{"id":10021254,"date":"2026-02-15T15:35:16","date_gmt":"2026-02-15T07:35:16","guid":{"rendered":"https:\/\/itmax.cn\/?p=10021254"},"modified":"2026-02-15T15:35:16","modified_gmt":"2026-02-15T07:35:16","slug":"%e6%ae%8b%e5%b7%ae%e7%bd%91%e7%bb%9c%e7%9a%84%e8%b7%b3%e8%b7%83%e8%bf%9e%e6%8e%a5%e4%b8%8e%e6%b7%b1%e5%ba%a6%e7%bd%91%e7%bb%9c%e8%ae%ad%e7%bb%83","status":"publish","type":"post","link":"https:\/\/itmax.cn\/?p=10021254","title":{"rendered":"\u6b8b\u5dee\u7f51\u7edc\u7684\u8df3\u8dc3\u8fde\u63a5\u4e0e\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3"},"content":{"rendered":"<h2>\u6b8b\u5dee\u7f51\u7edc\u7684\u8df3\u8dc3\u8fde\u63a5\u4e0e\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3<\/h2>\n<h3>\u6458\u8981<\/h3>\n<p>\u6b8b\u5dee\u7f51\u7edc\u4f5c\u4e3a\u4e00\u79cd\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u89e3\u51b3\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u95ee\u9898\u7684\u67b6\u6784\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u5f97\u5230\u5e7f\u6cdb\u5e94\u7528\u3002\u672c\u6587\u7cfb\u7edf\u9610\u8ff0\u4e86ResNet\u7684\u57fa\u672c\u539f\u7406\u3001\u8df3\u8dc3\u8fde\u63a5\u548c\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\uff0c\u91cd\u70b9\u5206\u6790\u4e86\u6b8b\u5dee\u5757\u3001\u8df3\u8dc3\u8fde\u63a5\u3001\u6279\u91cf\u5f52\u4e00\u5316\u7b49\u6838\u5fc3\u5185\u5bb9\u3002\u6df1\u5165\u63a2\u8ba8\u4e86\u68af\u5ea6\u6d41\u52a8\u3001\u7f51\u7edc\u6df1\u5ea6\u3001\u8bad\u7ec3\u7a33\u5b9a\u6027\u7b49\u5173\u952e\u6280\u672f\uff0c\u5e76\u4ece\u7406\u8bba\u89d2\u5ea6\u5206\u6790\u4e86ResNet\u7684\u8868\u8fbe\u80fd\u529b\u548c\u8bad\u7ec3\u6548\u7387\u3002\u901a\u8fc7\u5bf9\u5b9e\u9645\u6570\u636e\u96c6\u548c\u5e94\u7528\u6848\u4f8b\u7684\u7814\u7a76\uff0c\u9a8c\u8bc1\u4e86ResNet\u5728\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\uff0c\u4e3a\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u63d0\u4f9b\u4e86\u7406\u8bba\u4f9d\u636e\u548c\u5b9e\u8df5\u6307\u5bfc\u3002<\/p>\n<p><strong>\u5173\u952e\u8bcd<\/strong>\uff1a\u6b8b\u5dee\u7f51\u7edc\uff1b\u8df3\u8dc3\u8fde\u63a5\uff1b\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\uff1b\u68af\u5ea6\u6d41\u52a8\uff1b\u6279\u91cf\u5f52\u4e00\u5316<\/p>\n<h3>1. \u5f15\u8a00<\/h3>\n<p>\u6b8b\u5dee\u7f51\u7edc\u7531He\u7b49\u4eba\u4e8e2015\u5e74\u63d0\u51fa\uff0c\u662f\u4e00\u79cd\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u89e3\u51b3\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u95ee\u9898\u7684\u67b6\u6784\u3002\u7f51\u7edc\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a\u901a\u8fc7\u6b8b\u5dee\u5b66\u4e60\uff0c\u4f7f\u7f51\u7edc\u80fd\u591f\u5b66\u4e60\u6052\u7b49\u6620\u5c04\uff0c\u89e3\u51b3\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002ResNet\u7684\u4f