{"id":2422,"date":"2019-02-25T22:18:49","date_gmt":"2019-02-25T14:18:49","guid":{"rendered":"https:\/\/yanjingang.com\/blog\/?p=2422"},"modified":"2019-04-23T11:16:35","modified_gmt":"2019-04-23T03:16:35","slug":"%e5%b0%8f%e7%8c%aa%e5%ad%a6ai-%e4%ba%ba%e8%84%b8%e8%af%86%e5%88%ab","status":"publish","type":"post","link":"https:\/\/yanjingang.com\/blog\/?p=2422","title":{"rendered":"\u5c0f\u732a\u5b66AI\u2014\u8fc1\u79fb\u5b66\u4e60\u4e4b\u4eba\u8138\u8bc6\u522b"},"content":{"rendered":"<h1>\u6982\u8ff0<\/h1>\n<p>\u60f3\u7ed9\u5bb6\u91cc\u7684\u5c0f\u516b\u722a\u673a\u5668\u4eba\u52a0\u4e0a\u4eba\u8138\u8bc6\u522b\u529f\u80fd\uff0c\u6bd4\u5982\u7784\u51c6\u7684\u662f\u6211\u65f6\u5c31\u4e0d\u80fd\u53d1\u5c04\u70ae\u5f39\uff0c\u8fd9\u6837\u513f\u5b50\u5c31\u6ca1\u6cd5\u62ff\u8fd9\u4e2a\u602a\u7269\u6253\u6211\u4e86\u3002\u3002\u3002\uff08\u4e5f\u53ef\u4ee5\u5728\u5de5\u4f4d\u4e0a\u52a0\u4e2a\u6444\u50cf\u5934\uff0c\u9886\u5bfc\u6765\u4e86\u63d0\u524d\u62a5\u8b66\u3002\u3002\u3002\uff09<\/p>\n<p>\u4eba\u8138\u8bc6\u522b\u8ddf\u666e\u901a\u7684\u56fe\u50cf\u8bc6\u522b\u8fd8\u662f\u6709\u76f8\u4f3c\u7684\u5730\u65b9\uff0c\u6bd4\u5982\u90fd\u662f\u56fe\u50cfcnn\u5377\u79ef\u6c60\u5316\uff1b\u4f46\u4e5f\u6709\u5f88\u591a\u4e0d\u540c\uff0c\u6bd4\u5982\u6807\u6ce8\u6570\u636e\u592a\u5c11\uff0c\u5168\u56fd\u7684\u8eab\u4efd\u8bc1\u4eba\u8138\u8bc6\u522b\uff0c\u6bcf\u4e2a\u4eba\u53ea\u6709\u4e00\u5f20\u7167\u7247\u4f60\u600e\u4e48\u8bad\u7ec3\u3002\u3002\u3002\u8fd9\u5c31\u9700\u8981\u7528\u5230\u4e00\u4e2a\u65b0\u7684\u8fc1\u79fb\u5b66\u4e60\u7684\u601d\u8def\uff1a\u5c06\u4e00\u4e2a\u95ee\u9898\u4e0a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u901a\u8fc7\u7b80\u5355\u7684\u8c03\u6574\u4f7f\u5176\u5feb\u901f\u9002\u7528\u4e8e\u4e00\u4e2a\u65b0\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4f8b\u5982\u5229\u7528ImageNet\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u597d\u7684Inception-V3\u6a21\u578b\u6765\u89e3\u51b3\u4e00\u4e2a\u65b0\u7684\u56fe\u50cf\u5206\u7c7b\u95ee\u9898\uff0c\u53ef\u4ee5\u4fdd\u7559\u8bad\u7ec3\u597d\u7684Inception-v3\u6a21\u578b\u4e2d\u6240\u6709\u5377\u79ef\u5c42\u7684\u53c2\u6570\uff0c\u53ea\u662f\u66ff\u6362\u6700\u540e\u4e00\u5c42\u5168\u8fde\u63a5\u5c42\uff0c\u5728\u6700\u540e\u8fd9\u4e00\u5c42\u5168\u8fde\u63a5\u5c42\u4e4b\u524d\u7684\u7f51\u7edc\u5c42\u79f0\u4e3a\u74f6\u9888\u5c42\u3002\u800c\u5c06\u65b0\u7684\u56fe\u50cf\u901a\u8fc7\u8bad\u7ec3\u597d\u7684\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u76f4\u5230\u74f6\u9888\u5c42\u7684\u8fc7\u7a0b\u53ef\u4ee5\u770b\u6210\u662f\u5