{"id":772635,"date":"2026-05-03T16:11:13","date_gmt":"2026-05-03T08:11:13","guid":{"rendered":"https:\/\/www.alphaseek.cn\/?p=772635"},"modified":"2026-05-03T16:11:13","modified_gmt":"2026-05-03T08:11:13","slug":"openai%e5%8f%82%e4%b8%8e%ef%bc%8c%e9%87%8d%e5%8d%b7imagenet%ef%bc%9a%e7%bb%88%e4%ba%8e%e6%8a%8afid%e5%81%9a%e6%88%90%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/www.alphaseek.cn\/?p=772635","title":{"rendered":"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3"},"content":{"rendered":"<p>\u8861\u5b87 \u53d1\u81ea \u51f9\u975e\u5bfa<\/p>\n<p>\u91cf\u5b50\u4f4d | \u516c\u4f17\u53f7 QbitAI<\/p>\n<p>\u7edf\u6cbbAI\u56fe\u50cf\u751f\u6210\u8fd110\u5e74\u7684<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%bb%84%e9%87%91\" title=\"View all posts in \u9ec4\u91d1\" target=\"_blank\" class=\"tag_link\">\u9ec4\u91d1<\/a>\u6807\u51c6\uff0c\u7b2c\u4e00\u6b21\u88ab\u62c9\u4e0b\u573a\u5f53\u4e86\u6559\u7ec3\u3002<\/p>\n<p>\u6211\u8bf4\u7684\u662f<strong>FID<\/strong>\uff08Frechet Inception Distance\uff09\u3002<\/p>\n<p>\u8fd9\u4e2a\u6307\u6807\u4ece2017\u5e74\u6cbf\u7528\u81f3\u4eca\uff0c\u4e00\u76f4\u65e0\u6cd5\u65e0\u6cd5\u6295\u5165\u65e5\u5e38\u8bad\u7ec3\u4f7f\u7528\u3002<\/p>\n<p>\u73b0\u5728\u6709\u4eba\u6253\u7834\u4e86\u8fd9\u4e2a\u7a98\u5883\u2014\u2014<\/p>\n<p>\u6765\u81eaUSC\u3001CMU\u3001CUHK\u548c<a href=\"https:\/\/www.alphaseek.cn\/?tag=openai\" title=\"View all posts in OpenAI\" target=\"_blank\" class=\"tag_link\">OpenAI<\/a>\u7684\u5168\u534e\u9635\u5bb9\u7814\u7a76\u56e2\u961f\uff0c<strong>\u63d0\u51fa\u4e86\u4e00\u79cd\u53ebFD-loss\u7684\u65b9\u6cd5\uff0c\u628a\u201c\u7b97\u7edf\u8ba1\u7684\u6837\u672c\u6c60\u201d\u548c\u201c\u7b97\u68af\u5ea6\u7684batch\u201d\u5f7b\u5e95\u89e3\u8026\u3002<\/strong><\/p>\n<p>\u4f9d\u9760\u6570\u4e07\u5f20\u56fe\u50cf\u7ec4\u6210\u7684\u5927\u5bb9\u91cf\u7f13\u5b58\u961f\u5217\u6216\u6307\u6570\u79fb\u52a8\u5e73\u5747\u673a\u5236\uff0c\u7a33\u5b9a\u5b8c\u6210\u5206\u5e03\u4f30\u7b97\uff0c\u4ec5\u9488\u5bf9\u5f53\u4e0b\u5c0f\u6279\u91cf\u6570\u636e\u5f00\u5c55\u68af\u5ea6\u56de\u4f20\u3002<\/p>\n<p>\u4ec5\u51ed\u8fd9\u4e00\u4e2aidea\uff0c\u957f\u671f\u53d7\u9650\u7684FID\u7ec8\u4e8e\u80fd\u591f\u4f5c\u4e3a\u8bad\u7ec3\u635f\u5931\u51fd\u6570\uff0c\u53c2\u4e0e\u6a21\u578b\u7684\u76f4\u63a5\u4f18\u5316\u3002<\/p>\n<p>\u5b9e\u9a8c\u5e26\u6765\u4e86\u591a\u9879\u51fa\u4eba\u610f\u6599\u7684\u7ed3\u679c\uff1a<\/p>\n<p><strong>\u4e00\u4e2a\u5df2\u6709\u7684\u5355\u6b65\u751f\u6210\u5668\uff0c\u540e\u8bad\u7ec3\u540e\u76f4\u63a5\u5237\u51faFID 0.72<\/strong>\uff08ImageNet 