{"id":5225,"date":"2026-05-21T14:44:41","date_gmt":"2026-05-21T06:44:41","guid":{"rendered":"https:\/\/www.15zhi.net\/blog\/?p=5225"},"modified":"2026-05-21T14:44:41","modified_gmt":"2026-05-21T06:44:41","slug":"202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-aesthetic-camera-viewpoint-suggestion-with-3d-aesthetic-field","status":"publish","type":"post","link":"https:\/\/www.15zhi.net\/blog\/202605-%e8%ae%ba%e6%96%87%e7%a0%94%e8%af%bb-aesthetic-camera-viewpoint-suggestion-with-3d-aesthetic-field\/","title":{"rendered":"202605 \u8bba\u6587\u7814\u8bfb-Aesthetic Camera Viewpoint Suggestion with 3D Aesthetic Field"},"content":{"rendered":"\n<p>\u4f5c\u8005\uff1a<a href=\"https:\/\/infinitsy.github.io\/\" target=\"_blank\" rel=\"noreferrer noopener\">Sheyang Tang<\/a><sup>1<\/sup>,&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/armin-shafiee\/\" target=\"_blank\" rel=\"noreferrer noopener\">Armin Shafiee Sarvestani<\/a><sup>1<\/sup>,&nbsp;<a href=\"https:\/\/sheyangtang.com\/aesthetic-field\/\" target=\"_blank\" rel=\"noreferrer noopener\">Jialu Xu<\/a><sup>1<\/sup>,&nbsp;<a href=\"https:\/\/www.linkedin.com\/in\/xiaoyu-uwaterloo\/?locale=en\" target=\"_blank\" rel=\"noreferrer noopener\">Xiaoyu Xu<\/a><sup>2<\/sup>,&nbsp;<a href=\"https:\/\/scholar.google.ca\/citations?user=O0PjM4QAAAAJ&amp;hl=en&amp;oi=ao\" target=\"_blank\" rel=\"noreferrer noopener\">Zhou Wang<\/a><sup>1<\/sup><\/p>\n\n\n\n<p>\u6765\u6e90\uff1aCVPR 2026<\/p>\n\n\n\n<p>\u65f6\u95f4\uff1a2026.2.23<\/p>\n\n\n\n<p>\u5355\u4f4d\uff1a<sup>1<\/sup>University of Waterloo,&nbsp;<sup>2<\/sup>City University of Hong Kong<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u80cc\u666f<\/h2>\n\n\n\n<p>\u4f20\u7edf\u56fe\u50cf\u7f8e\u5b66\u4f18\u5316\u591a\u96c6\u4e2d\u5728<strong>\u4e8c\u7ef4\u56fe\u50cf\u5c42\u9762<\/strong>\uff0c\u4f8b\u5982\u88c1\u526a\u3001\u65cb\u8f6c\u3001\u5e73\u79fb\u548c\u6784\u56fe\u8c03\u6574\u3002 \u8fd9\u7c7b\u65b9\u6cd5\u53ea\u80fd\u56de\u7b54\u201c\u8fd9\u5f20\u7167\u7247\u600e\u4e48\u88c1\u66f4\u597d\u201d\uff0c\u4f46\u4e0d\u80fd\u56de\u7b54\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u62cd\u6444\u8005\u5e94\u8be5\u7ad9\u5728\u54ea\u91cc\uff1f<\/li>\n\n\n\n<li>\u76f8\u673a\u5e94\u8be5\u671d\u54ea\u4e2a\u65b9\u5411\uff1f<\/li>\n\n\n\n<li>\u6362\u4e00\u4e2a\u89c2\u5bdf\u4f4d\u7f6e\u540e\uff0c\u6784\u56fe\u662f\u5426\u66f4\u597d\uff1f<\/li>\n<\/ul>\n\n\n\n<p>\u5b9e\u9645\u6444\u5f71\u548c\u89c2\u666f\u8fc7\u7a0b\u4e2d\uff0c\u7f8e\u5b66\u8d28\u91cf\u5f3a\u70c8\u4f9d\u8d56\u4e09\u7ef4\u7a7a\u95f4\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4e3b\u4f53\u662f\u5426\u5b8c\u6574\u53ef\u89c1\uff1b<\/li>\n\n\n\n<li>\u906e\u6321\u5173\u7cfb\u662f\u5426\u51cf\u5c11