{"id":36569,"date":"2025-01-14T04:00:44","date_gmt":"2025-01-13T20:00:44","guid":{"rendered":"https:\/\/17aitech.com\/?p=36569"},"modified":"2025-01-14T04:00:44","modified_gmt":"2025-01-13T20:00:44","slug":"lecun%e8%b5%9e%e8%bd%ac%ef%bc%81%e7%b1%bbsora%e6%a8%a1%e5%9e%8b%e8%83%bd%e5%90%a6%e7%90%86%e8%a7%a3%e7%89%a9%e7%90%86%e8%a7%84%e5%be%8b%ef%bc%9f%e5%ad%97%e8%8a%82%e8%b1%86%e5%8c%85%e5%a4%a7%e6%a8%a1","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=36569","title":{"rendered":"LeCun\u8d5e\u8f6c\uff01\u7c7bSora\u6a21\u578b\u80fd\u5426\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff1f\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7cfb\u7edf\u6027\u7814\u7a76\u63ed\u79d8"},"content":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-08-8\" target=\"_blank\">LeCun\u8d5e\u8f6c\uff01\u7c7bSora\u6a21\u578b\u80fd\u5426\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff1f\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7cfb\u7edf\u6027\u7814\u7a76\u63ed\u79d8<\/a><\/p>\n<p>\u89c6\u9891\u751f\u6210\u6a21\u578b\u867d\u7136\u53ef\u4ee5\u751f\u6210\u4e00\u4e9b\u770b\u4f3c\u7b26\u5408\u5e38\u8bc6\u7684\u89c6\u9891\uff0c\u4f46\u88ab\u8bc1\u5b9e\u76ee\u524d\u8fd8\u65e0\u6cd5\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff01<\/p>\n<p>\u81ea\u4ece Sora \u6a2a\u7a7a\u51fa\u4e16\uff0c\u4e1a\u754c\u4fbf\u6380\u8d77\u4e86\u4e00\u573a\u300c\u89c6\u9891\u751f\u6210\u6a21\u578b\u5230\u5e95\u61c2\u4e0d\u61c2\u7269\u7406\u89c4\u5f8b\u300d\u7684\u4e89\u8bba\u3002\u56fe\u7075\u5956\u5f97\u4e3b Yann LeCun \u660e\u786e\u8868\u793a\uff0c\u57fa\u4e8e\u6587\u672c\u63d0\u793a\u751f\u6210\u7684\u903c\u771f\u89c6\u9891\u5e76\u4e0d\u4ee3\u8868\u6a21\u578b\u771f\u6b63\u7406\u89e3\u4e86\u7269\u7406\u4e16\u754c\u3002\u4e4b\u540e\u66f4\u662f\u76f4\u8a00\uff0c\u50cf Sora \u8fd9\u6837\u901a\u8fc7\u751f\u6210\u50cf\u7d20\u6765\u5efa\u6a21\u4e16\u754c\u7684\u65b9\u5f0f\u6ce8\u5b9a\u8981\u5931\u8d25\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2488d8286a6db7b18a8e5de7bc8bd2f1.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-2488d8286a6db7b18a8e5de7bc8bd2f1.png\"><\/a><\/p>\n<p>Keras \u4e4b\u7236 Fran\u00e7ois Chollet \u5219\u8ba4\u4e3a\uff0cSora \u8fd9\u6837\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u786e\u5b9e\u5d4c\u5165\u4e86\u300c\u7269\u7406\u6a21\u578b\u300d\uff0c\u4f46\u95ee\u9898\u662f\uff1a\u8fd9\u4e2a\u7269\u7406\u6a21\u578b\u662f\u5426\u51c6\u786e\uff1f\u5b83\u80fd\u5426\u6cdb\u5316\u5230\u65b0\u7684\u60c5\u51b5\uff0c\u5373\u90a3\u4e9b\u4e0d\u4ec5\u4ec5\u662f\u8bad\u7ec3\u6570\u636e\u63d2\u503c\u7684\u60c5\u5f62\uff1f\u8fd9\u4e9b\u95ee\u9898\u81f3\u5173\u91cd\u8981\uff0c\u51b3\u5b9a\u4e86\u751f\u6210\u56fe\u50cf\u7684\u5e94\u7528\u8303\u56f4 \u2014\u2014 \u662f\u4ec5\u9650\u4e8e\u5a92\u4f53\u751f\u4ea7\uff0c\u8fd8\u662f\u53ef\u4ee5\u7528\u4f5c\u73b0\u5b9e\u4e16\u754c\u7684\u53ef\u9760\u6a21\u62df\u3002\u6700\u540e\u4ed6\u6307\u51fa\uff0c\u4e0d\u80fd\u7b80\u5355\u5730\u901a\u8fc7\u62df\u5408\u5927\u91cf\u6570\u636e\u6765\u671f\u671b\u5f97\u5230\u4e00\u4e2a\u80fd\u591f\u6cdb\u5316\u5230\u73b0\u5b9e\u4e16\u754c\u6240\u6709\u53ef\u80fd\u60c5\u51b5\u7684\u6a21\u578b\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6ac904c490191839b915fc3063f89e10.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-6ac904c490191839b915fc3063f89e10.png\"><\/a><\/p>\n<p>\u6b64\u540e\uff0c\u5173\u4e8e\u89c6\u9891\u751f\u6210\u6a21\u578b\u5230\u5e95\u6709\u6ca1\u6709\u5728\u5b66\u4e60\u3001\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff0c\u4e1a\u754c\u59cb\u7ec8\u6ca1\u6709\u4e00\u4e2a\u5b9a\u8bba\u3002\u76f4\u5230\u8fd1\u65e5\uff0c\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u516c\u5e03\u7684\u4e00\u9879\u7cfb\u7edf\u6027\u7814\u7a76\uff0c\u4e3a\u4e24\u8005\u4e4b\u95f4\u7684\u5173\u7cfb\u300c\u5212\u4e0a\u4e86\u4e0d\u7b49\u53f7\u300d\u3002<\/p>\n<p>\u8be5\u56e2\u961f\u901a\u8fc7\u5927\u89c4\u6a21\u5b9e\u9a8c\u53d1\u73b0 \u2014\u2014 <strong>\u5373\u4fbf\u4f9d\u7167 Scaling Law \u6269\u5927\u6a21\u578b\u53c2\u6570\u4e0e\u8bad\u7ec3\u6570\u636e\u91cf\uff0c\u6a21\u578b\u4f9d\u7136\u65e0\u6cd5\u62bd\u8c61\u51fa\u4e00\u822c\u7269\u7406\u89c4\u5219\uff0c\u751a\u81f3\u8fde\u725b\u987f\u7b2c\u4e00\u5b9a\u5f8b\u3001\u629b\u7269\u7ebf\u8fd0\u52a8\u90fd\u65e0\u6cd5\u9886\u4f1a<\/strong>\u3002<\/p>\n<p>\u300c\u89c6\u9891\u751f\u6210\u6a21\u578b\u76ee\u524d\u5c31\u50cf\u4e00\u4e2a\u53ea\u4f1a\u300e\u6284\u4f5c\u4e1a\u300f\u7684\u5b66\u751f\uff0c\u53ef\u4ee5\u8bb0\u5fc6\u6848\u4f8b\uff0c\u4f46\u8fd8\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff0c\u505a\u5230\u300e\u4e3e\u4e00\u53cd\u4e09\u300f\u3002\u56e0\u6b64\uff0c\u6a21\u578b\u9047\u5230\u672a\u5b66\u4e60\u8fc7\u7684\u573a\u666f\u5c31\u4f1a\u300e\u72af\u8ff7\u7cca\u300f\uff0c\u751f\u6210\u7ed3\u679c\u4e0e\u7269\u7406\u89c4\u5219\u4e0d\u7b26\u3002\u300d\u7814\u7a76\u4f5c\u8005\u8868\u793a\u3002<\/p>\n<p>\u76f8\u5173\u63a8\u6587\u5728 