256&times;256\uff09\uff0c\u800c\u4e14\u63a8\u7406\u6210\u672c\u96f6\u589e\u52a0\u3002<\/p>\n<p>\u4e00\u4e2a\u8bad\u7ec3\u4e8650\u6b65\u7684\u591a\u6b65\u6269\u6563\u6a21\u578b\uff0c\u88ab\u4ed6\u4eec\u76f4\u63a5repurposing\u62101\u6b65\u751f\u6210\u5668\uff0c\u65e0\u9700\u6559\u5e08\u84b8\u998f\u3001\u65e0\u9700\u5bf9\u6297\u8bad\u7ec3\uff0c\u6548\u679c\u8fd8\u80fd\u6253\u3002<\/p>\n<p><strong>\u5176\u4e2d\u6700\u8fdd\u80cc\u56fa\u6709\u8ba4\u77e5\u7684\u53d1\u73b0\u5728\u4e8e\uff0cFID\u6570\u503c\u6700\u4f18\u7684\u6a21\u578b\uff0c\u89c6\u89c9\u89c2\u611f\u672a\u5fc5\u51fa\u4f17<\/strong>\u3002\u4f9d\u6258DINOv2\u3001MAE\u3001SigLIP\u7b49\u524d\u6cbf\u89c6\u89c9\u8868\u5f81\u8bad\u7ec3\u7684\u6a21\u578b\uff0cFID\u8868\u73b0\u4e0d\u5982\u57fa\u4e8eInception\u67b6\u6784\u4f18\u5316\u7684\u7248\u672c\uff0c\u4f46\u753b\u9762\u7269\u4f53\u7ed3\u6784\u5b8c\u6574\u6027\u4e0e\u7ec6\u8282\u8fd8\u539f\u5ea6\u90fd\u4f1a\u660e\u663e\u66f4\u597d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/48E6B1B8EFAD8FBF4B4D4F951879DAFFC5BA0122_size889_w1080_h888.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>\u4e1a\u5185\u957f\u671f\u624e\u5806\u4f18\u5316FID\u5206\u6570\uff0c\u53ef\u8fd9\u9879\u6cbf\u7528\u8fd1\u5341\u5e74\u7684\u8bc4\u4ef7\u6807\u51c6\u65e9\u5df2\u8fbe\u5230\u6027\u80fd\u74f6\u9888\uff0c\u751a\u81f3\u4f1a\u5f15\u5bfc\u6a21\u578b\u8d70\u5165\u9519\u8bef\u7684\u4f18\u5316\u65b9\u5411\u3002<\/p>\n<p>\u5bf96\u79cd\u8868\u5f81\u7a7a\u95f4\u7684\u5f52\u4e00\u5316\u5f17\u96f7\u6b47\u7279\u8ddd\u79bb\uff08Fr&eacute;chet Distance\uff0cFD\uff09\u6bd4\u503c\u53d6\u5e73\u5747\uff0c\u5f97\u5230\u66f4\u9c81\u68d2\u7684\u7efc\u5408\u6307\u6807FDr<sup>k<\/sup>\u3002<\/p>\n<p>\u6309\u7167\u8fd9\u5957\u65b0\u6807\u51c6\u6d4b\u7b97\uff0c\u771f\u5b9e\u9a8c\u8bc1\u96c6\u57fa\u51c6\u6570\u503c\u4e3a1.0\uff0c\u73b0\u9636\u6bb5\u9876\u5c16\u751f\u6210\u6a21\u578b\u7684\u6570\u503c\u4f9d\u65e7\u9ad8\u8fbe1.89\u3002<\/p>\n<p>\u8fd9\u8db3\u4ee5\u8bf4\u660e<strong>ImageNet\u56fe\u50cf\u751f\u6210\u9886\u57df\uff0c\u8ddd\u79bb\u6280\u672f\u6210\u719f\u8fd8\u6709\u5f88\u8fdc\u7684\u8ddd\u79bb<\/strong>\u3002<\/p>\n<p><strong>\u89e3\u8026\u7edf\u8ba1\u91cf\u4e0e\u68af\u5ea6\u8ba1\u7b97<\/strong><\/p>\n<p>FID\u662f\u6240\u6709\u751f\u6210\u6a21\u578b\u6027\u80fd\u6d4b\u8bc4\u7684\u6838\u5fc3\u8bc4\u5224\u6807\u51c6\u3002<\/p>\n<p>\u8fd9\u4e2a\u6b4c\u503c\u8d8a\u5c0f\uff0c\u610f\u5473\u7740\u751f\u6210\u56fe\u8d8a\u771f\u5b9e\u3001\u5206\u5e03\u8d8a\u63a5\u8fd1\u771f\u5b9e\u3002<\/p>\n<p>\u5b83\u7684\u8ba1\u7b97\u65b9\u5f0f\u662f\u628a\u771f\u5b9e\u56fe\u548c\u751f\u6210\u56fe\u7528Inception-v3\u63d0\u7279\u5f81\uff0c\u5404\u7b97\u4e00\u4e2a\u9ad8\u65af\u5206\u5e03\uff0c\u518d\u6c42\u4e24\u4e2a\u5206\u5e03\u4e4b\u95f4\u7684\u8ddd\u79bb\u3002<\/p>\n<p>\u4e0d\u8fc7\u8fc7\u53bb\uff0cFID\u53ea\u80fd\u5f53\u8bc4\u6d4b\u6307\u6807\u3002<\/p>\n<p>\u56e0\u4e3a\u6d4b\u7b97\u4e00\u6b21FID\u9700\u898150000\u5f20\u56fe\u7247\u7684\u7edf\u8ba1\u6570\u636e\uff0c\u800cGPU\u6bcf\u6b65\u8bad\u7ec3\u80fd\u585e\u4e0b\u7684batch\u6491\u6b7b\u4e5f\u5c311024\u5f20\u3002<\/p>\n<p>\u5982\u679c\u5f3a\u884c\u628a5\u4e07\u6837\u672c\u5168\u90e8\u53c2\u4e0e\u53cd\u5411\u4f20\u64ad\uff0c\u663e\u5b58\u591a\u534a\u5f53\u573a\u7206\u70b8\u3002<\/p>\n<p><strong>\u65b0\u7814\u7a76\u7684\u7834\u5c40\u601d\u8def\u662f\u201c\u5f7b\u5e95\u89e3\u8026\u201d\u3002<\/strong><\/p>\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u7814\u7a76\u56e2\u961f\u7528\u6570\u4e07\u5f20\u56fe\u7ec4\u6210\u7684\u5927\u7a97\u53e3\uff08\u961f\u5217\u6216 