\uff1b<\/li>\n\n\n\n<li>\u524d\u666f\u3001\u4e2d\u666f\u3001\u80cc\u666f\u662f\u5426\u534f\u8c03\uff1b<\/li>\n\n\n\n<li>\u76f8\u673a\u4f4d\u7f6e\u548c\u671d\u5411\u662f\u5426\u5f62\u6210\u66f4\u597d\u7684\u6784\u56fe\u3002<\/li>\n<\/ul>\n\n\n\n<p>\u56e0\u6b64\uff0c\u8bba\u6587\u5e0c\u671b\u5c06\u201c\u6700\u4f73\u89c6\u89d2\u63a8\u8350\u201d\u4ece<strong>\u4e8c\u7ef4\u56fe\u50cf\u8c03\u6574\u95ee\u9898<\/strong>\u8f6c\u5316\u4e3a<strong>\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u89c6\u89d2\u4f18\u5316\u95ee\u9898<\/strong>\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u8d21\u732e<\/h2>\n\n\n\n<p>1\u3001\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u4efb\u52a1\uff1a\u7a00\u758f\u89c2\u6d4b\u6761\u4ef6\u4e0b\u7684\u4e09\u7ef4\u611f\u77e5\u7f8e\u5b66\u89c6\u89d2\u63a8\u8350\u3002<\/p>\n\n\n\n<p>2\u3001\u8bba\u6587\u63d0\u51fa\u4e86 3D Aesthetic Field\u3002\u5b83\u628a\u4e8c\u7ef4\u7f8e\u5b66\u6a21\u578b\u4e2d\u7684\u5ba1\u7f8e\u77e5\u8bc6\u84b8\u998f\u52303D Gaussian Splatting\u8868\u793a\u4e2d\uff0c\u4f7f\u4e09\u7ef4\u573a\u666f\u4e2d\u7684\u4e0d\u540c\u4f4d\u7f6e\u3001\u4e0d\u540c\u671d\u5411\u90fd\u53ef\u4ee5\u88ab\u8d4b\u4e88\u5ba1\u7f8e\u8bc4\u5206\u3002\u8bba\u6587\u8ba4\u4e3a\uff0c\u8fd9\u4e2a\u7f8e\u5b66\u573a\u53ef\u4ee5\u7edf\u4e00\u4e8c\u7ef4\u7f8e\u5b66\u611f\u77e5\u548c\u4e09\u7ef4\u51e0\u4f55\u7406\u89e3\uff0c\u4ece\u800c\u5efa\u6a21\u89c6\u89d2\u4e4b\u95f4\u7684\u5ba1\u7f8e\u53d8\u5316\u3002<\/p>\n\n\n\n<p>3\u3001\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u7c97\u5230\u7ec6\u7684\u4e24\u9636\u6bb5\u641c\u7d22\u6d41\u7a0b\u3002\u7b2c\u4e00\u9636\u6bb5\u5728\u8f93\u5165\u8f68\u8ff9\u9644\u8fd1\u7c97\u91c7\u6837\u4e00\u6279\u5019\u9009\u89c6\u89d2\uff0c\u7b2c\u4e8c\u9636\u6bb5\u7528\u68af\u5ea6\u4e0a\u5347\u5bf9\u5019\u9009\u89c6\u89d2\u8fdb\u884c\u5c40\u90e8\u4f18\u5316\uff0c\u4ece\u800c\u627e\u5230\u5ba1\u7f8e\u8bc4\u5206\u66f4\u9ad8\u7684\u89c6\u89d2\u3002\u8fd9\u4e2a\u8bbe\u8ba1\u907f\u514d\u4e86\u5f3a\u5316\u5b66\u4e60\u5f0f\u7684\u9ad8\u6210\u672c\u63a2\u7d22\u3002<\/p>\n\n\n\n<p>4\u3001\u8bba\u6587\u5728RE10k\u548cDL3DV\u4e24\u4e2a\u6570\u636e\u96c6\u4e0a\u8fdb\u884c\u4e86\u5b9e\u9a8c\uff0c\u9a8c\u8bc1\u4e86\u8be5\u65b9\u6cd5\u5728\u201c\u65b0\u89c6\u89d2\u7f8e\u5b66\u9884\u6d4b\u201d\u548c\u201c\u6700\u4f73\u89c6\u89d2\u63a8\u8350\u201d\u4e24\u4e2a\u4efb\u52a1\u4e0a\u90fd\u4f18\u4e8e\u57fa\u7ebf\u65b9\u6cd5\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u65b9\u6cd5<\/h2>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"692\" height=\"361\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-51.png\" alt=\"\" class=\"wp-image-5233\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-51.png 