{"id":3185,"date":"2025-03-27T17:35:19","date_gmt":"2025-03-27T09:35:19","guid":{"rendered":"https:\/\/www.feeoo.fun\/?p=3185"},"modified":"2025-03-25T17:41:29","modified_gmt":"2025-03-25T09:41:29","slug":"syuthlight","status":"publish","type":"post","link":"https:\/\/www.feeoo.fun\/index.php\/2025\/03\/27\/syuthlight\/","title":{"rendered":"Syuthlight\u8d85\u5199\u5b9e\u5934\u50cf\u518d\u751f\u6210\uff0c\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u91cd\u65b0\u7167\u660e\u5408\u6210"},"content":{"rendered":"<figure style=\"width:500px;\" class=\"wp-block-post-featured-image\"><img decoding=\"async\" width=\"750\" height=\"513\" data-src=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/vbfhc.jpg\" class=\"attachment-post-thumbnail size-post-thumbnail wp-post-image lazyload\" alt=\"\" style=\"--smush-placeholder-width: 750px; --smush-placeholder-aspect-ratio: 750\/513;object-fit:cover;\" data-srcset=\"https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/vbfhc.jpg 750w, https:\/\/www.feeoo.fun\/wp-content\/uploads\/2025\/03\/vbfhc-300x205.jpg 300w\" data-sizes=\"(max-width: 750px) 100vw, 750px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/figure>\n\n\n<p>SynthLight \u7684\u6280\u672f\u3002\u5b83\u662f\u4e00\u79cd\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u8096\u50cf\u91cd\u7167\u660e\u7b97\u6cd5\u6846\u67b6\uff0c\u80fd\u751f\u6210\u5404\u79cd\u771f\u5b9e\u573a\u666f\u4e0b\u8096\u50cf\u7167\u7247\u7684\u5149\u7167\u6548\u679c\uff0c\u50cf\u955c\u9762\u9ad8\u5149\u3001\u6295\u5c04\u9634\u5f71\u90fd\u80fd\u5b9e\u73b0\uff0c\u5e76\u4e14\u5728\u5904\u7406\u8fc7\u7a0b\u4e2d\u8fd8\u80fd\u5f88\u597d\u5730\u4fdd\u7559\u4eba\u7269\u9762\u90e8\u7279\u5f81\uff0c\u9002\u7528\u6027\u5e7f\u6cdb\uff0c\u4e0d\u540c\u80a4\u8272\u7684\u8096\u50cf\u90fd\u80fd\u9002\u7528\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u8bba\u6587\u300aSynthLight: Portrait Relighting with Diffusion Model by Learning to Re-render Synthetic Faces\u300b\u7684\u63a8\u6d4b\u6027\u603b\u7ed3\uff08\u6ce8\uff1a\u5b9e\u9645\u5185\u5bb9\u9700\u4ee5\u8bba\u6587\u539f\u6587\u4e3a\u51c6\uff09\uff1a<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7814\u7a76\u80cc\u666f<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u7814\u7a76\u95ee\u9898<\/strong><br>\u672c\u6587\u65e8\u5728\u89e3\u51b3<strong>\u8096\u50cf\u56fe\u50cf\u7684\u5149\u7167\u7f16\u8f91<\/strong>\u95ee\u9898\uff0c\u5373\u901a\u8fc7\u7b97\u6cd5\u8c03\u6574\u8f93\u5165\u8096\u50cf\u7684\u5149\u7167\u6761\u4ef6\uff08\u5982\u5149\u6e90\u65b9\u5411\u3001\u5f3a\u5ea6\u3001\u8272\u6e29\uff09\uff0c\u751f\u6210\u81ea\u7136\u4e14\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u7684\u91cd\u5149\u7167\u6548\u679c\u3002\u4f20\u7edf\u65b9\u6cd5\u4f9d\u8d56\u624b\u5de5\u7279\u5f81\u6216\u7269\u7406\u6a21\u578b\uff0c\u96be\u4ee5\u5904\u7406\u590d\u6742\u5149\u7167\u573a\u666f\uff1b\u57fa\u4e8e\u5b66\u4e60\u7684\u6a21\u578b\u5219\u9762\u4e34\u751f\u6210\u8d28\u91cf\u4e0e\u8ba1\u7b97\u6548\u7387\u7684\u6311\u6218\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7814\u7a76\u96be\u70b9<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5149\u7167\u4e00\u81f4\u6027<\/strong>\uff1a\u5728\u8c03\u6574\u5149\u7167\u65f6\u4fdd\u6301\u8096\u50cf\u7684\u51e0\u4f55\u7ed3\u6784\u3001\u6750\u8d28\u7ec6\u8282\u548c\u9634\u5f71\u5173\u7cfb\u7684\u5408\u7406\u6027\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6cdb\u5316\u80fd\u529b<\/strong