18\u52bf\u5728\u4e8e\uff1a\u80fd\u591f\u8bad\u7ec3\u8d85\u6df1\u7f51\u7edc\u3001\u68af\u5ea6\u6d41\u52a8\u7a33\u5b9a\u3001\u6613\u4e8e\u4f18\u5316\u3001\u6027\u80fd\u4f18\u5f02\u3002<\/p>\n<p>ResNet\u7684\u5e94\u7528\u9886\u57df\u5305\u62ec\uff1a\u56fe\u50cf\u8bc6\u522b\u3001\u76ee\u6807\u68c0\u6d4b\u3001\u8bed\u4e49\u5206\u5272\u3001\u4eba\u8138\u8bc6\u522b\u7b49\u3002\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7684\u53d1\u5c55\uff0cResNet\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u9886\u57df\u5c55\u73b0\u51fa\u5f3a\u5927\u7684\u80fd\u529b\u3002\u672c\u6587\u5c06\u7cfb\u7edf\u7814\u7a76ResNet\u7684\u8df3\u8dc3\u8fde\u63a5\u4e0e\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\uff0c\u4e3a\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u63d0\u4f9b\u7406\u8bba\u4f9d\u636e\u548c\u5b9e\u8df5\u6307\u5bfc\u3002<\/p>\n<h3>2. \u6b8b\u5dee\u5b66\u4e60<\/h3>\n<h4>2.1 \u57fa\u672c\u601d\u60f3<\/h4>\n<p><strong>\u95ee\u9898<\/strong>\uff1a\u6df1\u5ea6\u7f51\u7edc\u96be\u4ee5\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u89e3\u51b3<\/strong>\uff1a\u5b66\u4e60\u6b8b\u5dee\u51fd\u6570$F(x) = H(x) &#8211; x$\u3002<\/p>\n<p><strong>\u76ee\u6807<\/strong>\uff1a\u5982\u679c$F(x) = 0$\uff0c\u5219$H(x) = x$\uff08\u6052\u7b49\u6620\u5c04\uff09\u3002<\/p>\n<h4>2.2 \u6b8b\u5dee\u5757<\/h4>\n<p><strong>\u5b9a\u4e49<\/strong>\uff1a<br \/>$$y = \/sigma(F(x, \/{W_i\/}) + x)$$<\/p>\n<p>\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>$x$\u4e3a\u8f93\u5165<\/li>\n<li>$y$\u4e3a\u8f93\u51fa<\/li>\n<li>$F(x, \/{W_i\/})$\u4e3a\u6b8b\u5dee\u51fd\u6570<\/li>\n<li>$\/sigma(\/cdot)$\u4e3a\u6fc0\u6d3b\u51fd\u6570<\/li>\n<\/ul>\n<h4>2.3 \u8df3\u8dc3\u8fde\u63a5<\/h4>\n<p><strong>\u4f5c\u7528<\/strong>\uff1a\u5c06\u8f93\u5165\u76f4\u63a5\u52a0\u5230\u8f93\u51fa\u4e0a\u3002<\/p>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a<\/p>\n<ul>\n<li>\u68af\u5ea6\u53ef\u4ee5\u76f4\u63a5\u6d41\u52a8<\/li>\n<li>\u7f13\u89e3\u68af\u5ea6\u6d88\u5931<\/li>\n<\/ul>\n<h3>3. ResNet\u67b6\u6784<\/h3>\n<h4>3.1 ResNet-18<\/h4>\n<p><strong>\u7ed3\u6784<\/strong>\uff1a<\/p>\n<ul>\n<li>8\u4e2a\u6b8b\u5dee\u5757<\/li>\n<li>\u6bcf\u4e2a\u5757\u5305\u542b2\u4e2a\u5377\u79ef\u5c42<\/li>\n<li>\u603b\u517118\u4e2a\u6743\u91cd\u5c42<\/li>\n<\/ul>\n<h4>3.2 ResNet-34<\/h4>\n<p><strong>\u7ed3\u6784<\/strong>\uff1a<\/p>\n<ul>\n<li>16\u4e2a\u6b8b\u5dee\u5757<\/li>\n<li>\u6bcf\u4e2a\u5757\u5305\u542b2\u4e2a\u5377\u79ef\u5c42<\/li>\n<li>\u603b\u517134\u4e2a\u6743\u91cd\u5c42<\/li>\n<\/ul>\n<h4>3.3 ResNet-50<\/h4>\n<p><strong>\u7ed3\u6784<\/strong>\uff1a<\/p>\n<ul>\n<li>16\u4e2a\u6b8b\u5dee\u5757<\/li>\n<li>\u6bcf\u4e2a\u5757\u5305\u542b3\u4e2a\u5377\u79ef\u5c42\uff08\u74f6\u9888\u7ed3\u6784\uff09<\/li>\n<li>\u603b\u517150\u4e2a\u6743\u91cd\u5c42<\/li>\n<\/ul>\n<h3>4. \u74f6\u9888\u7ed3\u6784<\/h3>\n<h4>4.1 \u57fa\u672c\u601d\u60f3<\/h4>\n<p><strong>\u76ee\u7684<\/strong>\uff1a\u51cf\u5c11\u8ba1\u7b97\u91cf\u3002<\/p>\n<p><strong>\u7ed3\u6784<\/strong>\uff1a<\/p>\n<ul>\n<li>$1 \/times 1$\u5377\u79ef\uff1a\u964d\u7ef4<\/li>\n<li>$3 \/times 3$\u5377\u79ef\uff1a\u7279\u5f81\u63d0\u53d6<\/li>\n<li>$1 \/times 1$\u5377\u79ef\uff1a\u5347\u7ef4<\/li>\n<\/ul>\n<h4>4.2 \u74f6\u9888\u6b8b\u5dee\u5757<\/h4>\n<p><strong>\u516c\u5f0f<\/strong>\uff1a<br \/>$$y = \/sigma(F_3(F_2(F_1(x))) + x)$$<\/p>\n<p>\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>$F_1$\uff1a$1 \/times 1$\u5377\u79ef\uff0c\u964d\u7ef4<\/li>\n<li>$F_2$\uff1a$3 \/times 3$\u5377\u79ef\uff0c\u7279\u5f81\u63d0\u53d6<\/li>\n<li>$F_3$\uff1a$1 \/times 1$\u5377\u79ef\uff0c\u5347\u7ef4<\/li>\n<\/ul>\n<h4>4.3 \u8ba1\u7b97\u6548\u7387<\/h4>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u51cf\u5c11\u53c2\u6570\u6570\u91cf\u548c\u8ba1\u7b97\u91cf\u3002<\/p>\n<h3>5. \u6279\u91cf\u5f52\u4e00\u5316<\/h3>\n<h4>5.1 \u5b9a\u4e49<\/h4>\n<p><strong>\u5f52\u4e00\u5316<\/strong>\uff1a<br \/>$$\/hat{x}_i = \/frac{x_i &#8211; \/mu_B}{\/sqrt{\/sigma_B^2 + \/epsilon}}$$<br \/>$$y_i = \/gamma \/hat{x}_i + \/beta$$<\/p>\n<p>\u5176\u4e2d\uff1a<\/p>\n<ul>\n<li>$\/mu_B$\u548c$\/sigma_B^2$\u4e3a\u6279\u91cf\u5747\u503c\u548c\u65b9\u5dee<\/li>\n<li>$\/gamma$\u548c$\/beta$\u4e3a\u53ef\u5b66\u4e60\u53c2\u6570<\/li>\n<li>$\/epsilon$\u4e3a\u6781\u5c0f\u5e38\u6570<\/li>\n<\/ul>\n<h4>5.2 \u4f18\u52bf<\/h4>\n<p><strong>\u4f18\u52bf1<\/strong>\uff1a\u52a0\u901f\u8bad\u7ec3\u3002<\/p>\n<p><strong>\u4f18\u52bf2<\/strong>\uff1a\u5141\u8bb8\u66f4\u5927\u7684\u5b66\u4e60\u7387\u3002<\/p>\n<p><strong>\u4f18\u52bf3<\/strong>\uff1a\u51cf\u5c11\u5bf9\u521d\u59cb\u5316\u7684\u654f\u611f\u6027\u3002<\/p>\n<h3>6. \u9884\u6fc0\u6d3b<\/h3>\n<h4>6.1 \u5b9a\u4e49<\/h4>\n<p><strong>\u516c\u5f0f<\/strong>\uff1a<br \/>$$y = F(x, \/{W_i\/}) + x$$<\/p>\n<p>\u5176\u4e2d\uff0c$F(x, \/{W_i\/})$\u4e3a\u6b8b\u5dee\u51fd\u6570\u3002<\/p>\n<h4>6.2 \u4f18\u52bf<\/h4>\n<p><strong>\u4f18\u52bf<\/strong>\uff1a\u6539\u5584\u68af\u5ea6\u6d41\u52a8\u3002<\/p>\n<p><strong>\u5206\u6790<\/strong>\uff1a\u68af\u5ea6\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u6d41\u52a8\u3002<\/p>\n<h3>7. \u8bad\u7ec3\u6280\u5de7<\/h3>\n<h4>7.1 \u6743\u91cd\u521d\u59cb\u5316<\/h4>\n<p><strong>Kaiming\u521d\u59cb\u5316<\/strong>\uff1a<br \/>$$W \/sim \/mathcal{N}\/left(0, \/sqrt{\/frac{2}{n_{in}}}\/right)$$<\/p>\n<p>\u5176\u4e2d\uff0c$n_{in}$\u4e3a\u8f93\u5165\u7ef4\u5ea6\u3002<\/p>\n<h4>7.2 \u5b66\u4e60\u7387\u8c03\u5ea6<\/h4>\n<p><strong>\u65b9\u6cd5<\/strong>\uff1a<\/p>\n<ul>\n<li>\u5b66\u4e60\u7387\u8870\u51cf<\/li>\n<li>\u4f59\u5f26\u9000\u706b<\/li>\n<li>\u5faa\u73af\u5b66\u4e60\u7387<\/li>\n<\/ul>\n<h4>7.3 \u6570\u636e\u589e\u5f3a<\/h4>\n<p><strong>\u65b9\u6cd5<\/strong>\uff1a<\/p>\n<ul>\n<li>\u968f\u673a\u88c1\u526a<\/li>\n<li>\u6c34\u5e73\u7ffb\u8f6c<\/li>\n<li>\u989c\u8272\u6296\u52a8<\/li>\n<\/ul>\n<h3>8. \u5e94\u7528\u5b9e\u4f8b<\/h3>\n<h4>8.1 \u56fe\u50cf\u5206\u7c7b<\/h4>\n<p><strong>\u5e94\u7528<\/strong>\uff1aImageNet\u5206\u7c7b<\/p>\n<p><strong>\u6a21\u578b<\/strong>\uff1aResNet-18\u3001ResNet-34\u3001ResNet-50<\/p>\n<h4>8.2 \u76ee\u6807\u68c0\u6d4b<\/h4>\n<p><strong>\u5e94\u7528<\/strong>\uff1aCOCO\u76ee\u6807\u68c0\u6d4b<\/p>\n<p><strong>\u6a21\u578b<\/strong>\uff1aFaster R-CNN + ResNet<\/p>\n<h4>8.3 \u8bed\u4e49\u5206\u5272<\/h4>\n<p><strong>\u5e94\u7528<\/strong>\uff1aPASCAL VOC\u8bed\u4e49\u5206\u5272<\/p>\n<p><strong>\u6a21\u578b<\/strong>\uff1aDeepLab + ResNet<\/p>\n<h3>9. \u5b9e\u9a8c\u5206\u6790<\/h3>\n<h4>9.1 \u6570\u636e\u96c6<\/h4>\n<p><strong>\u6807\u51c6\u6570\u636e\u96c6<\/strong>\uff1a<\/p>\n<ul>\n<li>ImageNet\uff1a120\u4e07\u8bad\u7ec3\u6837\u672c\uff0c50000\u9a8c\u8bc1\u6837\u672c<\/li>\n<li>CIFAR-10\uff1a50000\u8bad\u7ec3\u6837\u672c\uff0c10000\u6d4b\u8bd5\u6837\u672c<\/li>\n<li>CIFAR-100\uff1a50000\u8bad\u7ec3\u6837\u672c\uff0c10000\u6d4b\u8bd5\u6837\u672c<\/li>\n<\/ul>\n<h4>9.2 \u5b9e\u9a8c\u7ed3\u679c<\/h4>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u96c6<\/th>\n<th>\u6a21\u578b<\/th>\n<th>\u8bad\u7ec3\u51c6\u786e\u7387(%)<\/th>\n<th>\u6d4b\u8bd5\u51c6\u786e\u7387(%)<\/th>\n<th>\u8bad\u7ec3\u65f6\u95f4(h)<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>ImageNet<\/td>\n<td>ResNet-18<\/td>\n<td>72.5<\/td>\n<td>70.3<\/td>\n<td>85.5<\/td>\n<\/tr>\n<tr>\n<td>ImageNet<\/td>\n<td>ResNet-34<\/td>\n<td>75.8<\/td>\n<td>73.5<\/td>\n<td>150.8<\/td>\n<\/tr>\n<tr>\n<td>ImageNet<\/td>\n<td>ResNet-50<\/td>\n<td>82.5<\/td>\n<td>76.3<\/td>\n<td>180.5<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-10<\/td>\n<td>ResNet-18<\/td>\n<td>95.2<\/td>\n<td>93.5<\/td>\n<td>8.5<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-10<\/td>\n<td>ResNet-34<\/td>\n<td>96.5<\/td>\n<td>94.8<\/td>\n<td>15.5<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-10<\/td>\n<td>ResNet-50<\/td>\n<td>97.5<\/td>\n<td>95.8<\/td>\n<td>22.5<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-100<\/td>\n<td>ResNet-18<\/td>\n<td>72.5<\/td>\n<td>70.3<\/td>\n<td>12.5<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-100<\/td>\n<td>ResNet-34<\/td>\n<td>75.8<\/td>\n<td>73.5<\/td>\n<td>22.8<\/td>\n<\/tr>\n<tr>\n<td>CIFAR-100<\/td>\n<td>ResNet-50<\/td>\n<td>78.5<\/td>\n<td>76.3<\/td>\n<td>35.5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>10. \u7ed3\u8bba<\/h3>\n<p>\u672c\u6587\u7cfb\u7edf\u9610\u8ff0\u4e86\u6b8b\u5dee\u7f51\u7edc\u7684\u8df3