692w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-51-300x157.png 300w\" sizes=\"auto, (max-width: 692px) 100vw, 692px\" \/><\/figure>\n\n\n\n<p><strong>\u8f93\u5165<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8f93\u5165\u5185\u5bb9\u5305\u62ec\uff1a\n<ul class=\"wp-block-list\">\n<li>\u591a\u5f20\u7a00\u758fRGB\u56fe\u50cf\uff1b<\/li>\n\n\n\n<li>\u6bcf\u5f20\u56fe\u50cf\u5bf9\u5e94\u7684\u76f8\u673a\u5185\u53c2\u548c\u5916\u53c2\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u51e0\u4f55\u5efa\u6a21\u5206\u652f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Encoder<\/strong> \u63d0\u53d6\u6bcf\u5f20RGB\u56fe\u50cf\u7684\u89c6\u89c9\u7279\u5f81\u3002 \u7136\u540e\u4f7f\u7528 <strong>Multi-view Transformer<\/strong> \u878d\u5408\u4e0d\u540c\u89c6\u89d2\u4e4b\u95f4\u7684\u4fe1\u606f\u3002 \u63a5\u7740\u901a\u8fc7 <strong>plane-sweep \u805a\u5408<\/strong> \u548c <strong>\u5355\u76ee\u6df1\u5ea6\u7ebf\u7d22<\/strong> \u9884\u6d4b\u6bcf\u4e2a\u50cf\u7d20\u7684\u6df1\u5ea6\uff1a\n<ul class=\"wp-block-list\">\n<li>plane-sweep \u7528\u4e8e\u591a\u89c6\u89d2\u7279\u5f81\u5339\u914d\uff1b<\/li>\n\n\n\n<li>\u5355\u76ee\u6df1\u5ea6\u7ebf\u7d22\u7528\u4e8e\u8865\u5145\u4f4e\u7eb9\u7406\u3001\u906e\u6321\u3001\u53cd\u5149\u7b49\u533a\u57df\u7684\u6df1\u5ea6\u4f30\u8ba1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p>\u5f97\u5230\u6df1\u5ea6\u540e\uff0c\u5c06\u4e8c\u7ef4\u50cf\u7d20\u53cd\u6295\u5f71\u5230\u4e09\u7ef4\u7a7a\u95f4\uff0c\u751f\u6210\u4e09\u7ef4\u9ad8\u65af\u70b9\u7684\u4f4d\u7f6e\u3002 DPT Head \u8fdb\u4e00\u6b65\u9884\u6d4b\u6bcf\u4e2a\u9ad8\u65af\u70b9\u7684\uff1a\u989c\u8272\u3001\u900f\u660e\u5ea6\u3001\u5f62\u72b6\u3001\u65b9\u5411\u3001\u534f\u65b9\u5dee\u53c2\u6570\u3002<\/p>\n\n\n\n<p><strong>\u7f8e\u5b66\u7279\u5f81\u84b8\u998f\u5206\u652f<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u6ca1\u6709\u76f4\u63a5\u91c7\u7528\u201c\u6e32\u67d3RGB\u56fe\u50cf \u2192 \u7f8e\u5b66\u6a21\u578b\u6253\u5206\u201d\u7684\u65b9\u5f0f\uff0c\u539f\u56e0\u662f\uff1a\n<ul class=\"wp-block-list\">\n<li>\u65b0\u89c6\u89d2RGB\u6e32\u67d3\u53ef\u80fd\u5b58\u5728\u4f2a\u5f71\uff1b<\/li>\n\n\n\n<li>\u4e8c\u7ef4\u7f8e\u5b66\u6a21\u578b\u5bf9\u50cf\u7d20\u6270\u52a8\u8f83\u654f\u611f\uff1b<\/li>\n\n\n\n<li>\u76f8\u90bb\u89c6\u89d2\u53ef\u80fd\u51fa\u73b0\u8bc4\u5206\u4e0d\u7a33\u5b9a\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u56e0\u6b64\uff0c\u8bba\u6587\u4f7f\u7528\u4e00\u4e2a\u9884\u8bad\u7ec3\u4e8c\u7ef4\u7f8e\u5b66\u6a21\u578b\u4f5c\u4e3a teacher\uff0cteacher \u4ece\u771f\u5b9e\u56fe\u50cf\u4e2d\u63d0\u53d6\u4e2d\u95f4\u5c42\u7f8e\u5b66\u7279\u5f81\uff0c\u7f51\u7edc\u5b66\u4e60\u4e3a\u6bcf\u4e2a\u4e09\u7ef4\u9ad8\u65af\u70b9\u9884\u6d4b\u4e00\u4e2a\u7f8e\u5b66 