EMA\uff09\u7a33\u5b9a\u4f30\u7b97\u771f\u5b9e\u4e0e\u751f\u6210\u5206\u5e03\u7684\u5747\u503c\u3001\u534f\u65b9\u5dee\uff0c\u4fdd\u8bc1FD\u8ba1\u7b97\u51c6\u786e\uff1b\u68af\u5ea6\u53ea\u56de\u4f20\u5f53\u524d\u5c0f\u6279\u91cf\u6570\u636e\uff0c\u4e0d\u589e\u52a0\u8bad\u7ec3\u7b97\u529b\u8d1f\u62c5\u3002<\/p>\n<p>\u7814\u7a76\u8005\u8bbe\u8ba1\u4e86\u4e24\u79cd\u5de5\u7a0b\u5b9e\u73b0\u3002<\/p>\n<p><strong>\u7b2c\u4e00\u79cd\u53eb\u961f\u5217\u6cd5\uff08Queue\uff09\u3002<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u7ef4\u62a4\u4e00\u4e2a\u8d85\u5927\u7279\u5f81\u961f\u5217\uff08\u6bd4\u59825\u4e07\u6761\uff09\uff0c\u6bcf\u6b21\u751f\u6210\u65b0batch\u5c31enqueue\uff0c\u540c\u65f6\u628a\u6700\u8001\u7684batch\u8e22\u51fa\u53bb\u3002<\/p>\n<p>\u7b97FD\u65f6\uff0c\u7528\u6574\u4e2a\u961f\u5217\u7684\u5747\u503c\u548c\u534f\u65b9\u5dee\uff1b\u53cd\u5411\u4f20\u64ad\u65f6\uff0c\u53ea\u7ed9\u5f53\u524d\u8fd91024\u6761\u7279\u5f81\u5f00\u68af\u5ea6\u6d41\uff0c\u5386\u53f2\u7279\u5f81\u4e0d\u53c2\u4e0e\u68af\u5ea6\u56de\u4f20\uff0c\u4fdd\u8bc1\u7edf\u8ba1\u7a33\u5065\u6027\u7684\u540c\u65f6\u4e0d\u589e\u52a0\u8bad\u7ec3\u5f00\u9500\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u79cd\u53ebEMA\u6cd5\u3002<\/strong><\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5e72\u8106\u4e0d\u5b58\u50a8\u4efb\u4f55\u7279\u5f81\u6570\u636e\uff0c\u4ec5\u901a\u8fc7\u6307\u6570\u79fb\u52a8\u5e73\u5747\u5b9e\u65f6\u66f4\u65b0\u751f\u6210\u6837\u672c\u7279\u5f81\u7684\u4e00\u9636\u77e9\u4e0e\u4e8c\u9636\u77e9\uff0c\u6bcf\u4e00\u6b65\u4f7f\u7528\u5f53\u524d\u6279\u6b21\u7684\u7edf\u8ba1\u91cf\u5e73\u6ed1\u66f4\u65b0\u5168\u5c40\u5747\u503c\u4e0e\u534f\u65b9\u5dee\u4f30\u8ba1\uff0c\u68af\u5ea6\u540c\u6837\u53ea\u4f5c\u7528\u4e8e\u5f53\u524d\u6279\u6b21\u3002<\/p>\n<p>\u8fd9\u79cd\u65b9\u5f0f\u65e0\u9700\u5360\u7528\u5927\u91cf\u663e\u5b58\uff0c\u7edf\u8ba1\u7ed3\u679c\u66f4\u5e73\u6ed1\u7a33\u5b9a\uff0c\u8fd8\u80fd\u8f7b\u677e\u9002\u914d\u591a\u8868\u5f81\u7a7a\u95f4\u8054\u5408\u4f18\u5316\uff0c\u5728\u5b9e\u9a8c\u4e2d\u8868\u73b0\u66f4\u4f18\uff0c\u4e5f\u6210\u4e3a\u8bba\u6587\u9ed8\u8ba4\u7684\u5b9e\u73b0\u65b9\u6848\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/096A3587B9156AD8D539E950056EE52981B51982_size87_w252_h258.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>\u4e3a\u4e86\u9a8c\u8bc1\u8fd9\u5957\u89e3\u8026\u673a\u5236\u662f\u5426\u771f\u7684\u6709\u6548\uff0c\u7814\u7a76\u8005\u5728\u6700\u5c0f\u7684pMF-B\/16\uff08118M\uff09\u4e0a\u505a\u4e86\u4e24\u7ec4\u6d88\u878d\u5b9e\u9a8c\u3002<\/p>\n<p>\uff08\u6ce8\uff1a\u8bba\u6587\u5728\u5b9e\u9a8c\u4e2d\u4f7f\u7528\u4e86\u660e\u786e\u7684\u6a21\u578b\u89c4\u6a21\u5206\u7ea7\uff0c\u5176\u4e2dB\u4ee3\u8868Base\u5c0f\u6a21\u578b\uff0c\u53c2\u6570\u89c4\u6a21\u7ea689M\u5230131M\u3002\uff09<\/p>\n<p><strong>\u7b2c\u4e00\u7ec4\u5bf9\u6bd4\u961f\u5217\u957