X \u53d1\u5e03\u540e\uff0c\u83b7\u5f97 Yann LeCun \u70b9\u8d5e\u8f6c\u53d1\uff0c\u8fd8\u8bc4\u4ef7\u9053 \u2014\u2014 \u7ed3\u679c\u867d\u4e0d\u610f\u5916\uff0c\u4f46\u6709\u4eba\u5c1d\u8bd5\u7814\u7a76\u786e\u5b9e\u662f\u4e00\u4ef6\u597d\u4e8b\u3002<\/p>\n<p>\u6b64\u5916\uff0cCV \u5927\u725b\u8c22\u8d5b\u5b81\u548c\u5e38\u5e74\u6d3b\u8dc3\u7684 Gary Marcus \u7b49\u4eba\u4e5f\u7eb7\u7eb7\u8ddf\u8fdb\u5173\u6ce8\u3002<\/p>\n<p><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-26e0a8c58f4adad9bfb94becb0ac4c3f.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-26e0a8c58f4adad9bfb94becb0ac4c3f.png\"><\/a><\/p>\n<ul>\n<li>\n<section>\u8bba\u6587\u6807\u9898\uff1aHow Far is Video Generation from World Model: A Physical Law Perspective<\/section>\n<\/li>\n<li>\n<section>\u8bba\u6587\u94fe\u63a5\uff1ahttps:\/\/arxiv.org\/abs\/2411.02385<\/section>\n<\/li>\n<li>\n<section>\u5c55\u793a\u9875\u9762\uff1ahttps:\/\/phyworld.github.io<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a51997ad453709897121173179e602b4.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a51997ad453709897121173179e602b4.png\"><\/a><\/a><\/section>\n<p><strong>Sora \u7684\u4e16\u754c\u91cc\uff0c\u7269\u7406\u5b66\u5b58\u5728\u4e48\uff1f<\/strong><\/p>\n<p>\u6b64\u524d Sora \u53d1\u5e03\u65f6\uff0cOpenAI \u5c31\u5728\u5176\u5ba3\u4f20\u9875\u9762\u5199\u9053\uff1a\u6211\u4eec\u7684\u6210\u679c\u63ed\u793a\u4e86 \u2014\u2014 \u63d0\u5347\u89c6\u9891\u751f\u6210\u6a21\u578b\u53c2\u6570\u4e0e\u6570\u636e\u91cf\uff0c\u4e3a\u6784\u5efa\u7269\u7406\u4e16\u754c\u901a\u7528\u6a21\u62df\u5668\uff0c\u63d0\u4f9b\u4e86\u4e00\u6761\u53ef\u884c\u4e4b\u8def\u3002<\/p>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-782dd1ae21a4c76e3ef0801e90987316.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-782dd1ae21a4c76e3ef0801e90987316.png\"><\/a><\/section>\n<p>\u7ed9\u4eba\u5e0c\u671b\u7684\u540c\u65f6\uff0c\u4e1a\u5185\u8d28\u7591\u58f0\u7eb7\u81f3\u6c93\u6765\uff0c\u5f88\u591a\u4eba\u5e76\u4e0d\u8ba4\u4e3a\u57fa\u4e8e DiT \u67b6\u6784\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u80fd\u591f\u771f\u6b63\u7406\u89e3\u7269\u7406\u89c4\u5f8b\u3002\u5176\u4e2d\u5c24\u4ee5 LeCun \u4e3a\u4ee3\u8868\uff0c\u4e00\u76f4\u4ee5\u6765\uff0c\u8fd9\u4f4d\u4eba\u5de5\u667a\u80fd\u5de8\u5934\u4e00\u76f4\u575a\u79f0\uff0c\u57fa\u4e8e\u6982\u7387\u7684\u5927\u8bed\u8a00\u6a21\u578b\u65e0\u6cd5\u7406\u89e3\u5e38\u8bc6\uff0c\u5176\u4e2d\u5305\u62ec\u73b0\u5b9e\u7269\u7406\u89c4\u5f8b\u3002<\/p>\n<p>\u5c3d\u7ba1\u5927\u5bb6\u4f17\u8bf4\u7eb7\u7ead\uff0c\u4f46\u5e02\u9762\u4e0a\uff0c\u7cfb\u7edf\u6027\u9488\u5bf9\u8be5\u95ee\u9898\u7684\u7814\u7a76\u4e00\u76f4\u5be5\u5be5\u3002\u51fa\u4e8e\u5bf9\u8fd9\u4e00\u8bfe\u9898\u7684\u597d\u5947\uff0c\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u76f8\u5173\u56e2\u961f\u4e8e 2024 \u5e74\u521d\u542f\u52a8\u4e86\u8fd9\u4e00\u7814\u7a76\u7acb\u9879\uff0c\u5e76\u5386\u7ecf 8 \u4e2a\u6708\u7ec8\u4e8e\u5b8c\u6210\u7cfb\u7edf\u6027\u5b9e\u9a8c\u3002<\/p>\n<p><strong>\u539f\u7406\u4e0e\u5b9e\u9a8c\u8bbe\u8ba1<\/strong><\/p>\n<p>\u5728\u672c\u6b21\u5de5\u4f5c\u4e2d\uff0c\u5982\u4f55\u5b9a\u91cf\u5206\u6790\u89c6\u9891\u751f\u6210\u6a21\u578b\u5bf9\u4e8e\u7269\u7406\u89c4\u5f8b\u7684\u7406\u89e3\uff0c\u662f\u4e00\u5927\u6311\u6218\u3002<\/p>\n<p>\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u901a\u8fc7\u4e13\u95e8\u5f00\u53d1\u7684\u7269\u7406\u5f15\u64ce\u5408\u6210\u4e86\u5300\u901f\u76f4\u63a5\u8fd0\u52a8\u3001\u5c0f\u7403\u78b0\u649e\u3001\u629b\u7269\u7ebf\u8fd0\u52a8\u7b49\u7ecf\u5178\u7269\u7406\u573a\u666f\u7684\u8fd0\u52a8\u89c6\u9891\uff0c\u7528\u4e8e\u8bad\u7ec3\u57fa\u4e8e\u4e3b\u6d41 DiT \u67b6\u6784\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u3002\u7136\u540e\uff0c\u901a\u8fc7\u68c0\u9a8c\u6a21\u578b\u540e\u7eed\u751f\u6210\u7684\u89c6\u9891\u5728\u8fd0\u52a8\u548c\u78b0\u649e\u65b9\u9762\u662f\u5426\u7b26\u5408\u529b\u5b66\u5b9a\u5f8b\uff0c\u5224\u65ad\u6a21\u578b\u662f\u5426\u771f\u6b63\u7406\u89e3\u4e86\u7269\u7406\u89c4\u5f8b\uff0c\u5e76\u5177\u6709\u300c\u4e16\u754c\u6a21\u578b\u300d\u7684\u6f5c\u529b\u3002<\/p>\n<p>\u9488\u5bf9\u89c6\u9891\u751f\u6210\u6a21\u578b\u5728\u5b66\u4e60\u7269\u7406\u5b9a\u5f8b\u65f6\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u56e2\u961f\u63a2\u8ba8\u4e86\u4e0b\u9762\u4e09\u79cd\u573a\u666f\u7684\u8868\u73b0\uff1a<\/p>\n<ul>\n<li>\n<section><strong>\u5206\u5e03\u5185\u6cdb\u5316 (In-Distribution, ID)\uff1a<\/strong>\u6307\u8bad\u7ec3\u6570\u636e\u548c\u6d4b\u8bd5\u6570\u636e\u6765\u81ea\u540c\u4e00\u5206\u5e03\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5206\u5e03\u5916\u6cdb\u5316 (Out-of-Distribution, OOD)\u00a0<\/strong>\uff1a\u5206\u5e03\u5916\u6cdb\u5316\u6307\u7684\u662f\u6a21\u578b\u5728\u9762\u5bf9\u4ece\u672a\u89c1\u8fc7\u7684\u65b0\u573a\u666f\u65f6\uff0c\u662f\u5426\u80fd\u591f\u5c06\u5df2\u5b66\u8fc7\u7684\u7269\u7406\u5b9a\u5f8b\u5e94\u7528\u5230\u672a\u77e5\u7684\u60c5\u5883\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u7ec4\u5408\u6cdb\u5316 (Combinatorial Generalization)\uff1a<\/strong>\u7ec4\u5408\u6cdb\u5316\u4ecb\u4e8e ID \u548c OOD \u4e4b\u95f4\uff0c\u6b64\u79cd\u60c5\u51b5\u4e0b\uff0c\u8bad\u7ec3\u6570\u636e\u5df2\u5305\u542b\u4e86\u6240\u6709\u300c\u6982\u5ff5\u300d\u6216\u7269\u4f53\uff0c\u4f46\u8fd9\u4e9b\u6982\u5ff5\u3001\u7269\u4f53\u5e76\u672a\u4ee5\u6240\u6709\u53ef\u80fd\u7684\u7ec4\u5408\u6216\u66f4\u590d\u6742\u7684\u5f62\u5f0f\u51fa\u73b0\u3002<\/section>\n<\/li>\n<\/ul>\n<p>\u5728\u57fa\u4e8e\u89c6\u9891\u7684\u89c2\u5bdf\u4e2d\uff0c\u6bcf\u4e00\u5e27\u4ee3\u8868\u4e00\u4e2a\u65f6\u95f4\u70b9\uff0c\u7269\u7406\u5b9a\u5f8b\u7684\u9884\u6d4b\u5219\u5bf9\u5e94\u4e8e\u6839\u636e\u8fc7\u53bb\u548c\u73b0\u5728\u7684\u5e27\u751f\u6210\u672a\u6765\u7684\u5e27\u3002\u56e0\u6b64\uff0c\u56e2\u961f\u5728\u6bcf\u4e2a\u5b9e\u9a8c\u4e2d\u90fd\u8bad\u7ec3\u4e00\u4e2a<strong>\u57fa\u4e8e\u5e27\u6761\u4ef6\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b<\/strong>\uff0c\u6765\u6a21\u62df\u548c\u9884\u6d4b\u7269\u7406\u73b0\u8c61\u7684\u6f14\u53d8\u3002<\/p>\n<p>\u901a\u8fc7\u6d4b\u91cf\u751f\u6210\u89c6\u9891\u6bcf\u4e2a\u5e27\uff08\u65f6\u95f4\u70b9\uff09\u4e2d\u7269\u4f53\u4f4d\u7f6e\u53d8\u5316\uff0c\u53ef\u5224\u65ad\u5176\u8fd0\u52a8\u72b6\u6001\uff0c\u8fdb\u800c\u4e0e\u771f\u5b9e\u6a21\u62df\u7684\u89c6\u9891\u6570\u636e\u6bd4\u5bf9\uff0c\u5224\u65ad\u751f\u6210\u5185\u5bb9\u662f\u5426\u7b26\u5408\u7ecf\u5178\u7269\u7406\u5b66\u7684\u65b9\u7a0b\u8868\u8fbe\u3002<\/p>\n<p>\u5b9e\u9a8c\u8bbe\u8ba1\u65b9\u9762\uff0c\u56e2\u961f\u805a\u7126\u4e8e\u7531\u57fa\u672c\u8fd0\u52a8\u5b66\u65b9\u7a0b\u652f\u914d\u7684\u786e\u5b9a\u6027\u4efb\u52a1\u3002\u8fd9\u4e9b\u4efb\u52a1\u80fd\u6e05\u6670\u5b9a\u4e49\u5206\u5e03\u5185 (ID) \u548c\u5206\u5e03\u5916 (OOD) \u6cdb\u5316\uff0c\u5e76\u4e14\u80fd\u591f\u8fdb\u884c\u76f4\u89c2\u7684\u8bef\u5dee\u91cf\u5316\u8bc4\u4f30\u3002<\/p>\n<p>\u56e2\u961f\u9009\u62e9\u4e86\u4ee5\u4e0b\u4e09\u79cd\u7269\u7406\u573a\u666f\u8fdb\u884c\u8bc4\u4f30\uff0c\u6bcf\u79cd\u8fd0\u52a8\u7531\u5176\u521d\u59cb\u5e27\u51b3\u5b9a\uff1a<\/p>\n<ol>\n<li>\n<section><strong>\u5300\u901f\u76f4\u7ebf\u8fd0\u52a8\uff1a<\/strong>\u4e00\u4e2a\u7403\u6c34\u5e73\u79fb\u52a8\uff0c\u901f\u5ea6\u4fdd\u6301\u6052\u5b9a\uff0c\u7528\u4e8e\u8bf4\u660e\u60ef\u6027\u5b9a\u5f8b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u5b8c\u7f8e\u5f39\u6027\u78b0\u649e\uff1a<\/strong>\u4e24\u4e2a\u5177\u6709\u4e0d\u540c\u5927\u5c0f\u548c\u901f\u5ea6\u7684\u7403\u6c34\u5e73\u76f8\u5411\u8fd0\u52a8\u5e76\u53d1\u751f\u78b0\u649e\uff0c\u4f53\u73b0\u4e86\u80fd\u91cf\u4e0e\u52a8\u91cf\u5b88\u6052\u5b9a\u5f8b\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u629b\u7269\u7ebf\u8fd0\u52a8\uff1a<\/strong>\u4e00\u4e2a\u5e26\u6709\u521d\u59cb\u6c34\u5e73\u901f\u5ea6\u7684\u7403\u56e0\u91cd\u529b\u4f5c\u7528\u4e0b\u843d\uff0c\u7b26\u5408\u725b\u987f\u7b2c\u4e8c\u5b9a\u5f8b\u3002<\/section>\n<\/li>\n<\/ol>\n<section><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-224eb9170340d4bfd12e3e3fe04e2697.