{"id":15623,"date":"2024-12-14T20:51:02","date_gmt":"2024-12-14T12:51:02","guid":{"rendered":"https:\/\/www.aisharenet.com\/?p=15623"},"modified":"2024-12-14T20:51:02","modified_gmt":"2024-12-14T12:51:02","slug":"iclr-jingxian101010","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/ja\/iclr-jingxian101010\/","title":{"rendered":"ICLR \u60ca\u73b0[10,10,10,10]\u6ee1\u5206\u8bba\u6587\uff0cControlNet\u4f5c\u8005\u65b0\u4f5c\u2014\u2014IC-Light V2\u9002\u914dFlux"},"content":{"rendered":"<p>\u56db\u4e2a 10 \u5206\uff01\u7f55\u89c1\u7684\u4e00\u5e55\u51fa\u73b0\u4e86\uff0c\u4f46\u653e\u5728\u5e73\u5747\u5206\u624d 4.76 \u7684 ICLR\uff0c\u600e\u4e48\u4e0d\u7b97\u662f\u76f8\u5f53\u70b8\u88c2\u7684\u5b58\u5728\u5462\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/8989dba3bb6d866.png\" \/><\/p>\n<p>\u8fd9\u7bc7\u5f81\u670d\u4e86\u5217\u4f4d\u5ba1\u7a3f\u4eba\u7684\u8bba\u6587\uff0c\u6b63\u662f ControlNet \u4f5c\u8005\u5f20\u5415\u654f\u7684\u65b0\u4f5c IC-Light\u3002\u6211\u4eec\u5f88\u5c11\u770b\u5230\u4e00\u7bc7\u8bba\u6587\uff0c\u80fd\u591f\u8ba9\u56db\u4f4d\u5ba1\u7a3f\u4eba\u7ed9\u51fa\u9ad8\u5ea6\u4e00\u81f4\u7684\u300cRating: 10: strong accept, should be highlighted at the conference\u300d\u3002<\/p>\n<p>\u65e9\u5728\u5411 ICLR \u6295\u7a3f\u4e4b\u524d\uff0cIC-Light \u5c31\u5df2\u7ecf\u5728 Github \u4e0a\u5f00\u6e90\u534a\u5e74\u4e86\uff0c\u6536\u83b7\u4e86 5.8k \u7684\u661f\u6807\uff0c\u8db3\u89c1\u5176\u6548\u679c\u4e4b\u4f18\u79c0\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/4c3e253c8ca4cba.png\" \/><\/p>\n<p>\u6700\u521d\u7248\u672c\u662f\u57fa\u4e8e SD 1.5 \u548c SDXL \u5b9e\u73b0\u7684\uff0c\u800c\u5c31\u5728\u524d\u51e0\u5929\uff0c\u56e2\u961f\u53c8\u63a8\u51fa\u4e86 V2 \u7248\u672c\uff0c\u9002\u914d\u4e86 Flux\uff0c\u6548\u679c\u4e5f\u66f4\u4e0a\u4e00\u5c42\u697c\u3002<\/p>\n<p>\u611f\u5174\u8da3\u7684\u670b\u53cb\u4eec\uff0c\u53ef\u4ee5\u76f4\u63a5\u8bd5\u73a9\u3002<\/p>\n<ul>\n<li>Github \u9879\u76ee\uff1ahttps:\/\/github.com\/lllyasviel\/IC-Light?tab=readme-ov-file<\/li>\n<li>V2 \u7248\u672c\uff1ahttps:\/\/github.com\/lllyasviel\/IC-Light\/discussions\/98<\/li>\n<li>\u8bd5\u73a9\u94fe\u63a5\uff1ahttps:\/\/huggingface.co\/spaces\/lllyasviel\/IC-Light<\/li>\n<\/ul>\n<p><a href=\"https:\/\/www.kdjingpai.com\/ic-light\/\">IC-Light<\/a> \u662f\u4e00\u4e2a\u57fa\u4e8e\u6269\u6563\u6a21\u578b\u7684\u7167\u660e\u7f16\u8f91\u6a21\u578b\uff0c\u53ef\u4ee5\u901a\u8fc7\u6587\u672c\u7cbe\u51c6\u63a7\u5236\u56fe\u50cf\u7684\u5149\u7167\u6548\u679c\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/48466cd29c63f82.jpg\" \/><\/p>\n<p>\u4e5f\u5c31\u662f\u8bf4\uff0c\u8981\u653e\u5728 