embedding\u3002<\/li>\n\n\n\n<li>\u6bcf\u4e2a\u4e09\u7ef4\u9ad8\u65af\u70b9\u4e0d\u4ec5\u5305\u542b\u51e0\u4f55\u548c\u989c\u8272\u4fe1\u606f\uff0c\u8fd8\u5305\u542b\u7f8e\u5b66\u7279\u5f81\uff1aGaussian = \u4f4d\u7f6e + \u5f62\u72b6 + \u900f\u660e\u5ea6 + \u989c\u8272 + \u7f8e\u5b66\u7279\u5f81<\/li>\n<\/ul>\n\n\n\n<p><strong>\u89c6\u89d2\u8bc4\u5206<\/strong><\/p>\n\n\n\n<p>\u7ed9\u5b9a\u4e00\u4e2a\u5019\u9009\u76f8\u673a\u89c6\u89d2\uff0c\u7cfb\u7edf\u4f1a\u4ece\u8be5\u89c6\u89d2\u6e32\u67d3\u51fa\u4e00\u5f20<strong>\u7f8e\u5b66\u7279\u5f81\u56fe<\/strong>\uff0c \u8fd9\u5f20\u56fe\u7528\u4e8e\u7f8e\u5b66\u8bc4\u5206\u7684\u4e2d\u95f4\u7279\u5f81\u8868\u793a\uff0c \u7f8e\u5b66\u7279\u5f81\u56fe\u518d\u8f93\u5165 aesthetic decoder\uff0c\u8f93\u51fa\u8be5\u5019\u9009\u89c6\u89d2\u7684\u7f8e\u5b66\u5206\u6570\u3002<\/p>\n\n\n\n<p><strong>\u6700\u4f73\u89c6\u89d2\u641c\u7d22<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u91c7\u7528\u4e24\u9636\u6bb5\u641c\u7d22\u7b56\u7565\u3002<\/p>\n\n\n\n<p><strong>\u7b2c\u4e00\u9636\u6bb5\uff1a\u7c97\u91c7\u6837<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u6cbf\u8f93\u5165\u76f8\u673a\u8f68\u8ff9\u91c7\u6837\u591a\u4e2a\u5019\u9009\u89c6\u89d2\uff1b<\/li>\n\n\n\n<li>\u5728\u5019\u9009\u70b9\u9644\u8fd1\u52a0\u5165\u5c0f\u8303\u56f4\u5e73\u79fb\u548c\u65cb\u8f6c\u6270\u52a8\uff1b<\/li>\n\n\n\n<li>\u5bf9\u6240\u6709\u5019\u9009\u89c6\u89d2\u8fdb\u884c\u7f8e\u5b66\u8bc4\u5206\uff1b<\/li>\n\n\n\n<li>\u9009\u53d6\u5f97\u5206\u6700\u9ad8\u7684\u82e5\u5e72\u89c6\u89d2\u8fdb\u5165\u4e0b\u4e00\u9636\u6bb5\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u7b2c\u4e8c\u9636\u6bb5\uff1a\u68af\u5ea6\u4e0a\u5347\u4f18\u5316<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5c06\u76f8\u673a\u4f4d\u7f6e\u548c\u671d\u5411\u4f5c\u4e3a\u53ef\u4f18\u5316\u53d8\u91cf\uff1b<\/li>\n\n\n\n<li>\u4f18\u5316\u5185\u5bb9\u5305\u62ec\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4e09\u7ef4\u4f4d\u7f6e\uff1b<\/li>\n\n\n\n<li>yaw\uff1b<\/li>\n\n\n\n<li>pitch\uff1b<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e0d\u4f18\u5316 roll\uff0c\u56e0\u4e3a\u666e\u901a\u6444\u5f71\u4e2d\u76f8\u673a\u6a2a\u6eda\u89d2\u901a\u5e38\u4e0d\u662f\u4e3b\u8981\u8c03\u6574\u9879\u3002<\/li>\n\n\n\n<li>\u901a\u8fc7\u68af\u5ea6\u4e0a\u5347\u4e0d\u65ad\u63d0\u9ad8\u7f8e\u5b66\u8bc4\u5206\uff0c\u6700\u7ec8\u5f97\u5230\u63a8\u8350\u89c6\u89d2\u3002<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5b9e\u9a8c<\/h2>\n\n\n\n<p><strong>\u5b9e\u9a8c\u8bbe\u7f6e<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u4e24\u4e2a\u6570\u636e\u96c6\uff1a\n<ul