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-224eb9170340d4bfd12e3e3fe04e2697.png\"><\/a><\/a><\/section>\n<section>\u9488\u5bf9\u7ec4\u5408\u6cdb\u5316\u573a\u666f\uff0c\u56e2\u961f\u4f7f\u7528 PHYRE \u6a21\u62df\u5668\u8bc4\u4f30\u6a21\u578b\u7684\u7ec4\u5408\u6cdb\u5316\u80fd\u529b\u3002PHYRE \u662f\u4e00\u4e2a\u4e8c\u7ef4\u6a21\u62df\u73af\u5883\uff0c\u5176\u4e2d\u5305\u62ec\u7403\u3001\u7f50\u5b50\u3001\u6746\u5b50\u548c\u5899\u58c1\u7b49\u591a\u4e2a\u5bf9\u8c61\uff0c\u5b83\u4eec\u53ef\u4ee5\u662f\u56fa\u5b9a\u6216\u52a8\u6001\u7684\uff0c\u4e14\u80fd\u8fdb\u884c\u78b0\u649e\u3001\u629b\u7269\u7ebf\u8f68\u8ff9\u3001\u65cb\u8f6c\u7b49\u590d\u6742\u7269\u7406\u4ea4\u4e92\uff0c\u4f46\u73af\u5883\u4e2d\u7684\u5e95\u5c42\u7269\u7406\u89c4\u5f8b\u662f\u786e\u5b9a\u6027\u7684\u3002<\/section>\n<section><\/section>\n<section>\u89c6\u9891\u6570\u636e\u6784\u9020\u65b9\u9762\uff0c\u6bcf\u4e00\u4e2a\u89c6\u9891\u8003\u8651\u4e86\u516b\u79cd\u7269\u4f53\uff0c\u5305\u62ec\u4e24\u4e2a\u52a8\u6001\u7070\u8272\u7403\u3001\u4e00\u7ec4\u56fa\u5b9a\u7684\u9ed1\u8272\u7403\u3001\u4e00\u4e2a\u56fa\u5b9a\u7684\u9ed1\u8272\u6761\u5f62\u3001\u4e00\u4e2a\u52a8\u6001\u6761\u5f62\u3001\u4e00\u7ec4\u52a8\u6001\u7acb\u5f0f\u6761\u5f62\u3001\u4e00\u4e2a\u52a8\u6001\u7f50\u5b50\u548c\u4e00\u4e2a\u52a8\u6001\u7acb\u5f0f\u68cd\u5b50\u3002<\/section>\n<section>\u6bcf\u4e2a\u4efb\u52a1\u5305\u542b\u4e00\u4e2a\u7ea2\u8272\u7403\u548c\u4ece\u8fd9\u516b\u79cd\u7c7b\u578b\u4e2d\u968f\u673a\u9009\u62e9\u7684\u56db\u4e2a\u7269\u4f53\uff0c\u603b\u5171\u5f62\u6210<a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e9e9d1b4f705d74a1fa2ea87834a187.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8e9e9d1b4f705d74a1fa2ea87834a187.png\"><\/a>\u79cd\u72ec\u7279\u7684\u6a21\u677f\u3002\u6570\u636e\u793a\u4f8b\u5982\u4e0b\uff1a<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eadc7f8f0ffb95563a82e2e0344f5678.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eadc7f8f0ffb95563a82e2e0344f5678.png\"><\/a><\/a><\/section>\n<section>\u5bf9\u4e8e\u6bcf\u4e2a\u8bad\u7ec3\u6a21\u677f\uff0c\u56e2\u961f\u4fdd\u7559\u4e86\u4e00\u5c0f\u90e8\u5206\u89c6\u9891\u7528\u4e8e\u521b\u5efa\u6a21\u677f\u5185\u6d4b\u8bd5\u96c6\uff08in-template evaluation set\uff09\uff0c\u518d\u4fdd\u7559 10 \u4e2a\u672a\u4f7f\u7528\u7684\u6a21\u677f\uff0c\u7528\u4e8e\u6a21\u677f\u5916\u6d4b\u8bd5\u96c6\uff08out-of-template evaluation set\uff09\uff0c\u4ee5\u8bc4\u4f30\u6a21\u578b\u5bf9\u8bad\u7ec3\u65f6\u672a\u89c1\u8fc7\u7684\u65b0\u7ec4\u5408\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/section>\n<section><\/section>\n<section><strong>\u5b9e\u9a8c\u7ed3\u679c\u4e0e\u5206\u6790<\/strong><\/section>\n<section><\/section>\n<section>\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7684\u5b9e\u9a8c\u53d1\u73b0\uff0c\u5373\u4f7f\u9075\u5faa\u300cScaling Law\u300d\u589e\u5927\u6a21\u578b\u53c2\u6570\u89c4\u6a21\u548c\u6570\u636e\u91cf\uff0c\u6a21\u578b\u4f9d\u7136\u65e0\u6cd5\u62bd\u8c61\u51fa\u4e00\u822c\u7269\u7406\u89c4\u5219\uff0c\u505a\u5230\u771f\u6b63\u300c\u7406\u89e3\u300d\u3002<\/section>\n<section><\/section>\n<section>\u4ee5\u6700\u7b80\u5355\u7684\u5300\u901f\u76f4\u7ebf\u8fd0\u52a8\u4e3a\u4f8b\uff0c\u5f53\u6a21\u578b\u5b66\u4e60\u4e86\u4e0d\u540c\u901f\u5ea6\u4e0b\u5c0f\u7403\u4fdd\u6301\u5300\u901f\u76f4\u7ebf\u8fd0\u52a8\u7684\u8bad\u7ec3\u6570\u636e\u540e\uff0c\u7ed9\u5b9a\u521d\u59cb\u51e0\u5e27\uff0c\u8981\u6c42\u6a21\u578b\u751f\u6210\u5c0f\u7403\u5728\u8bad\u7ec3\u96c6\u901f\u5ea6\u533a\u95f4\u5185\u5300\u901f\u76f4\u7ebf\u8fd0\u52a8\u7684\u89c6\u9891\uff0c\u968f\u7740\u6a21\u578b\u53c2\u6570\u548c\u8bad\u7ec3\u6570\u636e\u91cf\u7684\u589e\u52a0\uff0c\u751f\u6210\u7684\u89c6\u9891\u9010\u6e10\u66f4\u7b26\u5408\u7269\u7406\u89c4\u5f8b\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5f53\u8981\u6c42\u6a21\u578b\u751f\u6210\u672a\u66fe\u89c1\u8fc7\u7684\u901f\u5ea6\u533a\u95f4\uff08\u5373\u8d85\u51fa\u8bad\u7ec3\u6570\u636e\u8303\u56f4\uff09\u7684\u8fd0\u52a8\u89c6\u9891\u65f6\uff0c\u6a21\u578b\u7a81\u7136\u4e0d\u518d\u9075\u5faa\u7269\u7406\u89c4\u5f8b\uff0c\u5e76\u4e14\u65e0\u8bba\u5982\u4f55\u589e\u52a0\u6a21\u578b\u53c2\u6570\u6216\u8bad\u7ec3\u6570\u636e\uff0c\u751f\u6210\u7684\u7ed3\u679c\u90fd\u6ca1\u6709\u663e\u8457\u6539\u8fdb\u3002\u8fd9\u8868\u660e\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u65e0\u6cd5\u771f\u6b63\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff0c\u4e5f\u65e0\u6cd5\u5c06\u8fd9\u4e9b\u89c4\u5f8b\u6cdb\u5316\u5e94\u7528\u5230\u5168\u65b0\u7684\u573a\u666f\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u4e0d\u8fc7\uff0c\u7814\u7a76\u4e2d\u4e5f\u6709\u4e00\u4e2a\u597d\u6d88\u606f\uff1a\u5982\u679c\u8bad\u7ec3\u89c6\u9891\u4e2d\u6240\u6709\u6982\u5ff5\u548c\u7269\u4f53\u90fd\u662f\u6a21\u578b\u5df2\u719f\u6089\u7684\uff0c\u6b64\u65f6\u52a0\u5927\u8bad\u7ec3\u89c6\u9891\u7684\u590d\u6742\u5ea6\uff0c\u6bd4\u5982\u7ec4\u5408\u589e\u52a0\u7269\u4f53\u95f4\u7684\u7269\u7406\u4ea4\u4e92\uff0c\u901a\u8fc7\u52a0\u5927\u8bad\u7ec3\u6570\u636e\uff0c\u6a21\u578b\u5bf9\u7269\u7406\u89c4\u5f8b\u7684\u9075\u5faa\u5c06\u8d8a\u6765\u8d8a\u597d\u3002\u8fd9\u4e00\u7ed3\u679c\u53ef\u4e3a\u89c6\u9891\u751f\u6210\u6a21\u578b\u7ee7\u7eed\u63d0\u5347\u8868\u73b0\u63d0\u4f9b\u542f\u53d1\u3002<\/section>\n<section><\/section>\n<section>\u5177\u4f53\u800c\u8a00\uff0c\u5728\u5206\u5e03\u5185\u6cdb\u5316\uff08ID\uff09\u7684\u6d4b\u8bd5\u4e2d\uff0c\u56e2\u961f\u89c2\u5bdf\u5230\uff0c\u968f\u7740\u6a21\u578b\u89c4\u6a21\u589e\u5927\uff08\u4ece