f\u5ea6\u3002<\/strong><\/p>\n<p>\u4e0d\u7528\u961f\u5217\uff08N=0\uff09\u65f6\uff0cFID\u53cd\u800c\u4ece3.31\u52a3\u5316\u52303.84\u3002<\/p>\n<p>\u961f\u5217\u52a0\u52305\u4e07\u65f6\uff0cFID\u9aa4\u964d\u81f30.89\uff1b\u4f46\u72c2\u5806\u523050\u4e07\u540e\uff0c\u56e0\u5386\u53f2\u7279\u5f81\u4e25\u91cdstale\uff0cFDr<sup>6<\/sup>\u76f4\u63a5\u5d29\u56de17.67\u3002<\/p>\n<p><strong>\u7b2c\u4e8c\u7ec4\u5bf9\u6bd4EMA\u8870\u51cf\u7387\u3002<\/strong><\/p>\n<p>\u03b2=0.999\u65f6\uff0cFID\u5237\u52300.81\uff0c\u6bd4\u961f\u5217\u7248\u66f4\u4f18\uff0c\u4e14\u663e\u8457\u597d\u4e8e\u8fc7\u77ed\u76840.9\uff080.98\uff09\u548c\u8fc7\u957f\u76840.9999\uff080.98\uff09\u3002<\/p>\n<p>\u56e0\u6b64\u540e\u7eed\u6240\u6709\u5b9e\u9a8c\u2014\u2014\u65e0\u8bbapixel\/latent\u7a7a\u95f4\u3001\u591a\u6b65\u8f6c\u5355\u6b65\u3001\u8fd8\u662f2.5B\u53c2\u6570\u7684\u6587\u672c\u6a21\u578b\u2014\u2014\u5747\u9ed8\u8ba4\u91c7\u7528EMA\u65b9\u6848\u3002<\/p>\n<p><strong>\u4e09\u4e2a\u201c\u53cd\u5e38\u8bc6\u201d\u7684\u5b9e\u9a8c\u53d1\u73b0<\/strong><\/p>\n<p><strong>\u65b0\u63d0\u51fa\u7684FD-loss\u672c\u8d28\u4e0a\u662f\u4e00\u4e2a\u540e\u8bad\u7ec3\u7684\u5206\u5e03\u5bf9\u9f50\u76ee\u6807\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u4ece\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u751f\u6210\u5668\u51fa\u53d1\uff0c\u53ea\u7528FD-loss\u505a\u8f7b\u91cf\u5fae\u8c03\u3002<\/p>\n<p>\u771f\u5b9e\u56fe\u50cf\u53ea\u5728\u79bb\u7ebf\u9636\u6bb5\u51fa\u73b0\u4e00\u6b21\u2014\u2014\u9884\u5148\u628a\u8bad\u7ec3\u96c6\u7684\u5747\u503c\u548c\u534f\u65b9\u5dee\u7b97\u597d\u5b58\u76d8\uff0c\u4e4b\u540e\u6a21\u578b\u518d\u4e5f\u4e0d\u89c1\u771f\u56fe\uff0c\u53ea\u5bf9\u7740\u81ea\u5df1\u751f\u6210\u7684\u6837\u672c\u505a\u81ea\u6211\u4fee\u6b63\u3002<\/p>\n<p>\u8fd9\u610f\u5473\u7740\u5b83\u4e0d\u9700\u8981\u4fee\u6539\u539f\u6709\u67b6\u6784\uff0c\u4e0d\u9700\u8981\u4ece\u5934\u8bad\u7ec3\uff0c\u4e5f\u4e0d\u9700\u8981\u6559\u5e08\u84b8\u998f\u6216\u5bf9\u6297\u5b66\u4e60\uff0c\u50cf\u63d2\u4ef6\u4e00\u6837\u76f4\u63a5\u5d4c\u5165\u73b0\u6709\u6d41\u7a0b\u3002<\/p>\n<p>\u800c\u4e14\u65e0\u8bba\u50cf\u7d20\u7a7a\u95f4\u8fd8\u662f\u9690\u7a7a\u95f4\u3001\u5355\u6b65\u8fd8\u662f\u591a\u6b65\u6a21\u578b\uff0c\u90fd\u80fd\u5373\u63d2\u5373\u7528\u3002<\/p>\n<p>\u6709\u4e86\u8fd9\u4e2a\u8f7b\u91cf\u6846\u67b6\uff0c\u7814\u7a76\u56e2\u961f\u624d\u5f97\u4ee5\u7cfb\u7edf\u6027\u5730\u6d4b\u8bd5\u5f53FID\u771f\u7684\u53d8\u6210\u635f\u5931\u51fd\u6570\uff0c\u751f\u6210\u6a21\u578b\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/EB50FA6FB9F8D577584BB48BBCD1C591D4E09ED2_size108_w1080_h225.