PS \u91cc\u6253\u5f00\u8499\u7248\u3001\u6253\u5f00 alpha \u901a\u9053\uff0c\u8c03\u8bd5\u660e\u6697\u5206\u79bb\u624d\u80fd\u641e\u5b9a\u7684\u5149\u5f71\u6548\u679c\uff0c\u7528\u4e0a IC-Light\uff0c\u5c31\u53d8\u6210\u4e86\u300c\u52a8\u52a8\u5634\u76ae\u5b50\u7684\u4e8b\u300d\u3002<\/p>\n<p>\u8f93\u5165 prompt\uff0c\u8981\u8ba9\u5149\u4ece\u7a97\u6237\u91cc\u6253\u8fdb\u6765\uff0c\u4e8e\u662f\u5c31\u80fd\u770b\u5230\u9633\u5149\u900f\u8fc7\u96e8\u540e\u7684\u7a97\u6237\uff0c\u5728\u4eba\u7269\u4fa7\u8138\u6253\u51fa\u67d4\u548c\u7684\u8f6e\u5ed3\u5149\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/03a622e9930bc1f.jpg\" \/><\/p>\n<p>IC-Light \u4e0d\u4ec5\u7cbe\u51c6\u5730\u8fd8\u539f\u4e86\u5149\u7ebf\u7684\u65b9\u5411\uff0c\u8fd8\u7cbe\u51c6\u5730\u5448\u73b0\u4e86\u5149\u900f\u8fc7\u73bb\u7483\u7684\u6f2b\u5c04\u6548\u679c\u3002<\/p>\n<p>\u5bf9\u9713\u8679\u706f\u8fd9\u6837\u7684\u4eba\u5de5\u5149\u6e90\uff0cIC-Light \u7684\u6548\u679c\u540c\u6837\u51fa\u8272\u3002<\/p>\n<p>\u6839\u636e\u63d0\u793a\u8bcd\uff0c\u539f\u672c\u5728\u6559\u5ba4\u91cc\u7684\u573a\u666f\u7acb\u9a6c\u7206\u6539\u8d5b\u535a\u670b\u514b\u98ce\u683c\uff1a\u9713\u8679\u706f\u7684\u7ea2\u84dd\u53cc\u8272\u6253\u5728\u4eba\u7269\u8eab\u4e0a\uff0c\u8425\u9020\u51fa\u6df1\u591c\u90fd\u5e02\u7279\u6709\u7684\u79d1\u6280\u611f\u548c\u672a\u6765\u611f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/87b905ffff32707.jpg\" \/><\/p>\n<p>\u6a21\u578b\u4e0d\u4ec5\u51c6\u786e\u8fd8\u539f\u4e86\u9713\u8679\u706f\u7684\u8272\u5f69\u6e17\u900f\u6548\u679c\uff0c\u8fd8\u4fdd\u6301\u4e86\u4eba\u7269\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<p>IC-Light \u8fd8\u652f\u6301\u4e0a\u4f20\u80cc\u666f\u56fe\u7247\uff0c\u6765\u6539\u53d8\u539f\u56fe\u7684\u5149\u7167\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/9def520176fca58.png\" \/><\/p>\n<p>\u800c\u8bf4\u5230 ControlNet\uff0c\u5927\u5bb6\u5e94\u8be5\u90fd\u4e0d\u964c\u751f\uff0c\u5b83\u53ef\u662f\u89e3\u51b3\u4e86 AI \u7ed8\u753b\u754c\u4e00\u4e2a\u8001\u5927\u96be\u95ee\u9898\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/bbcd67180a017b5.jpg\" \/><\/p>\n<p>Github \u9879\u76ee\uff1ahttps:\/\/github.com\/lllyasviel\/ControlNet<\/p>\n<p>\u4e4b\u524d\uff0cStable Diffusion \u6700\u8ba9\u4eba\u5934\u75bc\u7684\u5c31\u662f\u65e0\u6cd5\u7cbe\u786e\u63a7\u5236\u56fe\u50cf\u7ec6\u8282\u3002\u4e0d\u7ba1\u662f\u6784\u56fe\u3001\u52a8\u4f5c\u3001\u9762\u90e8\u7279\u5f81\u8fd8\u662f\u7a7a\u95f4\u5173\u7cfb\uff0c\u5373\u4fbf\u63d0\u793a\u8bcd\u5df2\u7ecf\u505a\u4e86\u5f88\u8be6\u7ec6\u7684\u89c4\u5b9a\uff0c\u4f46 SD \u751f\u6210\u7684\u7ed3\u679c\uff0c\u4f9d\u7136\u8981\u575a\u6301 AI \u72ec\u7279\u7684\u60f3\u6cd5\u3002<\/p>\n<p>\u4f46 ControlNet \u7684\u51fa\u73b0\u5c31\u597d\u50cf\u662f\u7ed9 SD \u88c5\u4e0a\u4e86\u300c\u65b9\u5411\u76d8\u300d\uff0c\u8bb8\u591a\u5546\u4e1a\u5316\u7684\u5de5\u4f5c\u6d41\u4e5f\u56e0\u6b64\u50ac\u751f\u3002<\/p>\n<p>\u5b66\u672f\u5e94\u7528\u4e24\u5f00\u82b1\uff0cControlNet \u5728 ICCV 2023 \u6458\u4e0b\u4e86\u9a6c\u5c14\u5956\uff08\u6700\u4f73\u8bba\u6587\u5956\uff09\u7684\u6842\u51a0\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/8d79c3f201e6ece.jpg\" \/><\/p>\n<p>\u867d\u7136\u5f88\u591a\u4e1a\u5185\u4eba\u58eb\u8868\u793a\u5728\u5377\u5f97\u98de\u8d77\u7684\u56fe\u7247\u751f\u6210\u9886\u57df\uff0c\u771f\u6b63\u7684\u7a81\u7834\u8d8a\u6765\u8d8a\u96be\u3002\u4f46\u5f20\u5415\u654f\u4f3c\u4e4e\u603b\u80fd\u53e6\u8f9f\u8e4a\u5f84\uff0c\u6bcf\u6b21\u51fa\u624b\u90fd\u80fd\u7cbe\u51c6\u547d\u4e2d\u7528\u6237\u9700\u6c42\u3002\u8fd9\u4e00\u6b21\u4e5f\u4e0d\u4f8b\u5916\u3002<\/p>\n<p>\u5728\u73b0\u5b9e\u4e16\u754c\u4e2d\uff0c\u5149\u7167\u548c\u7269\u4f53\u8868\u9762\u7684\u6750\u8d28\u662f\u7d27\u5bc6\u5173\u8054\u7684\u3002\u6bd4\u5982\u4f60\u770b\u5230\u4e00\u4e2a\u7269\u4f53\u65f6\uff0c\u5f88\u96be\u5206\u6e05\u695a\u662f\u5149\u7ebf\u8fd8\u662f\u6750\u8d28\uff0c\u8ba9\u7269\u4f53\u5448\u73b0\u51fa\u662f\u6211\u4eec\u773c\u4e2d\u6837\u5b50\u3002\u56e0\u6b64\uff0c\u5728\u8ba9 AI \u7f16\u8f91\u5149\u7ebf\u65f6\uff0c\u4e5f\u5f88\u96be\u505a\u5230\u4e0d\u6539\u53d8\u7269\u4f53\u672c\u8eab\u7684\u6750\u8d28\u3002<\/p>\n<p>\u4ee5\u524d\u7684\u7814\u7a76\u60f3\u901a\u8fc7\u6784\u5efa\u7279\u5b9a\u7684\u6570\u636e\u96c6\u6765\u89e3\u51b3\u8fd9\u4e2a\u95ee\u9898\uff0c\u4f46\u6536\u6548\u751a\u5fae\u3002\u800c IC-Light \u7684\u4f5c\u8005\u53d1\u73b0\u7528 AI \u5408\u6210\u751f\u6210\u7684\u6570\u636e\u52a0\u4e0a\u4e00\u4e9b\u4eba\u5de5\u5904\u7406\uff0c\u80fd\u8fbe\u5230\u4e0d\u9519\u7684\u6548\u679c\u3002\u8fd9\u4e2a\u53d1\u73b0\u5bf9\u6574\u4e2a\u7814\u7a76\u9886\u57df\u90fd\u6709\u542f\u53d1\u610f\u4e49\u3002<\/p>\n<p>ICLR 2025 \u521a\u653e\u699c\u4e4b\u65f6\uff0cIC-Light \u5c31\u51ed\u501f\u300c10-10-8-8\u300d\u7a33\u5750\u6700\u9ad8\u5206\u8bba\u6587\u7684\u5b9d\u5ea7\u3002\u5ba1\u7a3f\u4eba\u4eec\u5728\u5ba1\u7a3f\u610f\u89c1\u91cc\u4e5f\u4e0d\u4e4f\u8d5e\u7f8e\u4e4b\u8bcd\uff1a<\/p>\n<blockquote><p>\u300c\u8fd9\u662f\u4e00\u7bc7\u7cbe\u5f69\u8bba\u6587\u7684\u5178\u8303\uff01\u300d<\/p>\n<p>\u300c\u6211\u8ba4\u4e3a\u6240\u63d0\u51fa\u7684\u65b9\u6cd5\u548c\u7531\u6b64\u4ea7\u751f\u7684\u5de5\u5177\u5c06\u7acb\u5373\u5bf9\u8bb8\u591a\u7528\u6237\u6709\u7528\uff01\u300d<\/p><\/blockquote>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/a7220c2d1978be5.png\" \/> <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/2e3a45f17f8ed6e.png\" \/><\/p>\n<p>\u5728 rebuttal \u7ed3\u675f\uff0c\u8865\u4e86\u4e00\u4e9b\u53c2\u8003\u6587\u732e\u548c\u5b9e\u9a8c\u4e4b\u540e\u3002\u90a3\u4e24\u4f4d\u7ed9 8 \u5206\u7684\u5ba1\u7a3f\u4eba\u4e5f\u6b23\u7136\u6539\u6210\u4e86\u6ee1\u5206\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/fd6328ce5447bba.png\" \/><\/p>\n<p>\u4e0b\u9762\uff0c\u5c31\u8ba9\u6211\u4eec\u4e00\u8d77\u6765\u770b\u770b\u6ee1\u5206\u8bba\u6587\u5177\u4f53\u90fd\u5199\u4e86\u4ec0\u4e48\u3002<strong>\u7814\u7a76\u7ec6\u8282<\/strong> <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/deb97e4fe1ce8ab.png\" \/><\/p>\n<ul>\n<li>\u8bba\u6587\u6807\u9898\uff1aScaling In-the-Wild Training for Diffusion-based Illumination Harmonization and Editing by Imposing Consistent Light Transport<\/li>\n<li>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/openreview.net\/pdf?id=u1cQYxRI1H<\/li>\n<\/ul>\n<p>\u5728\u8fd9\u7bc7\u8bba\u6587\u4e2d\uff0c\u7814\u7a76\u8005\u6839\u636e\u5149\u4f20\u8f93\u72ec\u7acb\u6027\u7684\u7269\u7406\u539f\u7406\uff0c\u63d0\u51fa\u4e86\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5f3a\u52a0\u4e00\u81f4\u5149\uff08IC-Light\uff09\u4f20\u8f93\u7684\u65b9\u6cd5\uff0c\u5176\u7269\u7406\u539f\u7406\u662f\uff1a\u4e0d\u540c\u5149\u7167\u6761\u4ef6\u4e0b\u7269\u4f53\u5916\u89c2\u7684\u7ebf\u6027\u6df7\u5408\u4e0e\u6df7\u5408\u5149\u7167\u4e0b\u7684\u5916\u89c2\u4e00\u81f4\u3002<\/p>\n<p>\u5982\u56fe 2 \u6240\u793a\uff0c\u7814\u7a76\u8005\u5229\u7528\u591a\u79cd\u53ef\u7528\u6570\u636e\u6e90\u5bf9\u7167\u660e\u6548\u679c\u7684\u5206\u5e03\u8fdb\u884c\u5efa\u6a21\uff1a\u4efb\u610f\u56fe\u50cf\u30013D \u6570\u636e\u548c\u706f\u5149\u821e\u53f0\u56fe\u50cf\u3002\u8fd9\u4e9b\u5206\u5e03\u53ef\u4ee5\u6355\u6349\u73b0\u5b9e\u4e16\u754c\u4e2d\u5404\u79cd\u590d\u6742\u7684\u7167\u660e\u573a\u666f\uff0c\u80cc\u5149\u3001\u8fb9\u7f18\u5149\u3001\u8f89\u5149\u7b49\u3002\u4e3a\u7b80\u5355\u8d77\u89c1\uff0c\u6b64\u5904\u5c06\u6240\u6709\u6570\u636e\u5904\u7406\u4e3a\u901a\u7528\u683c\u5f0f\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