DiT-S \u5230 DiT-L\uff09\u6216\u8bad\u7ec3\u6570\u636e\u91cf\u7684\u589e\u52a0\uff08\u4ece 30K \u5230 3M\uff09\uff0c\u6a21\u578b\u5728\u6240\u6709\u4e09\u79cd\u7269\u7406\u4efb\u52a1\u4e2d\u7684\u901f\u5ea6\u8bef\u5dee\u90fd\u964d\u4f4e\u3002<strong>\u8fd9\u8868\u660e\uff0c\u6a21\u578b\u89c4\u6a21\u548c\u6570\u636e\u91cf\u7684\u589e\u52a0\u5bf9\u5206\u5e03\u5185\u6cdb\u5316\u81f3\u5173\u91cd\u8981\u3002<\/strong><\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5206\u5e03\u5916\u6cdb\u5316\uff08OOD\uff09\u4e0e\u5206\u5e03\u5185\u6cdb\u5316\uff08ID\uff09\u7ed3\u679c\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\uff1a<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u66f4\u9ad8\u7684\u8bef\u5dee<\/strong>\uff1a\u5728\u6240\u6709\u8bbe\u7f6e\u4e2d\uff0cOOD \u901f\u5ea6\u8bef\u5dee\u6bd4 ID \u9ad8\u51fa\u4e00\u4e2a\u6570\u91cf\u7ea7 \uff08~0.02 v.s. ~0.3\uff09\u3002<\/section>\n<\/li>\n<li>\n<section><strong>\u6269\u5c55\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\u7684\u5f71\u54cd\u6709\u9650<\/strong>\uff1a\u4e0e\u5206\u5e03\u5185\u6cdb\u5316\u4e0d\u540c\uff0c\u6269\u5c55\u8bad\u7ec3\u6570\u636e\u548c\u6a21\u578b\u89c4\u6a21\u5bf9\u964d\u4f4e OOD \u8bef\u5dee\u51e0\u4e4e\u6ca1\u6709\u5f71\u54cd\u3002\u8fd9\u8868\u660e\uff0c<strong>\u7b80\u5355\u7684\u6570\u636e\u91cf\u548c\u6a21\u578b\u89c4\u6a21\u7684\u589e\u52a0\u65e0\u6cd5\u6709\u6548\u63d0\u5347\u6a21\u578b\u5728 OOD \u573a\u666f\u4e2d\u7684\u63a8\u7406\u80fd\u529b<\/strong>\u3002<\/section>\n<\/li>\n<\/ul>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a526e5403dec4624a37e740e6bf8b651.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a526e5403dec4624a37e740e6bf8b651.png\"><\/a><\/section>\n<section>\u81f3\u4e8e\u7ec4\u5408\u6cdb\u5316\u573a\u666f\uff0c\u4ece\u4e0b\u8868\u53ef\u770b\u5230\uff0c\u5f53\u6a21\u677f\u6570\u91cf\u4ece 6 \u4e2a\u589e\u52a0\u5230 60 \u4e2a\u65f6\uff0c\u6240\u6709\u5ea6\u91cf\u6307\u6807\uff08FVD\u3001SSIM\u3001PSNR\u3001LPIPS\uff09\u5728<strong>\u6a21\u7248\u5916\u6d4b\u8bd5\u96c6<\/strong>\u4e0a\u5747\u663e\u8457\u7684\u63d0\u5347\u3002\u5c24\u5176\u662f\u5f02\u5e38\u7387\uff08\u751f\u6210\u89c6\u9891\u8fdd\u80cc\u7269\u7406\u5b9a\u5f8b\u7684\u6bd4\u4f8b\uff09\uff0c\u4ece 67% \u5927\u5e45\u4e0b\u964d\u81f3 10%\u3002\u8fd9\u8868\u660e\uff0c<strong>\u5f53\u8bad\u7ec3\u96c6\u8986\u76d6\u4e86\u66f4\u591a\u7ec4\u5408\u573a\u666f\u65f6\uff0c\u6a21\u578b\u80fd\u591f\u5728\u672a\u89c1\u8fc7\u7684\u7ec4\u5408\u4e2d\u5c55\u73b0\u51fa\u66f4\u5f3a\u7684\u6cdb\u5316\u80fd\u529b<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\uff0c\u5bf9\u4e8e\u6a21\u677f\u5185\u6d4b\u8bd5\u96c6\uff0c\u6a21\u578b\u5728 6 \u4e2a\u6a21\u677f\u7684\u8bad\u7ec3\u96c6\u4e0a\u7684 SSIM\u3001PSNR \u548c LPIPS \u7b49\u6307\u6807\u4e0a\u8868\u73b0\u6700\u4f73\uff0c\u56e0\u4e3a\u6bcf\u4e2a\u8bad\u7ec3\u793a\u4f8b\u88ab\u53cd\u590d\u5c55\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a7ea42410d04d76ec2423d2438abe77a.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-a7ea42410d04d76ec2423d2438abe77a.png\"><\/a><\/section>\n<section>\u8fd9\u4e9b\u7ed3\u679c\u8868\u660e\uff0c\u6a21\u578b\u5bb9\u91cf\u548c\u7ec4\u5408\u7a7a\u95f4\u7684\u8986\u76d6\u8303\u56f4\u5bf9\u7ec4\u5408\u6cdb\u5316\u81f3\u5173\u91cd\u8981\u3002\u8fd9\u610f\u5473\u7740\uff0c<strong>\u89c6\u9891\u751f\u6210\u7684 Scaling Law \u5e94\u5f53\u4fa7\u91cd\u4e8e\u589e\u52a0\u7ec4\u5408\u591a\u6837\u6027\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u6269\u5927\u6570\u636e\u91cf<\/strong>\u3002<\/section>\n<p><a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8ef4b47c206a51432ac3204d4d532237.