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>FD-loss\u5e26\u6765\u4e86\u4e09\u4e2a\u91cd\u8981\u7684\u5b9e\u9a8c\u53d1\u73b0\u3002<\/p>\n<p><strong>\u53d1\u73b0\u4e00\uff0cFD-loss\u8ba9\u5355\u6b65\u751f\u6210\u6a21\u578b\u9996\u6b21\u5b9e\u73b0\u753b\u8d28\u4e0e\u901f\u5ea6\u7684\u65b0\u9ad8\u5ea6\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u62ff\u4e86\u4e00\u4e2a\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u5355\u6b65\u751f\u6210\u5668 pMF-H\uff0c\u76f4\u63a5\u4e0aFD-loss\u5fae\u8c03100\u8f6e\u3002<\/p>\n<p>\u7ed3\u679c\u5728ImageNet 256&times;256\u4e0a\uff0cFID\u4ece2.29\u5e72\u5230\u4e860.77\uff0c\u540c\u65f6\u4f9d\u7136\u4fdd\u6301 1-NFE\uff08\u5355\u6b65\u751f\u6210\uff09\u3002<\/p>\n<p>\u8fd9\u4e00\u5206\u6570\u5927\u5e45\u8d85\u8d8a\u8fc7\u5f80\u591a\u6b65\u6269\u6563\u6a21\u578b\u7684\u6700\u597d\u6c34\u5e73\uff0c\u6253\u7834\u4e86 \u201c\u9ad8\u8d28\u91cf\u5fc5\u987b\u591a\u6b65\u3001\u5355\u6b65\u53ea\u80fd\u4f4e\u753b\u8d28\u201d \u7684\u56fa\u6709\u67b7\u9501\u3002<\/p>\n<p>\u6362\u53e5\u8bdd\u8bf4\uff0c\u63a8\u7406\u6210\u672c\u4e00\u5206\u94b1\u6ca1\u591a\u82b1\uff0c\u753b\u8d28\u76f4\u63a5\u8dc3\u5347\u3002<\/p>\n<p>\u540c\u6837\u7684\u64cd\u4f5c\u653e\u5230latent-space\u7684iMF-XL\u4e0a\uff0cFID\u4e5f\u4ece1.82\u538b\u52300.76\u3002<\/p>\n<p>\u66f4\u5173\u952e\u7684\u662f\uff0c\u8fd9\u79cd\u63d0\u5347\u4e0d\u662f\u5237\u5206\u3002\u5728\u8bba\u6587\u56fe4\u7684\u5b9a\u6027\u5bf9\u6bd4\u91cc\uff0c\u540e\u8bad\u7ec3\u7684\u9e66\u9e49\u7fbd\u6bdb\u66f4\u5206\u660e\uff0c\u96ea\u8c79\u7684\u6591\u70b9\u4e5f\u66f4\u6e05\u6670\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/6CE5316A98A04CFB5BF87CCE26F4F701B7CC647D_size905_w1080_h692.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p><strong>\u53d1\u73b0\u4e8c\uff0cFD-loss\u53ef\u4ee5\u76f4\u63a5\u5c06\u6210\u719f\u7684\u591a\u6b65\u6269\u6563\u6a21\u578b\u6539\u9020\u4e3a\u9ad8\u6027\u80fd\u5355\u6b65\u751f\u6210\u5668\u3002<\/strong><\/p>\n<p>\u7814\u7a76\u8005\u628a\u539f\u672c\u8bad\u7ec3\u6765\u8dd150\u6b65\u7684\u591a\u6b65\u6a21\u578bJiT-L\uff0c\u5f3a\u884c\u62c9\u5230\u5355\u6b65\u6a21\u5f0f\uff0c\u4e5f\u5c31\u662f\u76f4\u63a5\u8f93\u5165\u7eaf\u566a\u58f0\uff0c\u6a21\u578b\u53ea\u8dd1\u4e00\u6b21\uff0c\u8f93\u51fa\u5c31\u5f53\u6700\u7ec8\u56fe\u50cf\u3002<\/p>\n<p>\u7ed3\u679c\u5c31\u662fFID\u76f4\u63a5\u5d29\u5230291.59\uff0c\u753b\u9762\u7cca\u6210\u4e00\u9505\u7ca5\u3002<\/p>\n<p>\u7136\u540e\uff0c\u4ed6\u4eec\u4ec0\u4e48\u90fd\u4e0d\u6539\uff0c\u5c31\u7528FD-loss\u7ee7\u7eed\u5fae\u8c03\u8fd9\u4e2a\u7684\u5355\u6b65\u6a21\u5f0f\u3002<\/p>\n<p>\u6574\u4e2a\u8fc7\u7a0b\u65e0\u9700\u6559\u5e08\u84b8\u998f\uff0c\u65e0\u9700\u5bf9\u6297\u8bad\u7ec3\uff0c\u65e0\u9700\u9010\u6837\u672c\u76d1\u7763\u4fe1\u53f7\u3002<\/p>\n<p>50\u8f6e\u540e\uff0cFID\u4ece291\u9aa4\u964d\u5230 0.77\uff0c\u751f\u6210\u8d28\u91cf\u4e0e\u539f\u591a\u6b65\u6a21\u578b\u76f8\u5f53\u751a\u81f3\u66f4\u4f18\uff0c\u800c\u4e14\u63a8\u7406\u901f\u5ea6\u63d0\u5347\u6570\u5341\u500d\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/55318DD75994481F35A04445FA7AB63053EE0AEE_size511_w718_h534.