/120e61bf41390a4.png\" \/><\/p>\n<p>\u4f46\u5b66\u4e60\u5927\u89c4\u6a21\u3001\u590d\u6742\u548c\u5608\u6742\u7684\u6570\u636e\u662f\u4e00\u9879\u6311\u6218\u3002\u5982\u679c\u6ca1\u6709\u5408\u9002\u7684\u6b63\u5219\u5316\u548c\u7ea6\u675f\u6761\u4ef6\uff0c\u6a21\u578b\u5f88\u5bb9\u6613\u9000\u5316\u4e3a\u4e0e\u9884\u671f\u5149\u7167\u7f16\u8f91\u4e0d\u7b26\u7684\u968f\u673a\u884c\u4e3a\u3002\u7814\u7a76\u8005\u7ed9\u51fa\u7684\u89e3\u51b3\u65b9\u6848\u662f\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u690d\u5165\u4e00\u81f4\u5149\uff08IC-Light\uff09\u4f20\u8f93\u3002 <img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/da84749c0b2be39.png\" \/><\/p>\n<p>\u901a\u8fc7\u65bd\u52a0\u8fd9\u79cd\u4e00\u81f4\u6027\uff0c\u7814\u7a76\u8005\u5f15\u5165\u4e86\u4e00\u4e2a\u5f3a\u5927\u7684\u3001\u4ee5\u7269\u7406\u4e3a\u57fa\u7840\u7684\u7ea6\u675f\u6761\u4ef6\uff0c\u786e\u4fdd\u6a21\u578b\u53ea\u4fee\u6539\u56fe\u50cf\u7684\u5149\u7167\u65b9\u9762\uff0c\u540c\u65f6\u4fdd\u7559\u53cd\u7167\u7387\u548c\u7cbe\u7ec6\u56fe\u50cf\u7ec6\u8282\u7b49\u5176\u4ed6\u56fa\u6709\u5c5e\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u5728 1000 \u591a\u4e07\u4e2a\u4e0d\u540c\u6837\u672c\u4e0a\u8fdb\u884c\u7a33\u5b9a\u3001\u53ef\u6269\u5c55\u7684\u8bad\u7ec3\uff0c\u6837\u672c\u5305\u62ec\u6765\u81ea\u5149\u7167\u821e\u53f0\u7684\u771f\u5b9e\u7167\u7247\u3001\u6e32\u67d3\u56fe\u50cf\u4ee5\u53ca\u5e26\u6709\u5408\u6210\u5149\u7167\u589e\u5f3a\u7684\u91ce\u5916\u56fe\u50cf\u3002\u672c\u6587\u63d0\u51fa\u7684\u65b9\u6cd5\u80fd\u591f\u63d0\u9ad8\u5149\u7167\u7f16\u8f91\u7684\u7cbe\u5ea6\uff0c\u964d\u4f4e\u4e0d\u786e\u5b9a\u6027\uff0c\u51cf\u5c11\u4f2a\u5f71\uff0c\u540c\u65f6\u4e0d\u6539\u53d8\u57fa\u672c\u7684\u5916\u89c2\u7ec6\u8282\u3002<\/p>\n<p>\u603b\u4f53\u6765\u8bf4\uff0c\u8fd9\u7bc7\u8bba\u6587\u7684\u8d21\u732e\u4e3b\u8981\u5305\u62ec\uff1a<\/p>\n<p>(1) \u63d0\u51fa\u4e86 IC-Light\uff0c\u4e00\u79cd\u901a\u8fc7\u65bd\u52a0\u4e00\u81f4\u5149\u4f20\u8f93\u6765\u6269\u5c55\u57fa\u4e8e\u6269\u6563\u7684\u5149\u7167\u7f16\u8f91\u6a21\u578b\u8bad\u7ec3\u7684\u65b9\u6cd5\uff0c\u786e\u4fdd\u5728\u4fdd\u7559\u5185\u5728\u56fe\u50cf\u7ec6\u8282\u7684\u540c\u65f6\u8fdb\u884c\u7cbe\u786e\u7684\u5149\u7167\u4fee\u6539\uff1b<\/p>\n<p>(2) \u63d0\u4f9b\u4e86\u9884\u8bad\u7ec3\u7684\u5149\u7167\u7f16\u8f91\u6a21\u578b\uff0c\u4ee5\u4fc3\u8fdb\u4e0d\u540c\u9886\u57df\u5185\u5bb9\u521b\u5efa\u548c\u5904\u7406\u4e2d\u7684\u5149\u7167\u7f16\u8f91\u5e94\u7528\uff1b<\/p>\n<p>(3) \u901a\u8fc7\u5927\u91cf\u5b9e\u9a8c\u9a8c\u8bc1\u4e86\u8fd9\u79cd\u65b9\u6cd5\u7684\u53ef\u6269\u5c55\u6027\u548c\u6027\u80fd\uff0c\u663e\u793a\u4e86\u5b83\u5728\u5904\u7406\u5404\u79cd\u5149\u7167\u6761\u4ef6\u65f6\u4e0e\u5176\u4ed6\u65b9\u6cd5\u7684\u4e0d\u540c\u4e4b\u5904\uff1b<\/p>\n<p>(4) \u4ecb\u7ecd\u4e86\u5176\u4ed6\u5e94\u7528\uff0c\u5982\u6cd5\u7ebf\u8d34\u56fe\u751f\u6210\u548c\u827a\u672f\u7167\u660e\u5904\u7406\uff0c\u8fdb\u4e00\u6b65\u5c55\u793a\u4e86\u8be5\u65b9\u6cd5\u5728\u771f\u5b9e\u4e16\u754c\u3001\u5b9e\u9645\u573a\u666f\u4e2d\u7684\u591a\u529f\u80fd\u6027\u548c\u9c81\u68d2\u6027\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b9e\u9a8c\u7ed3\u679c<\/strong><\/p>\n<p>\u5728\u5b9e\u9a8c\u4e2d\uff0c\u7814\u7a76\u8005\u9a8c\u8bc1\u4e86\u6269\u5927\u8bad\u7ec3\u89c4\u6a21\u548c\u6570\u636e\u6e90\u591a\u6837\u5316\u53ef\u4ee5\u589e\u5f3a\u6a21\u578b\u7684\u9c81\u68d2\u6027\uff0c\u5e76\u80fd\u63d0\u9ad8\u5404\u79cd\u4e0e\u5149\u7167\u76f8\u5173\u7684\u4e0b\u6e38\u4efb\u52a1\u7684\u6027\u80fd\u3002<\/p>\n<p>\u6d88\u878d\u5b9e\u9a8c\u8bc1\u660e\uff0c\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u5e94\u7528 IC-Light \u65b9\u6cd5\u53ef\u4ee5\u63d0\u9ad8\u5149\u7167\u7f16\u8f91\u7684\u51c6\u786e\u6027\uff0c\u4ece\u800c\u4fdd\u7559\u53cd\u7167\u7387\u548c\u56fe\u50cf\u7ec6\u8282\u7b49\u5185\u5728\u5c5e\u6027\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u4e0e\u5728\u66f4\u5c0f\u6216\u66f4\u7ed3\u6784\u5316\u7684\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u7684\u5176\u4ed6\u6a21\u578b\u76f8\u6bd4\uff0c\u672c\u6587\u65b9\u6cd5\u9002\u7528\u4e8e\u66f4\u5e7f\u6cdb\u7684\u5149\u7167\u5206\u5e03\uff0c\u5982\u8fb9\u7f18\u7167\u660e\u3001\u80cc\u5149\u7167\u660e\u3001\u9b54\u6cd5\u53d1\u5149\u3001\u65e5\u843d\u5149\u6655\u7b49\u3002<\/p>\n<p>\u7814\u7a76\u8005\u8fd8\u5c55\u793a\u4e86\u8be5\u65b9\u6cd5\u5904\u7406\u66f4\u591a\u91ce\u5916\u7167\u660e\u573a\u666f\u7684\u80fd\u529b\uff0c\u5305\u62ec\u827a\u672f\u7167\u660e\u548c\u5408\u6210\u7167\u660e\u6548\u679c\u3002\u6b64\u5916\u8fd8\u63a2\u8ba8\u4e86\u751f\u6210\u6cd5\u7ebf\u8d34\u56fe\u7b49\u66f4\u591a\u5e94\u7528\uff0c\u5e76\u8ba8\u8bba\u4e86\u8fd9\u79cd\u65b9\u6cd5\u4e0e\u5178\u578b\u4e3b\u6d41\u51e0\u4f55\u4f30\u8ba1\u6a21\u578b\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u6d88\u878d\u5b9e\u9a8c<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u9996\u5148\u6062\u590d\u4e86\u8bad\u7ec3\u4e2d\u7684\u6a21\u578b\uff0c\u4f46\u5220\u9664\u4e86\u91ce\u5916\u56fe\u50cf\u589e\u5f3a\u6570\u636e\u3002\u5982\u56fe 