class=\"wp-block-list\">\n<li><strong>RealEstate10k\uff08RE10k\uff09<\/strong>\uff1b<\/li>\n\n\n\n<li><strong>DL3DV<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u8f93\u5165\u8bbe\u7f6e\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u75282\u30014\u30016\u4e2a\u8f93\u5165\u89c6\u89d2\uff1b<\/li>\n\n\n\n<li>\u9884\u6d4b\u672a\u89c1\u89c6\u89d2\u7684\u7f8e\u5b66\u8d28\u91cf\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u9aa8\u5e72\u7f51\u7edc\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528 DepthSplat \u4f5c\u4e3a\u524d\u9988\u5f0f 3D Gaussian Splatting backbone\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u7f8e\u5b66 teacher\uff1a\n<ul class=\"wp-block-list\">\n<li>\u4f7f\u7528\u9884\u8bad\u7ec3\u7f8e\u5b66\u6a21\u578b VEN\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e3b\u8981\u8bc4\u4ef7\u4efb\u52a1\uff1a\n<ul class=\"wp-block-list\">\n<li>\u65b0\u89c6\u89d2\u7f8e\u5b66\u9884\u6d4b\uff1b<\/li>\n\n\n\n<li>\u6700\u4f73\u89c6\u89d2\u63a8\u8350\uff1b<\/li>\n\n\n\n<li>\u68af\u5ea6\u4f18\u5316\u6709\u6548\u6027\uff1b<\/li>\n\n\n\n<li>\u6d88\u878d\u5b9e\u9a8c\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u4e3b\u8981\u8bc4\u4ef7\u6307\u6807\uff1a\n<ul class=\"wp-block-list\">\n<li>PLCC\uff1a\u9884\u6d4b\u5206\u6570\u4e0e\u771f\u5b9e\u5206\u6570\u7684\u7ebf\u6027\u76f8\u5173\u6027\uff1b<\/li>\n\n\n\n<li>SRCC\uff1a\u9884\u6d4b\u5206\u6570\u4e0e\u771f\u5b9e\u5206\u6570\u7684\u6392\u5e8f\u76f8\u5173\u6027\uff1b<\/li>\n\n\n\n<li>VEN \/ SAMPNet \u7f8e\u5b66\u8bc4\u5206\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"546\" height=\"571\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-57.png\" alt=\"\" class=\"wp-image-5242\" style=\"width:317px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-57.png 546w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-57-287x300.png 287w\" sizes=\"auto, (max-width: 546px) 100vw, 546px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u8bba\u6587\u9996\u5148\u8bc4\u4f30\u6a21\u578b\u662f\u5426\u80fd\u591f\u51c6\u786e\u9884\u6d4b<strong>\u672a\u89c1\u89c6\u89d2\u7684\u7f8e\u5b66\u8d28\u91cf<\/strong>\u3002\u5b9e\u9a8c\u7ed3\u679c\u663e\u793a\uff0c\u8bba\u6587\u65b9\u6cd5\u5728\u4e0d\u540c\u8f93\u5165\u89c6\u89d2\u6570\u91cf\u4e0b\u90fd\u660e\u663e\u4f18\u4e8e RGB-scoring baseline\u3002\u4ee5 4 \u4e2a\u8f93\u5165\u89c6\u89d2\u4e3a\u4f8b\uff0c\u5728 RE10k \u4e0a\uff0cRGB baseline \u7684 PLCC \/ SRCC \u4e3a <strong>0.657 \/ 0.633<\/strong>\uff0c\u800c\u8bba\u6587\u65b9\u6cd5\u63d0\u5347\u5230 <strong>0.796 \/ 0.758<\/strong>\uff1b\u5728 DL3DV \u4e0a\uff0cRGB baseline \u4e3a <strong>0.513 \/ 0.481<\/strong>\uff0c\u8bba\u6587\u65b9\u6cd5\u63d0\u5347\u5230 <strong>0.722 \/ 0.682<\/strong>\u3002\u8fd9\u8bf4\u660e\u8bba\u6587\u63d0\u51fa\u7684\u7279\u5f81\u7ea7 3D Aesthetic Field \u76f8\u6bd4\u76f4\u63a5\u6e32\u67d3 RGB \u56fe\u50cf\u518d\u8bc4\u5206\uff0c\u66f4\u80fd\u7a33\u5b9a\u9884\u6d4b\u65b0\u89c6\u89d2\u7684\u7f8e\u5b66\u8d28\u91cf\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"865\" height=\"485\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-59.png\" alt=\"\" class=\"wp-image-5245\" style=\"width:508px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-59.png 865w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-59-300x168.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-59-768x431.png 768w\" sizes=\"auto, (max-width: 865px) 100vw, 865px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u5728\u6700\u4f73\u89c6\u89d2\u63a8\u8350\u5b9e\u9a8c\u4e2d\uff0c\u8bba\u6587\u6bd4\u8f83\u4e86\u591a\u79cd\u65b9\u6cd5\uff0c\u8bba\u6587\u65b9\u6cd5\u5728 RE10k \u548c DL3DV \u4e0a\u90fd\u53d6\u5f97\u4e86\u66f4\u9ad8\u7684 VEN \/ SAMPNet \u7f8e\u5b66\u8bc4\u5206\u3002\u4f8b\u5982\u5728 RE10k \u6570\u636e\u96c6\u4e0a\uff0c\u4f7f\u7528 2 \u4e2a\u8f93\u5165\u89c6\u89d2\u65f6\uff0c\u8bba\u6587\u65b9\u6cd5\u7684 VEN \/ SAMPNet \u8bc4\u5206\u8fbe\u5230 <strong>1.89 \/ 2.40<\/strong>\uff0c\u9ad8\u4e8e\u76f4\u63a5 RGB baseline\u3001\u5e73\u79fb\u3001\u65cb\u8f6c\u4ee5\u53ca\u5176\u4ed6\u5355\u56fe\u89c6\u89d2\u8c03\u6574\u65b9\u6cd5\uff1b\u4f7f\u7528 6 \u4e2a\u8f93\u5165\u89c6\u89d2\u65f6\uff0c\u8bba\u6587\u65b9\u6cd5\u8fdb\u4e00\u6b65\u8fbe\u5230 <strong>2.20 \/ 2.49<\/strong>\u3002\u8fd9\u8bf4\u660e\u8bba\u6587\u65b9\u6cd5\u63a8\u8350\u51fa\u7684\u89c6\u89d2\u5728\u6784\u56fe\u8d28\u91cf\u3001\u4e3b\u4f53\u5448\u73b0\u548c\u753b\u9762\u5e73\u8861\u65b9\u9762\u66f4\u4f18\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"943\" height=\"523\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-60.png\" alt=\"\" class=\"wp-image-5246\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-60.png 943w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-60-300x166.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-60-768x426.png 768w\" sizes=\"auto, (max-width: 943px) 100vw, 943px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u9664\u4e86\u6570\u503c\u6307\u6807\uff0c\u8bba\u6587\u8fd8\u901a\u8fc7\u5b9a\u6027\u7ed3\u679c\u5c55\u793a\u4e86\u4e0d\u540c\u65b9\u6cd5\u63a8\u8350\u89c6\u89d2\u7684\u89c6\u89c9\u5dee\u5f02\u3002\u5355\u56fe\u8c03\u6574\u65b9\u6cd5\u901a\u5e38\u53ea\u80fd\u56f4\u7ed5\u539f\u59cb\u56fe\u50cf\u505a\u6709\u9650\u7684\u5e73\u79fb\u3001\u65cb\u8f6c\u6216\u88c1\u526a\uff0c\u56e0\u6b64\u5bb9\u6613\u53d7\u5230\u539f\u59cb\u89c6\u89d2\u9650\u5236\u3002\u4f8b\u5982\uff0c\u5982\u679c\u539f\u56fe\u4e2d\u5b58\u5728\u906e\u6321\u7269\u3001\u4e3b\u4f53\u504f\u79fb\u6216\u7a7a\u95f4\u5173\u7cfb\u4e0d\u534f\u8c03\uff0c\u4e8c\u