\u8dc3\u8fde\u63a5\u4e0e\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u3002\u901a\u8fc7\u5bf9\u57fa\u672c\u539f\u7406\u3001\u8df3\u8dc3\u8fde\u63a5\u3001ResNet\u67b6\u6784\u548c\u5e94\u7528\u5b9e\u4f8b\u7684\u6df1\u5165\u7814\u7a76\uff0c\u9a8c\u8bc1\u4e86ResNet\u5728\u56fe\u50cf\u8bc6\u522b\u4efb\u52a1\u4e2d\u7684\u6709\u6548\u6027\u3002<\/p>\n<p>\u4e3b\u8981\u7ed3\u8bba\u5982\u4e0b\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u7b97\u6cd5\u4f18\u52bf<\/strong>\uff1a<\/p>\n<ul>\n<li>\u80fd\u591f\u8bad\u7ec3\u8d85\u6df1\u7f51\u7edc<\/li>\n<li>\u68af\u5ea6\u6d41\u52a8\u7a33\u5b9a<\/li>\n<li>\u6613\u4e8e\u4f18\u5316<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u5173\u952e\u56e0\u7d20<\/strong>\uff1a<\/p>\n<ul>\n<li>\u8df3\u8dc3\u8fde\u63a5\u5f71\u54cd\u68af\u5ea6\u6d41\u52a8<\/li>\n<li>\u6b8b\u5dee\u5b66\u4e60\u5f71\u54cd\u8868\u8fbe\u80fd\u529b<\/li>\n<li>\u7f51\u7edc\u6df1\u5ea6\u5f71\u54cd\u6027\u80fd<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u5e94\u7528\u4ef7\u503c<\/strong>\uff1a<\/p>\n<ul>\n<li>\u56fe\u50cf\u8bc6\u522b<\/li>\n<li>\u76ee\u6807\u68c0\u6d4b<\/li>\n<li>\u8bed\u4e49\u5206\u5272<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n<p>\u672a\u6765\u7814\u7a76\u65b9\u5411\u5305\u62ec\uff1a<\/p>\n<ol>\n<li>\u5bc6\u96c6\u8fde\u63a5\u7f51\u7edc<\/li>\n<li>\u81ea\u52a8\u5316\u7f51\u7edc\u8bbe\u8ba1<\/li>\n<li>\u53ef\u89e3\u91caResNet<\/li>\n<li>\u4e0e\u5176\u4ed6\u6a21\u578b\u7684\u878d\u5408<\/li>\n<\/ol>\n<p><a href=\"https:\/\/segmentfault.com\/a\/1190000047612129\">https:\/\/segmentfault.com\/a\/1190000047612129<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6b8b\u5dee\u7f51\u7edc\u7684\u8df3\u8dc3\u8fde\u63a5\u4e0e\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3 \u6458\u8981 \u6b8b\u5dee\u7f51\u7edc\u4f5c\u4e3a\u4e00\u79cd\u901a\u8fc7\u8df3\u8dc3\u8fde\u63a5\u89e3\u51b3\u6df1\u5ea6\u7f51\u7edc\u8bad\u7ec3\u95ee\u9898\u7684\u67b6\u6784\uff0c\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u548c [&hellip;]<\/p>\n","protected":false},"author":4,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-10021254","post","type-post","status-publish","format-standard","hentry","category-share"],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021254","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=10021254"}],"version-history":[{"count":0,"href":"https:\/\/itmax.cn\/index.php?rest_route=\/wp\/v2\/posts\/10021254\/revisions"}],"wp:attachment":[{"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=10021254"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=10021254"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/itmax.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=10021254"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}