{"id":9183,"date":"2026-06-16T19:18:27","date_gmt":"2026-06-16T11:18:27","guid":{"rendered":"https:\/\/infernews.com\/blog\/physics-meets-generation-for-urban-scene-inverse-rendering\/"},"modified":"2026-06-16T19:22:53","modified_gmt":"2026-06-16T11:22:53","slug":"physics-meets-generation-for-urban-scene-inverse-rendering","status":"publish","type":"post","link":"https:\/\/infernews.com\/blog\/physics-meets-generation-for-urban-scene-inverse-rendering\/","title":{"rendered":"BRDFusion\uff1a\u7269\u7406\u8207\u751f\u6210\u6a21\u578b\u5408\u9ad4\uff0c\u57ce\u5e02\u8857\u666f\u9006\u5411\u6e32\u67d3\u65b0\u6846\u67b6"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" src=\"https:\/\/infernews.com\/blog\/wp-content\/uploads\/2026\/06\/logo-9a084ba3c418.jpg\" alt=\"logo\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u6709\u7684\u57ce\u5e02\u5834\u666f\u9006\u5411\u6e32\u67d3\u65b9\u6cd5\u9577\u671f\u9762\u81e8\u5169\u96e3\uff1a\u57fa\u65bc\u7269\u7406\u7684\u6e32\u67d3\uff08physically-based rendering\uff09\u96d6\u7136\u80fd\u56b4\u683c\u9075\u5b88\u5149\u5b78\u7269\u7406\uff0c\u4f46\u5728\u91cd\u5efa\u8207\u6e32\u67d3\u968e\u6bb5\u5bb9\u6613\u7522\u751f\u96dc\u8a0a\u8207\u7834\u5716\uff1b\u751f\u6210\u5f0f\u6a21\u578b\uff08generative models\uff0c\u4f8b\u5982 DiffusionRenderer\uff09\u80fd\u7522\u51fa\u903c\u771f\u5f71\u50cf\uff0c\u537b\u96e3\u4ee5\u7cbe\u6e96\u63a7\u5236\u5149\u6e90\uff0c\u4f8b\u5982\u8eca\u71c8\u9019\u985e\u5c40\u90e8\u7167\u660e\u5f80\u5f80\u88ab\u5ffd\u7565\u3002BRDFusion \u6b63\u662f\u91dd\u5c0d\u9019\u500b trade-off \u800c\u8a2d\u8a08\u7684\u6df7\u5408\u6846\u67b6\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u5c6c\u65bc\u7814\u7a76\u578b\u6846\u67b6\uff0c\u76ee\u6a19\u662f\u628a\u591a\u8996\u89d2\u57ce\u5e02\u5f71\u7247\u5206\u89e3\u70ba\u5e7e\u4f55\uff08\u6cd5\u7dda\u3001\u6df1\u5ea6\uff09\u3001\u6750\u8cea\uff08albedo\u3001roughness\u3001metallic\uff09\u8207 HDR \u74b0\u5883\u5149\u6e90\uff0c\u4e26\u652f\u63f4\u65b0\u8996\u89d2\u91cd\u7167\u660e\u3001\u591c\u666f\u6a21\u64ec\u8207\u52d5\u614b\u7269\u4ef6\u63d2\u5165\u7b49\u4e0b\u6e38\u61c9\u7528\u3002\u5177\u9ad4\u505a\u6cd5\u4e0a\uff0c\u5b83\u5148\u7528\u7269\u7406\u6a21\u578b\u53d6\u5f97\u660e\u78ba\u4e14\u4e00\u81f4\u7684\u5834\u666f\u5c6c\u6027\uff0c\u518d\u501f\u52a9\u751f\u6210\u5f0f\u5148\u9a57\uff08generative priors\uff09\u7de9\u89e3\u512a\u5316\u904e\u7a0b\u4e2d\u7684\u6b67\u7fa9\uff1b\u524d\u5411\u6e32\u67d3\u6642\uff0c\u7269\u7406\u6a21\u578b\u8ca0\u8cac\u53ef\u63a7\u6e32\u67d3\uff0c\u751f\u6210\u6a21\u578b\u5247\u8ca0\u8cac\u53bb\u566a\u8207\u4fee\u88dc\u7455\u75b5\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6e2c\u8a66\u65b9\u9762\uff0c\u4f5c\u8005\u63d0\u4f9b\u9810\u8655\u7406\u8cc7\u6599\u96c6\u8207\u9810\u8a13\u7df4\u6b0a\u91cd\uff0c\u7814\u7a76\u4eba\u54e1\u53ef\u76f4\u63a5\u4e0b\u8f09\u4e26\u900f\u904e <code>tools\/run_pipeline.py<\/code> \u8dd1\u63a8\u7406\u8207\u8a55\u4f30\uff1b\u786c\u9ad4\u9700\u6c42\u504f\u9ad8\uff0c\u5efa\u8b70\u4f7f\u7528 NVIDIA RTX A6000\uff0cRTX 4090 \u5728\u8a18\u61b6\u9ad4\u5141\u8a31\u4e0b\u53ef\u57f7\u884c\u90e8\u5206\u968e\u6bb5\uff0c\u4f46 Gen. Render \u968e\u6bb5\u53ef\u80fd\u7a81\u7834 24 GB \u9650\u5236\u3002\u8cc7\u6599\u96c6\u8207\u8a55\u4f30\u5f71\u7247\u4ea6\u540c\u6b65\u767c\u4f48\u65bc Hugging