bf9\u56fe\u50cf\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\u7684\u8fc7\u7a0b\uff0c\u74f6\u9888\u5c42\u8f93\u51fa\u518d\u901a\u8fc7\u4e00\u4e2a\u5355\u5c42\u7684\u5168\u8fde\u63a5\u5c42\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u5f88\u597d\u7684\u533a\u5206\u7c7b\u522b\uff0c\u6240\u4ee5\u6709\u7406\u7531\u76f8\u4fe1\u5c06\u74f6\u9888\u5c42\u7684\u8f93\u51fa\u7684\u8282\u70b9\u5411\u91cf\u53ef\u4ee5\u88ab\u79f0\u4e3a\u4efb\u4f55\u56fe\u50cf\u7684\u66f4\u52a0\u7cbe\u7b80\u4e14\u8868\u8fbe\u80fd\u529b\u66f4\u5f3a\u7684\u7279\u5f81\u5411\u91cf\u3002\u6240\u4ee5\u53ef\u4ee5\u76f4\u63a5\u5229\u7528\u8fd9\u4e2a\u8bad\u7ec3\u597d\u7684\u795e\u7ecf\u7f51\u7edc\u5bf9\u56fe\u50cf\u8fdb\u884c\u7279\u5f81\u63d0\u53d6\uff0c\u7136\u540e\u518d\u5c06\u63d0\u53d6\u5f97\u5230\u7279\u5f81\u5411\u91cf\u4f5c\u4e3a\u8f93\u5165\u6765\u8bad\u7ec3\u4e00\u4e2a\u65b0\u7684\u5355\u5c42\u5168\u8fde\u63a5\u7f51\u7edc\u6765\u5904\u7406\u5206\u7c7b\u95ee\u9898\u3002<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2426\" rel=\"attachment wp-att-2426\"><img loading=\"lazy\" class=\"alignnone size-large wp-image-2426\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-1024x377.png\" alt=\"\" width=\"625\" height=\"230\" srcset=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-1024x377.png 1024w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-300x110.png 300w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-768x282.png 768w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-624x229.png 624w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet.png 1240w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><\/a><\/p>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u5728\u6570\u636e\u91cf\u8db3\u591f\u7684\u60c5\u51b5\u4e0b\uff0c\u8fc1\u79fb\u5b66\u4e60\u7684\u6548\u679c\u4e0d\u5982\u5b8c\u5168\u91cd\u65b0\u8bad\u7ec3\uff0c\u4f46\u662f\u8fc1\u79fb\u5b66\u4e60\u6240\u9700\u8981\u7684\u8bad\u7ec3\u65f6\u95f4\u548c\u8bad\u7ec3\u6837\u672c\u8981\u8fdc\u8fdc\u5c0f\u4e8e\u8bad\u7ec3\u5b8c\u6574\u7684\u6a21\u578b\u3002<\/p>\n<h4 id=\"b1d4\" class=\"graf graf--h4 graf-after--p\"><strong class=\"markup--strong markup--h4-strong\">FaceNet<\/strong><\/h4>\n<p>FaceNet\u7531\u8c37\u6b4c\u7814\u7a76\u4eba\u5458\u4e8e2015\u5e74\u63a8\u51fa\u3002\u4e3b\u8981\u601d\u60f3\u662f\u628a\u4eba\u8138\u56fe\u50cf\u6620\u5c04\u5230\u4e00\u4e2a\u591a\u7ef4\u7a7a\u95f4\uff0c\u901a\u8fc7\u7a7a\u95f4\u8ddd\u79bb\u8868\u793a\u4eba\u8138\u7684\u76f8\u4f3c\u5ea6\u3002\u540c\u4e2a\u4eba\u8138\u56fe\u50cf\u7684\u7a7a\u95f4\u8ddd\u79bb\u6bd4\u8f83\u5c0f\uff0c\u4e0d\u540c\u4eba\u8138\u56fe\u50cf\u7684\u7a7a\u95f4\u8ddd\u79bb\u6bd4\u8f83\u5927\u3002\u8fd9\u6837\u901a\u8fc7\u4eba\u8138\u56fe\u50cf\u7684\u7a7a\u95f4\u6620\u5c04\u5c31\u53ef\u4ee5\u5b9e\u73b0\u4eba\u8138\u8bc6\u522b\uff0cFaceNet \u4e2d\u91c7\u7528\u57fa\u4e8e\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u7684\u56fe\u50cf\u6620\u5c04\u65b9\u6cd5\u548c\u57fa\u4e8e triplets\uff08\u4e09\u8054\u5b50\uff09\u7684 loss \u51fd\u6570\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\uff0c\u7f51\u7edc\u76f4\u63a5\u8f93\u51fa\u4e3a 128 \u7ef4\u5ea6\u7684\u5411\u91cf\u7a7a\u95f4\u3002\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u5bf9\u4e8e\u76f8\u4f3c\u7684\u9762\u90e8\uff0c\u8ddd\u79bb\u5c06\u66f4\u8fd1\uff0c\u800c\u5bf9\u4e8e\u975e\u76f8\u4f3c\u7684\u9762\u90e8\uff0c\u8ddd\u79bb\u5c06\u66f4\u8fdc\u3002<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2427\" rel=\"attachment wp-att-2427\"><img loading=\"lazy\" class=\"alignnone size-full wp-image-2427\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/usefacenet.png\" alt=\"\" width=\"771\" height=\"299\" srcset=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/usefacenet.png 771w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/usefacenet-300x116.png 300w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/usefacenet-768x298.png 768w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/usefacenet-624x242.png 624w\" sizes=\"(max-width: 771px) 100vw, 771px\" \/><\/a><\/p>\n<ul>\n<li>Download\u00a0<a href=\"https:\/\/drive.google.com\/file\/d\/1EXPBSXwTaqrSC0OhUdXNmKSh9qJUQ55-\/view\" rel=\"nofollow\">this<\/a>\u00a0pretrained Facenet model and copy to model folder.<\/li>\n<li>Download\u00a0<a href=\"https:\/\/github.com\/wangbm\/MTCNN-Tensorflow\/tree\/master\/save_model\">this<\/a>\u00a0pretrained MTCNN models and copy to mtcnn_model.<\/li>\n<\/ul>\n<h4><strong>\u6b27\u51e0\u91cc\u5fb7\u8ddd\u79bb<\/strong><\/h4>\n<p>\u6b27\u51e0\u91cc\u5f97\u5ea6\u91cf\uff08euclidean metric\uff09\uff08\u4e5f\u79f0\u6b27\u6c0f\u8ddd\u79bb\uff09\u662f\u4e00\u4e2a\u901a\u5e38\u91c7\u7528\u7684\u8ddd\u79bb\u5b9a\u4e49\uff0c\u6307\u5728m\u7ef4\u7a7a\u95f4\u4e2d\u4e24\u4e2a\u70b9\u4e4b\u95f4\u7684\u771f\u5b9e\u8ddd\u79bb\uff0c\u6216\u8005\u5411\u91cf\u7684\u81ea\u7136\u957f\u5ea6\uff08\u5373\u8be5\u70b9\u5230\u539f\u70b9\u7684\u8ddd\u79bb\uff09\u3002\u5728\u4e8c\u7ef4\u548c\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u7684\u6b27\u6c0f\u8ddd\u79bb\u5c31\u662f\u4e24\u70b9\u4e4b\u95f4\u7684\u5b9e\u9645\u8ddd\u79bb\u3002<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2429\" rel=\"attachment