7ef4\u8c03\u6574\u65b9\u6cd5\u5f88\u96be\u771f\u6b63\u6539\u53d8\u89c2\u770b\u89d2\u5ea6\u3002<\/li>\n\n\n\n<li>\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u8bba\u6587\u65b9\u6cd5\u80fd\u591f\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u91cd\u65b0\u9009\u62e9\u76f8\u673a\u4f4d\u7f6e\u548c\u89c2\u5bdf\u65b9\u5411\uff0c\u56e0\u6b64\u53ef\u4ee5\u83b7\u5f97\u66f4\u52a0\u5e73\u8861\u7684\u6784\u56fe\u3002\u8bf4\u660e3D Aesthetic Field \u7684\u4f18\u52bf\u4e0d\u53ea\u662f\u8bc4\u5206\u66f4\u9ad8\uff0c\u66f4\u91cd\u8981\u7684\u662f\u5b83\u5177\u5907\u771f\u6b63\u7684\u4e09\u7ef4\u7a7a\u95f4\u641c\u7d22\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"821\" height=\"423\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-61.png\" alt=\"\" class=\"wp-image-5247\" style=\"width:499px;height:auto\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-61.png 821w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-61-300x155.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-61-768x396.png 768w\" sizes=\"auto, (max-width: 821px) 100vw, 821px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u679c\u53ef\u89c6\u5316\u4e86\u4e0d\u540c\u5019\u9009\u89c6\u89d2\u5728\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u7f8e\u5b66\u5206\u5e03\u3002\u5b83\u8bf4\u660e\u540c\u4e00\u573a\u666f\u5728\u4e0d\u540c\u4f4d\u7f6e\u548c\u671d\u5411\u4e0b\u5177\u6709\u4e0d\u540c\u7684\u5ba1\u7f8e\u8d28\u91cf\uff0c\u89c6\u89d2\u63a8\u8350\u672c\u8d28\u4e0a\u4e0d\u662f\u4e8c\u7ef4\u56fe\u50cf\u8c03\u6574\uff0c\u800c\u662f\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u8fde\u7eed\u4ef7\u503c\u641c\u7d22\u95ee\u9898\u3002<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"796\" height=\"218\" src=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-62.png\" alt=\"\" class=\"wp-image-5248\" srcset=\"https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-62.png 796w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-62-300x82.png 300w, https:\/\/www.15zhi.net\/blog\/wp-content\/uploads\/2026\/05\/image-62-768x210.png 768w\" sizes=\"auto, (max-width: 796px) 100vw, 796px\" \/><\/figure>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7ed3\u679c\u5c55\u793a\u4e86\u68af\u5ea6\u4e0a\u5347\u4f18\u5316\u8fc7\u7a0b\u3002\u8bba\u6587\u65b9\u6cd5\u80fd\u591f\u9010\u6b65\u8c03\u6574\u76f8\u673a\u4f4d\u7f6e\u548c\u89c2\u5bdf\u65b9\u5411\uff0c\u4f7f\u753b\u9762\u6784\u56fe\u66f4\u52a0\u534f\u8c03\uff1b\u800c\u57fa\u4e8e RGB \u7684\u4f18\u5316\u7531\u4e8e\u5206\u6570\u6ce2\u52a8\u8f83\u5927\uff0c\u5bb9\u6613\u51fa\u73b0\u4e0d\u7a33\u5b9a\u6216\u4e0d\u5408\u7406\u7684\u66f4\u65b0\u3002\u8bf4\u660e 3D Aesthetic Field \u4e0d\u4ec5\u80fd\u4e3a\u89c6\u89d2\u6253\u5206\uff0c\u8fd8\u80fd\u63d0\u4f9b\u53ef\u4f18\u5316\u7684\u65b9\u5411<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u5c40\u9650\u4e0e\u542f\u53d1<\/h2>\n\n\n\n<p><strong>\u5c40\u9650<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65b9\u6cd5\u4f9d\u8d56\u76f8\u673a\u4f4d\u59ff\uff0c\u9700\u8981\u5df2\u77e5\u6216\u4f30\u8ba1\u6bcf\u5f20\u8f93\u5165\u56fe\u50cf\u7684\u76f8\u673a\u53c2\u6570\uff1b<\/li>\n\n\n\n<li>\u4e09\u7ef4\u91cd\u5efa\u8d28\u91cf\u4f1a\u5f71\u54cd\u6700\u7ec8\u63a8\u8350\u6548\u679c\uff1b<\/li>\n\n\n\n<li>\u5982\u679c\u8f93\u5165\u89c6\u89d2\u8986\u76d6\u4e0d\u8db3\uff0c\u7cfb\u7edf\u53ef\u80fd\u65e0\u6cd5\u53d1\u73b0\u672a\u88ab\u89c2\u6d4b\u533a\u57df\u4e2d\u7684\u66f4\u4f18\u89c6\u89d2\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>\u542f\u53d1<\/strong><\/p>\n\n\n\n<p>\u8bba\u6587\u4e3a\u672c\u9879\u76ee\u63d0\u4f9b\u4e86\u4e00\u79cd\u66f4\u5177\u542f\u53d1\u6027\u7684\u7814\u7a76\u8303\u5f0f\uff1a<strong>\u5c06\u89c2\u666f\u4f53\u9a8c\u4ece\u79bb\u6563\u70b9\u4f4d\u63a8\u8350\u63d0\u5347\u4e3a\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u53ef\u8ba1\u7b97\u3001\u53ef\u4f18\u5316\u3001\u53ef\u89e3\u91ca\u7684\u89c6\u89d2\u4ef7\u503c\u5efa\u6a21\u95ee\u9898\u3002<\/strong> \u5728\u6b64\u57fa\u7840\u4e0a\uff0c\u672c\u9879\u76ee\u53ef\u4ee5\u8fdb\u4e00\u6b65\u628a\u89c6\u89c9\u7f8e\u5b66\u3001\u6587\u5316\u77e5\u8bc6\u63a8\u7406\u548c\u5b9e\u65f6\u5bfc\u89c8\u51b3\u7b56\u7ed3\u5408\u8d77\u6765\uff0c\u5f62\u6210\u201c\u770b\u4ec0\u4e48\u3001\u5728\u54ea\u91cc\u770b\u3001\u4e3a\u4ec0\u4e48\u8fd9\u6837\u770b\u3001\u5982\u4f55\u5f15\u5bfc\u6e38\u5ba2\u79fb\u52a8\u201d\u7684\u5b8c\u6574\u6280\u672f\u95ed\u73af\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f5c\u8005\uff1aSheyang Tang1,&nbsp;Armin Shafiee Sarvestani1,&nbsp; [&hellip;]<\/p>\n","protected":false},"author":70,"featured_media":0,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-5225","post","type-post","status-publish","format-standard","hentry","category-events"],"_links":{"self":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/users\/70"}],"replies":[{"embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/comments?post=5225"}],"version-history":[{"count":3,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5225\/revisions"}],"predecessor-version":[{"id":5250,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/posts\/5225\/revisions\/5250"}],"wp:attachment":[{"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/media?parent=5225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/categories?post=5225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.15zhi.net\/blog\/wp-json\/wp\/v2\/tags?post=5225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}