Face\uff0c\u65b9\u4fbf\u91cd\u73fe\u7d50\u679c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u9805\u76ee\u7684\u5275\u65b0\u4e4b\u8655\u5728\u65bc\u628a\u300c\u7269\u7406\u4e00\u81f4\u6027\u300d\u8207\u300c\u751f\u6210\u5f0f\u54c1\u8cea\u300d\u653e\u5728\u540c\u4e00\u689d\u7ba1\u7dda\u4e2d\u4e92\u88dc\uff0c\u800c\u975e\u4e8c\u9078\u4e00\u3002\u5c0d\u5f9e\u4e8b\u81ea\u52d5\u99d5\u99db\u6a21\u64ec\u3001\u904a\u6232\u6216\u5f71\u8996\u5834\u666f\u91cd\u5efa\u7684\u7814\u7a76\u5718\u968a\u800c\u8a00\uff0c\u9019\u662f\u4e00\u500b\u503c\u5f97\u95dc\u6ce8\u7684\u65b9\u5411\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u91cd\u9ede\u6458\u8981<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6df7\u5408\u7bc4\u5f0f<\/strong>\uff1a\u7269\u7406\u6e32\u67d3\u8ca0\u8cac\u53ef\u63a7\u6027\uff0c\u751f\u6210\u6a21\u578b\u8ca0\u8cac\u4fee\u88dc\u7455\u75b5\uff0c\u7a81\u7834\u55ae\u4e00\u65b9\u6cd5\u7684\u6975\u9650\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u6574\u5206\u89e3<\/strong>\uff1a\u8f38\u51fa\u5e7e\u4f55\u3001\u6750\u8cea\u8207 HDR \u5149\u6e90\uff0c\u652f\u63f4\u65b0\u8996\u89d2\u3001\u591c\u666f\u8207\u7269\u4ef6\u63d2\u5165\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u786c\u9ad4\u9700\u6c42<\/strong>\uff1a\u5efa\u8b70 RTX A6000\uff0c4090 \u50c5\u80fd\u8dd1\u90e8\u5206\u968e\u6bb5\u3002<\/li>\n\n\n\n<li><strong>\u5b8c\u6574\u958b\u6e90\u8cc7\u6e90<\/strong>\uff1a\u7a0b\u5f0f\u78bc\u3001\u9810\u8a13\u7df4\u6b0a\u91cd\u3001\u8cc7\u6599\u96c6\u8207\u8a55\u4f30\u5f71\u7247\u5747\u5df2\u516c\u958b\u3002<\/li>\n\n\n\n<li><strong>\u9069\u7528\u5834\u666f<\/strong>\uff1a\u81ea\u52d5\u99d5\u99db\u6a21\u64ec\u3001\u57ce\u5e02\u6578\u4f4d\u5b7f\u751f\u3001\u5f71\u8996\u7d1a\u5834\u666f\u7de8\u8f2f\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>GitHub\uff1a<\/strong> <a href=\"https:\/\/github.com\/shigon255\/BRDFusion\" rel=\"noopener noreferrer\">https:\/\/github.com\/shigon255\/BRDFusion<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u7d50\u5408\u7269\u7406\u6e32\u67d3\u8207\u751f\u6210\u5f0f\u64f4\u6563\u6a21\u578b\uff0c\u628a\u57ce\u5e02\u5f71\u7247\u62c6\u89e3\u70ba\u5e7e\u4f55\u3001\u6750\u8cea\u8207 HDR \u5149\u6e90\uff0c\u652f\u63f4\u591c\u666f\u6a21\u64ec\u8207\u7269\u4ef6\u63d2\u5165\u7b49\u7de8\u8f2f\u61c9\u7528\u3002<\/p>\n","protected":false},"author":8,"featured_media":9182,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ai_generated_summary":"","footnotes":""},"categories":[133,179,33,31,30,38,157,120,76,127,160,149,188,196,197],"tags":[],"class_list":["post-9183","post","type-post","status-publish","format-standard","hentry","category-133","category-nvidia","category-stablediffusion","category-video","category-image","category-38","category-157","category-120","category-76","category-127","category-160","category-149","category-meta","category-196","category-framework"],"_links":{"self":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9183","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/users\/8"}],"replies":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/comments?post=9183"}],"version-history":[{"count":1,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9183\/revisions"}],"predecessor-version":[{"id":9185,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/posts\/9183\/revisions\/9185"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media\/9182"}],"wp:attachment":[{"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/media?parent=9183"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/categories?post=9183"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/infernews.com\/blog\/wp-json\/wp\/v2\/tags?post=9183"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}