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-8ef4b47c206a51432ac3204d4d532237.png\"><\/a><\/a><\/p>\n<section><em><sup>\u56fe\u6ce8\uff1a\u5728\u6a21\u7248\u5916\u6d4b\u8bd5\u96c6\u4e0a\u751f\u6210\u7684\u6837\u672c\u89c6\u9891\u3002\u7b2c\u4e00\u884c\uff1a\u771f\u5b9e\u89c6\u9891\u3002\u7b2c\u4e8c\u884c\uff1a\u4f7f\u7528 60 \u4e2a\u6a21\u677f\u8bad\u7ec3\u7684\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u3002\u7b2c\u4e09\u884c\uff1a\u4f7f\u7528 30 \u4e2a\u6a21\u677f\u8bad\u7ec3\u7684\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u3002\u7b2c\u56db\u884c\uff1a\u4f7f\u7528 6 \u4e2a\u6a21\u677f\u8bad\u7ec3\u7684\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u673a\u7406\u63a2\u7a76\uff1a\u6a21\u578b\u5982\u4f55\u4f9d\u8d56\u8bb0\u5fc6\u548c\u6848\u4f8b\u6a21\u4eff<\/strong><\/section>\n<section><\/section>\n<section>\u524d\u6587\u63d0\u53ca\uff0c\u89c6\u9891\u751f\u6210\u6a21\u578b\u5bf9\u4e8e\u5206\u5e03\u5916\u6cdb\u5316\u8868\u73b0\u4e0d\u4f73\uff0c\u4f46\u5728\u7ec4\u5408\u573a\u666f\u4e0b\uff0c\u6570\u636e\u548c\u6a21\u578b Scaling \u53ef\u5e26\u6765\u4e00\u5b9a\u63d0\u5347\uff0c\u8fd9\u7a76\u7adf\u6765\u81ea\u4e8e\u6848\u4f8b\u5b66\u4e60\uff0c\u8fd8\u662f\u5bf9\u5e95\u5c42\u89c4\u5f8b\u7684\u62bd\u8c61\u7406\u89e3\uff1f\u56e2\u961f\u7740\u624b\u8fdb\u884c\u4e86\u76f8\u5173\u5b9e\u9a8c\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u6a21\u578b\u4f3c\u4e4e\u66f4\u591a\u4f9d\u8d56\u8bb0\u5fc6\u548c\u6848\u4f8b\u6a21\u4eff<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u4f7f\u7528\u5300\u901f\u8fd0\u52a8\u89c6\u9891\u8fdb\u884c\u8bad\u7ec3\uff0c\u901f\u5ea6\u8303\u56f4\u4e3a v\u2208[2.5, 4.0]\uff0c\u5e76\u4f7f\u7528\u524d 3 \u5e27\u4f5c\u4e3a\u8f93\u5165\u6761\u4ef6\u3002\u6211\u4eec\u4f7f\u7528\u4e24\u4e2a\u6570\u636e\u96c6\u8bad\u7ec3\uff0c\u518d\u5bf9\u7167\u7ed3\u679c\uff0cSet-1 \u53ea\u5305\u542b\u4ece\u5de6\u5230\u53f3\u79fb\u52a8\u7684\u7403\uff0c\u800c Set-2 \u5219\u5305\u542b\u4ece\u5de6\u5230\u53f3\u79fb\u52a8\u7684\u7403\u548c\u4ece\u53f3\u5230\u5de6\u79fb\u52a8\u7684\u7403\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u7ed9\u5b9a\u8fdb\u884c\u4f4e\u901f\u6b63\u5411\uff08\u4ece\u5de6\u5230\u53f3\uff09\u8fd0\u52a8\u7684\u5e27\u6761\u4ef6\uff0cSet-1 \u6a21\u578b\u751f\u6210\u89c6\u9891\u53ea\u6709\u6b63\u901f\u5ea6\uff0c\u4e14\u504f\u5411\u9ad8\u901f\u8303\u56f4\u3002\u76f8\u6bd4\u4e4b\u4e0b\uff0cSet-2 \u6a21\u578b\u5076\u5c14\u4f1a\u751f\u6210\u8d1f\u901f\u5ea6\u7684\u89c6\u9891\uff0c\u6b63\u5982\u56fe\u4e2d\u7eff\u8272\u5706\u5708\u6240\u793a\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e9f89fb7a3678406e8527651eb1ee940.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-e9f89fb7a3678406e8527651eb1ee940.png\"><\/a><\/section>\n<section>\u9762\u5bf9\u4e24\u8005\u4e4b\u95f4\u7684\u533a\u522b\uff0c\u56e2\u961f\u731c\u6d4b\uff0c\u8fd9\u53ef\u80fd\u662f\u7531\u4e8e\u6a21\u578b\u8ba4\u4e3a\uff0c\u4e0e\u4f4e\u901f\u5ea6\u7403\u66f4\u63a5\u8fd1\u7684\u662f\u8bad\u7ec3\u6570\u636e\u4e2d\u53cd\u65b9\u5411\u8fd0\u52a8\u7684\u5c0f\u7403\uff0c\u5bfc\u81f4\u6a21\u578b\u53d7\u5230\u8bad\u7ec3\u6570\u636e\u4e2d\u300c\u8bef\u5bfc\u6027\u300d\u793a\u4f8b\u5f71\u54cd\u3002\u6362\u800c\u8a00\u4e4b\uff0c<strong>\u6a21\u578b\u4f3c\u4e4e\u66f4\u591a\u4f9d\u8d56\u4e8e\u8bb0\u5fc6\u548c\u6848\u4f8b\u6a21\u4eff\uff0c\u800c\u975e\u62bd\u8c61\u51fa\u666e\u904d\u7684\u7269\u7406\u89c4\u5219\uff0c\u5b9e\u73b0\u5206\u5e03\u5916\u6cdb\u5316\uff08OOD\uff09<\/strong>\u3002<\/section>\n<section><\/section>\n<ul>\n<li>\n<section><strong>\u6a21\u578b\u66f4\u591a\u9760\u989c\u8272\u5bfb\u627e\u6a21\u4eff\u5bf9\u8c61<br \/><\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u5728\u524d\u6587\uff0c\u6211\u4eec\u5df2\u63a2\u7d22\u83b7\u77e5 \u2014\u2014 \u6a21\u578b\u66f4\u591a\u4f9d\u8d56\u8bb0\u5fc6\u548c\u76f8\u4f3c\u6848\u4f8b\u8fdb\u884c\u6a21\u4eff\u5e76\u751f\u6210\u89c6\u9891\uff0c\u66f4\u8fdb\u4e00\u6b65\uff0c\u5219\u987b\u5206\u6790\u54ea\u4e9b\u5c5e\u6027\u5bf9\u5176\u6a21\u4eff\u5f71\u54cd\u8f83\u5927\u3002<\/section>\n<section><\/section>\n<section>\u5728\u6bd4\u5bf9\u989c\u8272\u3001\u5f62\u72b6\u3001\u5927\u5c0f\u548c\u901f\u5ea6\u56db\u4e2a\u5c5e\u6027\u540e\uff0c\u56e2\u961f\u53d1\u73b0\uff0c<strong>\u57fa\u4e8e\u6269\u6563\u6280\u672f\u7684\u7684\u89c6\u9891\u751f\u6210\u6a21\u578b\u5929\u751f\u66f4\u504f\u5411\u5176\u4ed6\u5c5e\u6027\u800c\u975e\u5f62\u72b6\uff0c\u8fd9\u4e5f\u53ef\u80fd\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5f53\u524d\u7684\u5f00\u653e\u96c6\u89c6\u9891\u751f\u6210\u6a21\u578b\u901a\u5e38\u5728\u5f62\u72b6\u4fdd\u6301\u4e0a\u5b58\u5728\u56f0\u96be<\/strong>\u3002<\/section>\n<section><\/section>\n<section>\u5982\u4e0b\u56fe\uff0c\u7b2c\u4e00\u884c\u662f\u771f\u5b9e\u89c6\u9891\uff0c\u7b2c\u4e8c\u884c\u662f\u89c6\u9891\u6a21\u578b\u751f\u6210\u7684\u5185\u5bb9\uff0c\u989c\u8272\u5f88\u597d\u7684\u4fdd\u6301\u4e86\u4e00\u81f4\uff0c\u4f46\u5176\u5f62\u72b6\u96be\u4ee5\u4fdd\u6301\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eba4a37180990c6e4a0f7bd9187545ad.