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p><strong>\u53d1\u73b0\u4e09\uff0cFID\u6700\u4f4e\u7684\uff0c\u672a\u5fc5\u662f\u6700\u597d\u7684\u3002<\/strong><\/p>\n<p>\u8fd9\u4e5f\u662f\u8be5\u8bd5\u9a8c\u6700\u5177\u884c\u4e1a\u53cd\u601d\u4ef7\u503c\u7684\u4e00\u70b9\u3002<\/p>\n<p>\u5f53\u7814\u7a76\u8005\u628aFD-loss\u653e\u5230\u4e0d\u540c\u7684\u8868\u5f81\u7a7a\u95f4\u91cc\u4f18\u5316\u65f6\uff0c\u4e8b\u60c5\u53d8\u5f97\u8be1\u5f02\u8d77\u6765\uff08\u60ca\u6050.jpg\uff09\u3002<\/p>\n<p>\u5b9e\u9a8c\u6e05\u6670\u8868\u660e\uff0cFID\u6700\u4f4e\u7684\u6a21\u578b\uff0c\u5728\u4eba\u773c\u4e3b\u89c2\u8bc4\u4ef7\u4e2d\u5e76\u975e\u6700\u4f18\u3002<\/p>\n<p>\u57fa\u4e8eInception\u7279\u5f81\u4f18\u5316\u7684\u6a21\u578b\u80fd\u83b7\u5f97\u6700\u4f4eFID\uff0c\u5374\u5728\u7269\u4f53\u7ed3\u6784\u3001\u7ec6\u8282\u7eb9\u7406\u3001\u6574\u4f53\u611f\u77e5\u4e0a\u5f31\u4e8e\u4f7f\u7528DINOv2\u3001MAE\u3001SigLIP\u7b49\u73b0\u4ee3\u89c6\u89c9\u8868\u5f81\u8bad\u7ec3\u7684\u6a21\u578b\u3002<\/p>\n<p>\u540e\u8005FID\u6570\u503c\u66f4\u9ad8\uff0c\u4f46\u4eba\u773c\u770b\u66f4\u9510\u5229\u3001\u7269\u4f53\u7ed3\u6784\u66f4\u5b8c\u6574\uff0c\u89c6\u89c9\u8d28\u91cf\u663e\u8457\u66f4\u4f18\u3002<\/p>\n<p>\u8fd9\u8bf4\u660e\u957f\u671f\u88ab\u5949\u4e3a\u91d1\u6807\u51c6\u7684FID\u53ef\u80fd\u4f1a\u8bef\u5bfc\u7814\u7a76\u65b9\u5411\u2026\u2026<\/p>\n<p><strong>\u56e2\u961f\u63d0\u51fa\u65b0\u6807\u51c6<\/strong><\/p>\n<p>\u90a3\u4e48\uff0c\u5982\u679cFID\u5df2\u7ecf\u9760\u4e0d\u4f4f\u4e86\uff0c\u6211\u4eec\u62ff\u4ec0\u4e48\u6765\u76f8\u4fe1\u751f\u6210\u6a21\u578b\u7684\u8fdb\u6b65\uff1f<\/p>\n<p><strong>\u7814\u7a76\u56e2\u961f\u63d0\u51fa\u8de86\u79cd\u8868\u5f81\u7a7a\u95f4\u7684\u5f52\u4e00\u5316\u5e73\u5747\u6307\u6807FDr<sup>k<\/sup>\u3002<\/strong><\/p>\n<p>\u8be5\u6307\u6807\u901a\u8fc7\u5bf9Inception-v3\u3001ConvNeXtv2\u3001DINOv2\u3001MAE\u3001SigLIP2\u3001CLIP\u51716\u79cd\u4e0d\u540c\u7ef4\u5ea6\u7684\u8868\u5f81\u7a7a\u95f4\u8ba1\u7b97\u5f52\u4e00\u5316FD\u6bd4\u503c\u5e76\u53d6\u5e73\u5747\uff0c\u5f97\u5230\u7efc\u5408\u8bc4\u4f30\u7ed3\u679cFDr<sup>6<\/sup>\u3002<\/p>\n<p><strong>\u6309\u7167\u8fd9\u4e00\u6807\u51c6\uff0c\u771f\u5b9e\u9a8c\u8bc1\u96c6\u7684\u57fa\u51c6\u503c\u4e3a1.0\uff0c\u800c\u5f53\u524d\u6700\u5f3a\u751f\u6210\u6a21\u578b\u7684FDr<sup>6<\/sup>\u4ecd\u9ad8\u8fbe1.89<\/strong>\uff0c\u76f4\u89c2\u63ed\u793a ImageNet\u751f\u6210\u4efb\u52a1\u8fdc\u672a\u88ab\u89e3\u51b3\u3002<\/p>\n<p>\u6b64\u5916\uff0c\u5728\u4eba\u7c7b\u76f2\u9009\u504f\u597d\u5b9e\u9a8c\u4e2d\uff0c\u5373\u4fbf\u6700\u4f18\u7684pMF-H\u6a21\u578b\uff0c\u5f97\u7968\u7387\u4e5f\u53ea\u670937.4%\uff0c\u771f\u5b9e\u56fe\u7247\u4f9d\u65e7\u4ee562.6%\u7684\u80dc\u7387\u5360\u4f18\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/3B62F1383CC0C8BA30CE8D4B1CB86F895596D1BC_size183_w1080_h365.