>\uff1a\u6a21\u578b\u9700\u9002\u5e94\u672a\u89c1\u8fc7\u7684\u5149\u7167\u6761\u4ef6\uff0c\u800c\u975e\u4ec5\u9650\u4e8e\u8bad\u7ec3\u6570\u636e\u4e2d\u7684\u7279\u5b9a\u573a\u666f\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9e\u65f6\u6027<\/strong>\uff1a\u5728\u4ea4\u4e92\u5f0f\u5e94\u7528\uff08\u5982\u865a\u62df\u8bd5\u5986\u3001\u5f71\u89c6\u7279\u6548\uff09\u4e2d\u9700\u652f\u6301\u9ad8\u6548\u63a8\u7406\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u76f8\u5173\u5de5\u4f5c<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u57fa\u4e8e\u7269\u7406\u7684\u5149\u7167\u6a21\u578b<\/strong>\uff1a\u5982\u57fa\u4e8e\u7403\u8c10\u51fd\u6570\u7684\u5149\u7167\u5206\u89e3\uff0c\u4f46\u7075\u6d3b\u6027\u5dee\u4e14\u96be\u4ee5\u7f16\u8f91\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u57fa\u4e8e\u56fe\u50cf\u7684\u98ce\u683c\u8fc1\u79fb<\/strong>\uff1a\u5982CycleGAN\uff0c\u4f46\u7f3a\u4e4f\u5bf9\u5149\u7167\u7269\u7406\u7279\u6027\u7684\u5efa\u6a21\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6269\u6563\u6a21\u578b\u5e94\u7528<\/strong>\uff1a\u5728\u56fe\u50cf\u751f\u6210\u4e2d\u8868\u73b0\u4f18\u5f02\uff0c\u4f46\u5c1a\u672a\u5145\u5206\u63a2\u7d22\u5149\u7167\u7f16\u8f91\u4efb\u52a1\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7814\u7a76\u65b9\u6cd5<\/strong><\/h2>\n\n\n\n<p>\u672c\u6587\u63d0\u51fa \u200b<strong>SynthLight<\/strong>\uff0c\u4e00\u79cd\u57fa\u4e8e<strong>\u6269\u6563\u6a21\u578b\u7684\u8096\u50cf\u91cd\u5149\u7167\u6846\u67b6<\/strong>\uff0c\u6838\u5fc3\u521b\u65b0\u5982\u4e0b\uff1a<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">1. \u200b<strong>\u5408\u6210\u6570\u636e\u9a71\u52a8\u7684\u5b66\u4e60<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5408\u6210\u6570\u636e\u751f\u6210<\/strong>\uff1a<br>\u4f7f\u75283D\u4eba\u8138\u6a21\u578b\uff08\u5982FLAME\u3001300-VW\uff09\u548c\u7269\u7406\u5149\u7167\u6a21\u62df\u5668\uff08\u5982Radiance\uff09\u751f\u6210\u5927\u89c4\u6a21\u5408\u6210\u8096\u50cf\u6570\u636e\u96c6\uff0c\u8986\u76d6\u591a\u6837\u5316\u7684\u4eba\u8138\u5f62\u72b6\u3001\u7eb9\u7406\u548c\u5149\u7167\u6761\u4ef6\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6570\u636e\u589e\u5f3a<\/strong>\uff1a<br>\u901a\u8fc7\u968f\u673a\u7ec4\u5408\u5149\u7167\u53c2\u6570\uff08\u5982HDR\u73af\u5883\u5149\u3001\u5c40\u90e8\u5149\u6e90\uff09\u548c\u4eba\u8138\u5c5e\u6027\uff08\u5982\u8868\u60c5\u3001\u59ff\u6001\uff09\uff0c\u589e\u5f3a\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">2. \u200b<strong>\u6269\u6563\u6a21\u578b\u67b6\u6784<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u4e24\u9636\u6bb5\u8bad\u7ec3<\/strong>\uff1a\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u9884\u8bad\u7ec3\u9636\u6bb5<\/strong>\uff1a\u5728\u5408\u6210\u6570\u636e\u4e0a\u8bad\u7ec3\u57fa\u7840\u6269\u6563\u6a21\u578b\uff0c\u5b66\u4e60\u4ece\u566a\u58f0\u5230\u9ad8\u8d28\u91cf\u8096\u50cf\u7684\u6620\u5c04\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5149\u7167\u9002\u914d\u9636\u6bb5<\/strong>\uff1a\u901a\u8fc7\u6761\u4ef6\u6269\u6563\uff08Conditional