4 \u6240\u793a\uff0c\u79fb\u9664\u91ce\u5916\u6570\u636e\u4e25\u91cd\u5f71\u54cd\u4e86\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u8096\u50cf\u7b49\u590d\u6742\u56fe\u50cf\u3002\u4f8b\u5982\uff0c\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0d\u5b58\u5728\u7684\u8096\u50cf\u4e2d\u7684\u5e3d\u5b50\u7ecf\u5e38\u4f1a\u4ee5\u4e0d\u6b63\u786e\u7684\u989c\u8272\u5448\u73b0\uff08\u5982\u4ece\u9ec4\u8272\u53d8\u4e3a\u9ed1\u8272\uff09\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/9c1ad3fef19857c.png\" \/><\/p>\n<p>\u7814\u7a76\u8005\u8fd8\u5c1d\u8bd5\u4e86\u79fb\u9664\u5149\u4f20\u8f93\u4e00\u81f4\u6027\u3002\u6ca1\u6709\u4e86\u8fd9\u4e00\u9650\u5236\uff0c\u6a21\u578b\u751f\u6210\u4e00\u81f4\u5149\u7167\u548c\u4fdd\u7559\u53cd\u7167\u7387\uff08\u53cd\u5c04\u989c\u8272\uff09\u7b49\u56fa\u6709\u5c5e\u6027\u7684\u80fd\u529b\u660e\u663e\u4e0b\u964d\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u56fe\u50cf\u4e2d\u7684\u7ea2\u8272\u548c\u84dd\u8272\u5dee\u5f02\u6d88\u5931\u4e86\uff0c\u8f93\u51fa\u7ed3\u679c\u4e2d\u4e5f\u51fa\u73b0\u4e86\u660e\u663e\u7684\u8272\u5f69\u9971\u548c\u5ea6\u95ee\u9898\u3002<\/p>\n<p>\u800c\u5b8c\u6574\u7684\u65b9\u6cd5\u7ed3\u5408\u4e86\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5e76\u52a0\u5f3a\u4e86\u5149\u4f20\u8f93\u7684\u4e00\u81f4\u6027\uff0c\u4ea7\u751f\u4e86\u4e00\u4e2a\u80fd\u591f\u5728\u5404\u79cd\u60c5\u51b5\u4e0b\u901a\u7528\u7684\u5747\u8861\u6a21\u578b\u3002\u5b83\u8fd8\u4fdd\u7559\u4e86\u7ec6\u7c92\u5ea6\u56fe\u50cf\u7ec6\u8282\u548c\u53cd\u7167\u7387\u7b49\u56fa\u6709\u5c5e\u6027\uff0c\u540c\u65f6\u51cf\u5c11\u4e86\u8f93\u51fa\u56fe\u50cf\u7684\u8bef\u5dee\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5176\u4ed6\u5e94\u7528<\/strong><\/p>\n<p>\u5982\u56fe 5 \u6240\u793a\uff0c\u7814\u7a76\u8005\u8fd8\u5c55\u793a\u4e86\u5176\u4ed6\u5e94\u7528\uff0c\u4f8b\u5982\u5229\u7528\u80cc\u666f\u6761\u4ef6\u8fdb\u884c\u5149\u7167\u534f\u8c03\u3002\u901a\u8fc7\u5bf9\u80cc\u666f\u6761\u4ef6\u7684\u989d\u5916\u901a\u9053\u8fdb\u884c\u8bad\u7ec3\uff0c\u672c\u6587\u7684\u6a21\u578b\u53ef\u4ee5\u5b8c\u5168\u6839\u636e\u80cc\u666f\u56fe\u50cf\u751f\u6210\u7167\u660e\uff0c\u800c\u65e0\u9700\u4f9d\u8d56\u73af\u5883\u6620\u5c04\u3002\u6b64\u5916\uff0c\u6a21\u578b\u8fd8\u652f\u6301\u4e0d\u540c\u7684\u57fa\u7840\u6a21\u578b\uff0c\u6bd4\u5982 SD1.5\u3001SDXL \u548c Flux\uff0c\u8fd9\u4e9b\u6a21\u578b\u7684\u529f\u80fd\u5728\u751f\u6210\u7684\u7ed3\u679c\u4e2d\u90fd\u6709\u6240\u4f53\u73b0\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/e94edfc26e3fc2b.