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0cFD\u2011loss\u5177\u5907\u6781\u4f4e\u7684\u4f7f\u7528\u95e8\u69db\u4e0e\u6781\u5f3a\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u53ef\u4f5c\u4e3a\u8f7b\u91cf\u5316\u540e\u8bad\u7ec3\u63d2\u4ef6\u76f4\u63a5\u5d4c\u5165\u73b0\u6709\u8bad\u7ec3\u6d41\u7a0b\uff0c\u65e0\u9700\u4ece\u96f6\u642d\u5efa\u6a21\u578b\uff0c\u4e5f\u4e0d\u4f9d\u8d56\u590d\u6742\u7684\u8bad\u7ec3<a href=\"https:\/\/www.alphaseek.cn\/?tag=%e7%ad%96%e7%95%a5\" title=\"View all posts in \u7b56\u7565\" target=\"_blank\" class=\"tag_link\">\u7b56\u7565<\/a>\u4e0e\u5de5\u7a0b\u8c03\u4f18\u3002<\/p>\n<p>\u8be5\u65b9\u6cd5\u540c\u65f6\u517c\u5bb9\u50cf\u7d20\u7a7a\u95f4\u4e0e\u9690\u7a7a\u95f4\u751f\u6210\u6a21\u578b\uff0c\u9002\u914d\u5355\u6b65\u751f\u6210\u5668\u4e0e\u591a\u6b65\u6269\u6563\u6a21\u578b\uff0c\u652f\u6301\u7c7b\u522b\u6761\u4ef6\u751f\u6210\u4e0e\u6587\u751f\u56fe\u7b49\u591a\u79cd\u4efb\u52a1\u6a21\u5f0f\u3002<\/p>\n<p>\u5728\u6574\u4e2a\u4f18\u5316\u8fc7\u7a0b\u4e2d\uff0cFD\u2011loss\u65e0\u9700\u4fee\u6539\u539f\u6709\u4e3b\u5e72\u7f51\u7edc\u7ed3\u6784\uff0c\u4e0d\u5f15\u5165\u590d\u6742\u7684\u67b6\u6784\u6539\u52a8\u548c\u4ece\u5934\u8bad\u7ec3\u7684\u5de8\u5927\u5f00\u9500\uff0c\u4f9d\u6258\u961f\u5217\u6216EMA\u7edf\u8ba1\u66f4\u65b0\u5373\u53ef\u7a33\u5b9a\u6536\u655b\uff0c\u5177\u5907\u4f18\u79c0\u7684\u590d\u73b0\u6027\u4e0e\u843d\u5730\u53ef\u884c\u6027\u3002<\/p>\n<p>\u51ed\u501f<strong>\u7b80\u6d01\u901a\u7528\u7684\u8bbe\u8ba1<\/strong>\uff0c\u5b83\u5927\u5e45\u964d\u4f4e\u4e86\u9ad8\u8d28\u91cf\u6781\u901f\u751f\u6210\u6a21\u578b\u7684\u5de5\u7a0b\u5b9e\u73b0\u95e8\u69db\uff0c\u8ba9\u5404\u7c7b\u751f\u6210\u67b6\u6784\u90fd\u80fd\u5feb\u901f\u83b7\u5f97\u663e\u8457\u7684\u8d28\u91cf\u63d0\u5347\u3002<\/p>\n<p>\u4f4e\u6210\u672c\u3001\u9ad8\u56de\u62a5\uff0c\u8fd9\u6b63\u662fFD-loss\u4e4b\u4e8e\u5de5\u4e1a\u754c\u7684\u8bf1\u60d1\u529b\u6240\u5728\u3002<\/p>\n<p><strong>\u56e2\u961f\u4ecb\u7ecd<\/strong><\/p>\n<p>\u516c\u5f00\u4fe1\u606f\u663e\u793a\uff0c\u4e94\u4f4d\u4f5c\u8005\u5168\u90e8\u662f\u534e\u4eba\u80cc\u666f\u3002<\/p>\n<p>\u4e00\u4f5cJiawei Yang\uff0cUSC\u8ba1\u7b97\u673a\u7cfb\u535a\u58eb\u751f\uff0c\u5e08\u4eceYue Wang\u6559\u6388\uff0c\u76ee\u524d\u7684\u7814\u7a76\u805a\u7126\u4e8e\u4ee5\u89c6\u89c9\u4e3a\u4e2d\u5fc3\u7684\u591a\u6a21\u6001\u6a21\u578b\u7684\u7edf\u4e00\u751f\u6210\u4e0e\u7406\u89e3\u3002<\/p>\n<p>\u4ed6\u7855\u58eb\u6bd5\u4e1a\u4e8eUCLA\uff0c\u66fe\u83b7NVIDIA Graduate Fellowship\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/80916057853DE85C80545BEE458B5110A034984A_size162_w1080_h376.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>Zhengyang Geng\u672c\u79d1\u6bd5\u4e1a\u4e8e\u56db\u5ddd\u5927\u5b66\u8ba1\u7b97\u91d1\u878d\u4e13\u4e1a\uff0c\u73b0\u4e3aCMU\u8ba1\u7b97\u673a\u79d1\u5b66\u535a\u58eb\u751f\uff0c\u5bfc\u5e08\u4e3aZico Kolter\u3002<\/p>\n<p>\u4ed6\u957f\u671f\u4e13\u6ce8\u5355\u6b65\u751f\u6210\u3001\u52a8\u6001\u7cfb\u7edf\u4e0e\u6a21\u578b\u9ad8\u6548\u5316\uff0c\u662fMeanFlow\u3001pMF\u7b49\u7cfb\u5217\u5de5\u4f5c\u6838\u5fc3\u4f5c\u8005\u3002<\/p>\n<p>\u4ed6\u7684\u4e2a\u4eba\u4e3b\u9875\u5199\u9053\u201c\u4e0eKaiming He\u6709\u7d27\u5bc6\u5408\u4f5c\u201d\uff0c\u4e24\u4eba\u66fe\u8fde\u7eed\u5408\u4f5c\u591a\u7bc7\u5355\u6b65\u751f\u6210\u9886\u57df\u6838\u5fc3\u8bba\u6587\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/F35406444F616970F16679B1FB60421E499BEF75_size229_w1080_h543.