requirements, and establish a zero-trust defense against human-related risks.<\/p>\n\t\t<\/div>\n\t\t\n\t\t<a class=\"elementor-post__read-more\" href=\"https:\/\/aiportek.com\/en\/cybersecurity-human-risk-management-hk-phishing-data-breach\/\" aria-label=\"Read more about \u3010Hongke Solutions\u3011: How Can Hong Kong Companies Prevent Phishing and Data Breaches? From Compliance Training to Employee Risk Management\" tabindex=\"-1\" target=\"_blank\">\n\t\t\tRead more\t\t<\/a>\n\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-post__meta-data\">\n\t\t\t\t\t<span class=\"elementor-post-author\">\n\t\t\tHongKeTechnology\t\t<\/span>\n\t\t\t\t<span class=\"elementor-post-date\">\n\t\t\tAugust 12, 2026\t\t<\/span>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/article>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t<div class=\"e-load-more-anchor\" data-page=\"1\" data-max-page=\"40\" data-next-page=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/page\/2\/\"><\/div>\n\t\t\t\t<nav class=\"elementor-pagination\" aria-label=\"Pagination\">\n\t\t\t<span class=\"page-numbers prev\">\"<\/span>\n<span aria-current=\"page\" class=\"page-numbers current\"><span class=\"elementor-screen-only\">Page<\/span>1<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/page\/2\/\"><span class=\"elementor-screen-only\">Page<\/span>2<\/a>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/page\/3\/\"><span class=\"elementor-screen-only\">Page<\/span>3<\/a>\n<span class=\"page-numbers dots\">...<\/span>\n<a class=\"page-numbers\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/page\/5\/\"><span class=\"elementor-screen-only\">Page<\/span>5<\/a>\n<a class=\"page-numbers next\" href=\"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/page\/2\/\">\"<\/a>\t\t<\/nav>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>Hongke has launched an autonomous driving simulation hybrid rendering solution that combines the real-time splash rendering capabilities of 3DGS with the reconstruction advantages of NeRF. It supports multi-modal data output from cameras and LiDAR, as well as HIL (Hardware-in-the-Loop) testing, effectively addressing the challenges of domain offset and scene fixation.<\/p>","protected":false},"author":1,"featured_media":36673,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"footnotes":""},"categories":[18],"tags":[65,64],"class_list":["post-36672","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-18","tag-aimotive","tag-64"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/comments?post=36672"}],"version-history":[{"count":4,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/revisions"}],"predecessor-version":[{"id":36683,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/posts\/36672\/revisions\/36683"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media\/36673"}],"wp:attachment":[{"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/media?parent=36672"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/categories?post=36672"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiportek.com\/en\/wp-json\/wp\/v2\/tags?post=36672"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}