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-eba4a37180990c6e4a0f7bd9187545ad.png\"><\/a><\/a><\/section>\n<section>\u4e24\u4e24\u5bf9\u6bd4\u540e\uff0c\u56e2\u961f\u53d1\u73b0<strong>\u89c6\u9891\u751f\u6210\u6a21\u578b\u66f4\u4e60\u60ef\u4e8e\u901a\u8fc7\u300c\u989c\u8272\u300d\u5bfb\u627e\u76f8\u4f3c\u53c2\u8003\u751f\u6210\u7269\u4f53\u8fd0\u52a8\u72b6\u6001\uff0c\u5176\u6b21\u662f\u5927\u5c0f\uff0c\u518d\u6b21\u662f\u901f\u5ea6\uff0c\u6700\u540e\u624d\u662f\u5f62\u72b6<\/strong>\u3002\u989c\u8272 \/ \u5927\u5c0f \/ \u901f\u5ea6\u5bf9\u5f62\u72b6\u7684\u5f71\u54cd\u60c5\u51b5\u5982\u4e0b\u56fe\uff1a<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec90af5cbf4d2a7a0587a393fc5ce770.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-ec90af5cbf4d2a7a0587a393fc5ce770.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u590d\u6742\u7ec4\u5408\u6cdb\u5316\u60c5\u51b5<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u5bf9\u4e8e\u590d\u6742\u7684\u7ec4\u5408\u6cdb\u5316\u4e3a\u4f55\u80fd\u591f\u53d1\u751f\uff0c\u56e2\u961f\u63d0\u51fa\u89c6\u9891\u6a21\u578b\u5177\u6709\u4e09\u79cd\u57fa\u672c\u7684\u7ec4\u5408\u6a21\u5f0f\uff0c\u5206\u522b\u4e3a\uff1a<strong>\u5c5e\u6027\u7ec4\u5408\u3001\u7a7a\u95f4\u7ec4\u5408<\/strong>\uff08\u591a\u4e2a\u7269\u4f53\u4e0d\u540c\u8fd0\u52a8\u72b6\u6001\uff09\u3001<strong>\u65f6\u95f4\u7ec4\u5408<\/strong>\uff08\u4e0d\u540c\u7684\u65f6\u95f4\u70b9\u591a\u4e2a\u7269\u4f53\u7684\u4e0d\u540c\u72b6\u6001\uff09\u3002<\/section>\n<section><\/section>\n<section>\u5b9e\u9a8c\u7ed3\u679c\u53d1\u73b0\uff0c\u5bf9\u4e8e\u901f\u5ea6\u4e0e\u5927\u5c0f\u6216\u989c\u8272\u4e0e\u5927\u5c0f\u7b49\u5c5e\u6027\u5bf9\uff0c\u6a21\u578b\u5c55\u73b0\u51fa\u4e00\u5b9a\u7a0b\u5ea6\u7684\u7ec4\u5408\u6cdb\u5316\u80fd\u529b\u3002\u540c\u65f6\uff0c\u5982\u4e0b\u56fe\u6240\u793a\uff0c\u6a21\u578b\u80fd\u591f\u901a\u8fc7\u5bf9\u8bad\u7ec3\u6570\u636e\u7684\u5c40\u90e8\u7247\u6bb5\u8fdb\u884c\u65f6\u95f4 \/ \u7a7a\u95f4\u7ef4\u5ea6\u7684\u518d\u7ec4\u5408\u3002<\/section>\n<section><\/section>\n<section>\u7136\u800c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0c\u5e76\u4e0d\u662f\u6240\u6709\u7684\u60c5\u51b5\u4e0b\u90fd\u80fd\u901a\u8fc7\u7ec4\u5408\u6cdb\u5316\u751f\u6210\u9075\u5faa\u7269\u7406\u89c4\u5f8b\u7684\u89c6\u9891\u3002\u6a21\u578b\u5bf9\u6848\u4f8b\u5339\u914d\u7684\u4f9d\u8d56\u9650\u5236\u4e86\u5176\u6548\u679c\u3002\u5728\u4e0d\u4e86\u89e3\u5e95\u5c42\u89c4\u5219\u7684\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u68c0\u7d22\u5e76\u7ec4\u5408\u7247\u6bb5\uff0c\u53ef\u80fd\u4f1a\u751f\u6210\u4e0d\u7b26\u5408\u73b0\u5b9e\u7684\u7ed3\u679c\u3002<\/section>\n<section><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b1c1b7dac69bc26faf3c675daa4df5bc.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-b1c1b7dac69bc26faf3c675daa4df5bc.png\"><\/a><\/section>\n<ul>\n<li>\n<section><strong>\u89c6\u9891\u8868\u5f81\u7684\u5c40\u9650\u6027<\/strong><\/section>\n<\/li>\n<\/ul>\n<section><\/section>\n<section>\u6700\u540e\uff0c\u56e2\u961f\u63a2\u7d22\u4e86\u5728\u89c6\u9891\u8868\u5f81\u7a7a\u95f4\u8fdb\u884c\u751f\u6210\u662f\u5426\u8db3\u4ee5\u4f5c\u4e3a\u4e16\u754c\u6a21\u578b\uff0c\u7ed3\u679c\u53d1\u73b0\uff0c\u89c6\u89c9\u6a21\u7cca\u6027\u4f1a\u5bfc\u81f4\u5728\u7ec6\u7c92\u5ea6\u7269\u7406\u5efa\u6a21\u65b9\u9762\u51fa\u73b0\u663e\u8457\u7684\u8bef\u5dee\u3002<\/section>\n<section><\/section>\n<section>\u4f8b\u5982\u4e0b\u56fe\uff0c\u5f53\u7269\u4f53\u5c3a\u5bf8\u5dee\u5f02\u4ec5\u5728\u50cf\u7d20\u7ea7\u522b\u65f6\uff0c\u5355\u7eaf\u901a\u8fc7\u89c6\u89c9\u5224\u65ad\u4e00\u4e2a\u7403\u662f\u5426\u80fd\u901a\u8fc7\u95f4\u9699\u53d8\u5f97\u5341\u5206\u56f0\u96be\uff0c\u8fd9\u53ef\u80fd\u5bfc\u81f4\u770b\u4f3c\u5408\u7406\u4f46\u5b9e\u9645\u4e0a\u9519\u8bef\u7684\u7ed3\u679c\u3002<a href=\"https:\/\/mp.weixin.qq.com\/s?__biz=MzA3MzI4MjgzMw==&amp;mid=2650942315&amp;idx=1&amp;sn=ff608dd150a15d33abb9c5b37fb6287e&amp;chksm=84e7ef15b39066036175f48ac0eb598380036a0daa56cc6640d3348d20c1a5c2a6dfe50d9ae2&amp;token=1068924646&amp;lang=zh_CN#rd\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9a2d0c3e17a7d983e053d42e73f6104e.