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>Xuan Ju\u662f\u9999\u6e2f\u4e2d\u6587\u5927\u5b66\u535a\u58eb\u751f\uff0c\u5e08\u4ece\u5f90\u5f3a\u6559\u6388\uff0c\u4e3b\u653b\u56fe\u50cf\u4e0e\u89c6\u9891\u751f\u6210\u3001\u9ad8\u6548\u591a\u6a21\u6001\u6a21\u578b\u3002<\/p>\n<p>\u5979\u5728ICCV\u3001SIGGRAP \u7b49\u9876\u4f1a\u53d1\u8868\u591a\u7bc7\u6210\u679c\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/1C7200C5AA62A98B11F0D8B210FFCF64A7FEB336_size184_w1080_h446.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p>Yonglong Tian\u535a\u58eb\u6bd5\u4e1a\u4e8eMIT\u8ba1\u7b97\u673a\u79d1\u5b66\u4e13\u4e1a\uff0c\u73b0\u4e3aOpenAI\u7814\u7a76\u5458\u3002<\/p>\n<p>\u4ed6\u662f\u76d1\u7763\u5bf9\u6bd4\u5b66\u4e60SupContrast\u7b49\u8868\u5f81\u5b66\u4e60\u6807\u5fd7\u6027\u5de5\u4f5c\u7684\u4f5c\u8005\uff0c\u66fe\u4efb\u804c\u4e8eGoogle DeepMind\u3002<\/p>\n<p><img data-lazyload=\"https:\/\/x0.ifengimg.com\/res\/2026\/5FB471189CCCC68932480CB2C6BA00F67BF810BB_size129_w1080_h552.png\" src=\"https:\/\/tech.ifeng.com\/c\/data:image\/png;base64,iVBORw0KGgoAAAANSUhEUgAAAAEAAAABAQMAAAAl21bKAAAAA1BMVEXy8vJkA4prAAAACklEQVQI12NgAAAAAgAB4iG8MwAAAABJRU5ErkJggg==\" style=\"display:block; margin-left:auto; margin-right:auto\" alt=\"OpenAI\u53c2\u4e0e\uff0c\u91cd\u5377ImageNet\uff1a\u7ec8\u4e8e\u628aFID\u505a\u6210\u8bad\u7ec3\"  \/><\/p>\n<p><a href=\"https:\/\/www.alphaseek.cn\/?tag=%e9%80%9a%e8%ae%af\" title=\"View all posts in \u901a\u8baf\" target=\"_blank\" class=\"tag_link\">\u901a\u8baf<\/a>\u4f5c\u8005Yue Wang\uff0cUSC\u52a9\u7406\u6559\u6388\uff0c\u540c\u65f6\u517c\u4efb\u82f1\u4f1f\u8fbe\u7814\u7a76\u79d1\u5b66\u5bb6\u3002<\/p>\n<p>\u4ed6\u672c\u79d1\u6bd5\u4e1a\u4e8e\u6d59\u6c5f\u5927\u5b66\uff0c\u7855\u58eb\u6bd5\u4e1a\u4e8eUCSD\uff0c\u535a\u58eb\u6bd5\u4e1a\u4e8eMIT\uff0c\u7814\u7a76\u6a2a\u8de83D\u89c6\u89c9\u3001\u751f\u6210\u6a21\u578b\u4e0e\u673a\u5668\u4eba\u3002<\/p>\n<\/p>\n<p>(\u6765\u6e90\uff1a\u65b0\u6d6a\u79d1\u6280)<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8861\u5b87 \u53d1\u81ea \u51f9\u975e\u5bfa \u91cf\u5b50\u4f4d | \u516c\u4f17\u53f7 QbitAI \u7edf\u6cbbAI\u56fe\u50cf\u751f\u6210\u8fd110\u5e74\u7684\u9ec4\u91d1\u6807\u51c6\uff0c\u7b2c\u4e00\u6b21\u88ab\u62c9\u4e0b\u573a\u5f53\u4e86\u6559 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[6],"tags":[271,172,378,88,24,51],"views":15,"_links":{"self":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/772635"}],"collection":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=772635"}],"version-history":[{"count":0,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=\/wp\/v2\/posts\/772635\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=772635"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=772635"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.alphaseek.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=772635"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}