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u5b9a\u91cf\u8bc4\u4f30<\/strong><\/p>\n<p>\u5728\u5b9a\u91cf\u8bc4\u4f30\u4e2d\uff0c\u7814\u7a76\u8005\u4f7f\u7528\u4e86\u5cf0\u503c\u4fe1\u566a\u6bd4\uff08PSNR\uff09\u3001\u7ed3\u6784\u76f8\u4f3c\u6027\u6307\u6570\uff08SSIM\uff09\u548c\u5b66\u4e60\u611f\u77e5\u56fe\u50cf\u8865\u4e01\u76f8\u4f3c\u6027\uff08LPIPS\uff09\u7b49\u6307\u6807\u3002\u5e76\u4ece\u6570\u636e\u96c6\u4e2d\u63d0\u53d6\u4e86 50000 \u4e2a\u672a\u89c1\u8fc7\u7684 3D \u6e32\u67d3\u6570\u636e\u6837\u672c\u5b50\u96c6\u8fdb\u884c\u8bc4\u4f30\uff0c\u786e\u4fdd\u6a21\u578b\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u6ca1\u6709\u9047\u5230\u8fc7\u8fd9\u4e9b\u6837\u672c\u3002<\/p>\n<p>\u6d4b\u8bd5\u7684\u65b9\u6cd5\u6709 SwitchLight\u3001DiLightNet\uff0c\u4ee5\u53ca\u672c\u6587\u65b9\u6cd5\u4e0d\u5305\u542b\u67d0\u4e9b\u7ec4\u4ef6\uff08\u4f8b\u5982\uff0c\u4e0d\u5305\u542b\u5149\u4f20\u8f93\u4e00\u81f4\u6027\u3001\u4e0d\u5305\u542b\u589e\u5f3a\u6570\u636e\u3001\u4e0d\u5305\u542b\u4e09\u7ef4\u6570\u636e\u548c\u4e0d\u5305\u542b\u706f\u5149\u821e\u53f0\u6570\u636e\uff09\u7684\u53d8\u4f53\u3002<\/p>\n<p>\u5982\u8868 1 \u6240\u793a\uff0c\u5c31 LPIPS \u800c\u8a00\uff0c\u672c\u6587\u65b9\u6cd5\u4f18\u4e8e\u5176\u4ed6\u65b9\u6cd5\uff0c\u8868\u660e\u5176\u5177\u6709\u5353\u8d8a\u7684\u611f\u77e5\u8d28\u91cf\u3002\u4ec5\u5728\u4e09\u7ef4\u6570\u636e\u4e0a\u8bad\u7ec3\u7684\u6a21\u578b\u83b7\u5f97\u4e86\u6700\u9ad8\u7684 PSNR\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u5bf9\u6e32\u67d3\u6570\u636e\u7684\u8bc4\u4f30\u504f\u5dee\u6240\u81f4\uff08\u56e0\u4e3a\u672c\u6b21\u6d4b\u8bd5\u4ec5\u4f7f\u7528\u4e86\u4e09\u7ef4\u6e32\u67d3\u6570\u636e\uff09\u3002\u7ed3\u5408\u591a\u79cd\u6570\u636e\u6e90\u7684\u5b8c\u6574\u65b9\u6cd5\u5728\u611f\u77e5\u8d28\u91cf\u548c\u6027\u80fd\u4e4b\u95f4\u53d6\u5f97\u4e86\u5e73\u8861\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/12\/635657ca6ca745f.png\" \/><\/p>\n<p>&nbsp;<\/p>\n<p><strong>\u89c6\u89c9\u5bf9\u6bd4<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u8fd8\u4e0e\u4e4b\u524d\u7684\u65b9\u6cd5\u8fdb\u884c\u4e86\u76f4\u89c2\u6bd4\u8f83\u3002\u5982\u56fe 6 \u6240\u793a\uff0c\u4e0e Relightful Harmonization \u76f8\u6bd4\uff0c\u7531\u4e8e\u8bad\u7ec3\u6570\u636e\u96c6\u66f4\u5927\u66f4\u591a\u6837\u5316\uff0c\u672c\u6587\u6a21\u578b\u5bf9\u9634\u5f71\u7684\u9c81\u68d2\u6027\u66f4\u9ad8\u3002SwitchLight 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