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2024\/11\/frc-9a2d0c3e17a7d983e053d42e73f6104e.png\"><\/a><\/a><\/section>\n<section><em><sup>\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0\u56fe\u6ce8\uff1a\u7b2c\u4e00\u884c\u662f\u771f\u5b9e\u89c6\u9891\uff0c\u7b2c\u4e8c\u884c\u4e3a\u6a21\u578b\u751f\u6210\u7684\u89c6\u9891\u3002<\/sup><\/em><\/section>\n<section><\/section>\n<section><strong>\u8fd9\u4e9b\u53d1\u73b0\u8868\u660e\uff0c\u5355\u7eaf\u4f9d\u8d56\u89c6\u9891\u8868\u793a\u4e0d\u8db3\u4ee5\u8fdb\u884c\u7cbe\u786e\u7684\u7269\u7406\u5efa\u6a21<\/strong>\u3002<\/section>\n<section><\/section>\n<section><strong>\u56e2\u961f\u4ecb\u7ecd<\/strong><\/section>\n<section><\/section>\n<section>\u8be5\u8bba\u6587\u6838\u5fc3\u4f5c\u8005\u6709\u4e24\u4f4d\uff0c\u5176\u4e2d\u4e4b\u4e00\u4e3a\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f 95 \u540e\u7814\u7a76\u5458 Bingyi Kang\uff0c\u6b64\u524d\u4ed6\u8d1f\u8d23\u7684\u7814\u7a76\u9879\u76ee Depth Anything \u540c\u6837\u53d6\u5f97\u4e86\u4e1a\u754c\u7684\u5e7f\u6cdb\u5173\u6ce8\uff0c\u5e76\u88ab\u6536\u5165\u82f9\u679c CoreML \u5e93\u4e2d\u3002<\/section>\n<section><\/section>\n<section>\u636e Bingyi \u5206\u4eab\uff0c\u4e16\u754c\u6a21\u578b\u6982\u5ff5\u65e9\u5df2\u88ab\u63d0\u51fa\uff0c\u81ea AlphaGo \u8bde\u751f\u65f6\uff0c\u300c\u4e16\u754c\u6a21\u578b\u300d \u4e00\u8bcd\u5df2\u5728\u4e1a\u5185\u4f20\u5f00\uff0cSora \u7206\u706b\u540e\uff0c\u4ed6\u51b3\u5b9a\u5148\u4ece\u89c6\u9891\u751f\u6210\u6a21\u578b\u80fd\u5426\u771f\u6b63\u7406\u89e3\u7269\u7406\u89c4\u5f8b\u5165\u624b\uff0c\u4e00\u6b65\u6b65\u63ed\u5f00\u4e16\u754c\u6a21\u578b\u673a\u7406\u3002<\/section>\n<section><\/section>\n<section>\u8fd9\u5f53\u4e2d\u6709\u4e09\u56db\u5468\u65f6\u95f4\uff0c\u9879\u76ee\u6beb\u65e0\u8fdb\u5c55\uff0c\u76f4\u5230\u4e00\u6b21\u5b9e\u9a8c\uff0c\u5927\u5bb6\u6ce8\u610f\u5230\u4e00\u4e2a\u5f88\u9690\u853d\u7684\u53cd\u5e38\u89c4\u73b0\u8c61\uff0c\u501f\u6b64\u8bbe\u8ba1\u5bf9\u6bd4\u8bd5\u9a8c\u540e\uff0c\u4ed6\u4eec\u786e\u8ba4\u4e86\u300c\u6a21\u578b\u5176\u5b9e\u4e0d\u662f\u5728\u603b\u7ed3\u89c4\u5f8b\uff0c\u800c\u662f\u5728\u5339\u914d\u8ddf\u4ed6\u6700\u63a5\u8fd1\u7684\u6837\u672c\u300d\u3002<\/section>\n<section><\/section>\n<section>\u300c\u505a research \u5f80\u5f80\u4e0d\u662f\u8bf4\uff0c\u4f60\u7a81\u7136\u6709\u4e2a\u5f88\u597d\u7684 idea\uff0c\u7136\u540e\u4f60\u4e00\u8bd5\u5b83\u5c31 work \u4e86\uff0c\u5f88\u591a\u65f6\u5019\u4f60\u90fd\u662f\u5728\u6392\u9519\u3002\u4f46\u7ecf\u8fc7\u4e00\u6bb5\u65f6\u95f4\u7684\u8bd5\u9519\uff0c\u4f60\u5f88\u53ef\u80fd\u7a81\u7136\u53d1\u73b0\u67d0\u4e00\u4e2a\u65b9\u5411\u6709\u89e3\u4e86\u3002\u300dBingyi \u8868\u793a\u3002<\/section>\n<section>\u00a0<\/section>\n<section>\u5c3d\u7ba1\u7814\u7a76\u8017\u65f6 8 \u4e2a\u6708\uff0c\u6bcf\u5929\u5bf9\u7740\u89c6\u9891\u4e2d\u7684\u865a\u62df\u5c0f\u7403\u505a\u5b9a\u91cf\u5b9e\u9a8c\uff0c\u4f46\u5927\u5bb6\u66f4\u591a\u611f\u53d7\u5230\u7684\u4e0d\u662f\u67af\u71e5\uff0c\u800c\u662f\u300c\u597d\u73a9\u300d\u548c\u300c\u70e7\u8111\u300d\uff0c\u56de\u5fc6\u8fd9\u6bb5\uff0c\u4ed6\u611f\u6168\uff1a\u300c\u56e2\u961f\u5bf9\u57fa\u7840\u7814\u7a76\u7ed9\u4e86\u5145\u5206\u7684\u63a2\u7d22\u7a7a\u95f4\u3002\u300d<\/section>\n<section>\u00a0<\/section>\n<section>\u53e6\u4e00\u4f4d 00 \u540e\u540c\u5b66\u4e5f\u662f\u6838\u5fc3\u53c2\u4e0e\u8005\u4e4b\u4e00\uff0c\u636e\u4ed6\u5206\u4eab\uff0c\u672c\u6b21\u7814\u7a76\u662f\u4ed6\u7ecf\u5386\u8fc7\u7684\u6700\u5177\u6311\u6218\u6027\u3001\u6700\u8017\u65f6\u7684\u9879\u76ee\uff0c\u6d89\u53ca\u5bf9\u7269\u7406\u5f15\u64ce\u3001\u8bc4\u6d4b\u7cfb\u7edf\u3001\u5b9e\u9a8c\u65b9\u6cd5\u7684\u6784\u5efa\uff0c\u975e\u5e38\u7e41\u7410\uff0c\u5f53\u4e2d\u8fd8\u6709\u597d\u51e0\u6b21\u9879\u76ee\u300c\u5361\u987f\u300d\u4f4f\u3002\u4e0d\u8fc7\uff0c\u56e2\u961f\u8d1f\u8d23\u4eba\u548c Mentor \u90fd\u7ed9\u4e88\u4e86\u8010\u5fc3\u548c\u9f13\u52b1\uff0c\u300c\u6ca1\u4eba\u50ac\u8d76\u7d27\u628a\u9879\u76ee\u505a\u5b8c\u300d\u3002<\/section>\n<section><\/section>\n<section>\u5173\u4e8e\u672c\u6587\u4ecb\u7ecd\u6210\u679c\u7684\u66f4\u591a\u8be6\u60c5\uff0c\u53ef\u5173\u6ce8\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u516c\u4f17\u53f7\u4e86\u89e3\u3002<\/section>\n<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.jiqizhixin.com\/articles\/2024-11-08-8\" target=\"_blank\">LeCun\u8d5e\u8f6c\uff01\u7c7bSora\u6a21\u578b\u80fd\u5426\u7406\u89e3\u7269\u7406\u89c4\u5f8b\uff1f\u5b57\u8282\u8c46\u5305\u5927\u6a21\u578b\u56e2\u961f\u7cfb\u7edf\u6027\u7814\u7a76\u63ed\u79d8<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:LeCun\u8d5e\u8f6c\uff01\u7c7bSo [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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