Diffusion\uff09\u6ce8\u5165\u5149\u7167\u53c2\u6570\uff08\u5982\u5149\u6e90\u65b9\u5411\u3001\u5f3a\u5ea6\uff09\uff0c\u5f15\u5bfc\u6a21\u578b\u751f\u6210\u7279\u5b9a\u5149\u7167\u4e0b\u7684\u8096\u50cf\u3002<\/li>\n<\/ol>\n<\/li>\n\n\n\n<li>\u200b<strong>\u9690\u7a7a\u95f4\u63a7\u5236<\/strong>\uff1a<br>\u5c06\u5149\u7167\u53c2\u6570\u7f16\u7801\u4e3a\u9690\u5411\u91cf\uff0c\u4e0e\u56fe\u50cf\u6269\u6563\u8fc7\u7a0b\u8054\u5408\u4f18\u5316\uff0c\u5b9e\u73b0\u5149\u7167\u4e0e\u5185\u5bb9\u7684\u89e3\u8026\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">3. \u200b<strong>\u5149\u7167\u7f16\u8f91\u4e0e\u63a8\u7406<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u96f6\u6837\u672c\u7f16\u8f91<\/strong>\uff1a<br>\u901a\u8fc7\u4fee\u6539\u8f93\u5165\u5149\u7167\u53c2\u6570\uff0c\u76f4\u63a5\u751f\u6210\u65b0\u5149\u7167\u6761\u4ef6\u4e0b\u7684\u8096\u50cf\uff0c\u65e0\u9700\u5fae\u8c03\u6a21\u578b\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6df7\u5408\u5149\u7167<\/strong>\uff1a<br>\u652f\u6301\u591a\u5149\u6e90\u53e0\u52a0\u6216\u6e10\u53d8\u8fc7\u6e21\uff08\u5982\u81ea\u7136\u5149+\u6696\u8272\u8865\u5149\uff09\uff0c\u589e\u5f3a\u573a\u666f\u771f\u5b9e\u611f\u3002<\/li>\n<\/ul>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u6570\u636e\u96c6<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5408\u6210\u6570\u636e<\/strong>\uff1a\u751f\u6210\u5305\u542b10\u4e07\u5f20\u9ad8\u6e05\u8096\u50cf\u7684\u6570\u636e\u96c6\uff0c\u8986\u76d6\u4e0d\u540c\u79cd\u65cf\u3001\u6027\u522b\u548c\u5149\u7167\u6761\u4ef6\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u771f\u5b9e\u6570\u636e<\/strong>\uff1a\u4f7f\u7528FFHQ\u3001CelebA-HQ\u7b49\u771f\u5b9e\u8096\u50cf\u6570\u636e\u96c6\u9a8c\u8bc1\u6cdb\u5316\u80fd\u529b\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u8bc4\u4f30\u6307\u6807<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u5b9a\u91cf\u6307\u6807<\/strong>\uff1aPSNR\u3001SSIM\u3001FID\uff08\u8861\u91cf\u751f\u6210\u8d28\u91cf\u4e0e\u771f\u5b9e\u6570\u636e\u5206\u5e03\u4e00\u81f4\u6027\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5b9a\u6027\u8bc4\u4f30<\/strong>\uff1a\u5149\u7167\u4e00\u81f4\u6027\uff08\u5982\u9634\u5f71\u65b9\u5411\u3001\u9ad8\u5149\u4f4d\u7f6e\uff09\u3001\u7ec6\u8282\u4fdd\u7559\uff08\u5982\u773c\u775b\u53cd\u5149\u3001\u5934\u53d1\u7eb9\u7406\uff09\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u7528\u6237\u7814\u7a76<\/strong>\uff1a\u9080\u8bf7\u53c2\u4e0e\u8005\u5bf9\u6bd4SynthLight\u4e0e\u4e3b\u6d41\u65b9\u6cd5\uff08\u5982DeepFillv2\u3001GaussianEditor\uff09\u7684\u7f16\u8f91\u6548\u679c\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u200b<strong>\u7ed3\u679c\u4e0e\u5206\u6790<\/strong><\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u200b<strong>\u751f\u6210\u8d28\u91cf<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>FID\u8fbe2.8<\/strong>\uff0c\u4f18\u4e8e\u57fa\u4e8eCycleGAN\u7684\u65b9\u6cd5\uff08FID=4.2\uff09\uff0c\u8868\u660e\u751f\u6210\u56fe\u50cf\u66f4\u63a5\u8fd1\u771f\u5b9e\u6570\u636e\u5206\u5e03\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u5c40\u90e8\u7ec6\u8282\u4fdd\u7559<\/strong>\uff1a\u5728\u9006\u5149\u3001\u4fa7\u5149\u7b49\u590d\u6742\u5149\u7167\u4e0b\uff0c\u773c\u775b\u3001\u5934\u53d1\u7b49\u533a\u57df\u7684\u7ec6\u8282\u6e05\u6670\u53ef\u89c1\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>\u200b<strong>\u5149\u7167\u7f16\u8f91\u80fd\u529b<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u200b<strong>\u96f6\u6837\u672c\u6cdb\u5316<\/strong>\uff1a\u6210\u529f\u5e94\u7528\u4e8e\u672a\u89c1\u8fc7\u7684\u771f\u5b9e\u8096\u50cf\uff0c\u65e0\u9700\u989d\u5916\u8bad\u7ec3\u3002<\/li>\n\n\n\n<li>\u200b<strong>\u6df7\u5408\u5149\u7167\u793a\u4f8b<\/strong>\uff1a\n<ul 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