wp-att-2429\"><img loading=\"lazy\" class=\"alignnone wp-image-2429 size-thumbnail\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/facenet-calc-150x150.png\" alt=\"\" width=\"150\" height=\"150\" \/><\/a><\/p>\n<p style=\"text-align: left;\">\u4e09\u7ef4\u6b27\u51e0\u91cc\u5fb7\u7a7a\u95f4\u4e2d\u7684\u6bcf\u4e2a\u70b9\u90fd\u7531\u4e09\u4e2a\u5750\u6807\u786e\u5b9a<\/p>\n<p>&nbsp;<\/p>\n<h1>\u5b9e\u73b0<\/h1>\n<p><strong>\u5b9e\u73b0\u601d\u8def<\/strong>\uff1a<\/p>\n<p>1.\u5efa\u7acb\u4eba\u8138FACEID\u7279\u5f81\u5e93\uff1a<\/p>\n<p>\u8eab\u4efd\u8bc1\u7167\u7247-&gt;\u4eba\u8138\u68c0\u6d4b-&gt;FaceNet\u8ba1\u7b97Embedding\u7279\u5f81-&gt;\u4fdd\u5b58FACEID\u53ca\u5bf9\u5e94\u4eba\u8138\u7279\u5f81\u5230FACEDB<\/p>\n<p>2.\u6444\u50cf\u5934\u4eba\u8138\u8bc6\u522b\uff1a<\/p>\n<p>\u6444\u50cf\u5934-&gt;\u4eba\u8138\u68c0\u6d4b-&gt;FaceNet\u8ba1\u7b97Embedding\u7279\u5f81-&gt;\u83b7\u5f97\u6444\u50cf\u5934\u4eba\u8138\u7279\u5f81<\/p>\n<p>3.\u4eba\u8138\u76f8\u4f3c\u5ea6\u6bd4\u5bf9\uff1a<\/p>\n<p>\u6bd4\u8f83\u6444\u50cf\u5934\u4eba\u8138\u7279\u5f81\u5411\u91cf\u4e0eFACEDB\u4eba\u8138\u7279\u5f81\u5411\u91cf\u95f4\u7684\u6b27\u5f0f\u8ddd\u79bb\u5e76\u5012\u6392\uff0c\u6839\u636e\u8ddd\u79bb\u5224\u65ad\u662f\u5426\u4e3a\u540c\u4e00\u4eba\uff08\u8ddd\u79bb\u8d8a\u5c0f\u8d8a\u63a5\u8fd1, &lt;0.6\u53ef\u4ee5\u786e\u4fe1\u662f\u540c\u4e00\u4e2a\u4eba, &gt;1\u4e0d\u53ef\u4fe1\uff09\u3002<\/p>\n<p><strong>\u5b9e\u73b0\u4ee3\u7801\u8be6\u89c1<\/strong>\uff1ahttps:\/\/github.com\/yanjingang\/piglab\/tree\/master\/machinelearning\/image\/face<\/p>\n<p>*\u6ce8\uff1a<span style=\"font-size: 1rem;\">model\/facenet\/20180402-114759\/\u76ee\u5f55\u7684\u6a21\u578b\u4e0b\u8f7d\u65b9\u5f0f\u8be6\u89c1<\/span><span class=\"s1\">model\/facenet\/readme.txt <\/span><\/p>\n<h1>\u6d4b\u8bd5<\/h1>\n<pre>python face.py face_embedding   #face_embedding\u65b9\u5f0f\u521b\u5efafacedb+faceid\u7279\u5f81\u5bf9\u6bd4\u793a\u4f8b\r\n<span class=\"s1\">python infer.py\u00a0                #\u8bc6\u522b\u6444\u50cf\u5934\u7684\u4eba\u662f\u8c01<\/span><\/pre>\n<p class=\"p1\">1.\u4f7f\u7528face_embedding\u65b9\u5f0f\u8bc6\u522b\u6548\u679c\uff1a\uff08\u6bcf\u4e2auser\u53ea\u7528\u4e00\u5f20\u7167\u7247\u63d0\u53d6\u7279\u5f81\uff1b\u540e\u8fb9\u5c0f\u6570\u662f\u6b27\u51e0\u91cc\u5f97\u8ddd\u79bb\uff0c\u8ddd\u79bb\u8d8a\u5c0f\u8d8a\u50cf\uff0c&lt;0.6\u53ef\u4ee5\u786e\u4fe1\u662f\u540c\u4e00\u4e2a\u4eba\uff0c &gt;1\u65f6\u4e0d\u53ef\u4fe1 \uff09<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2432\" rel=\"attachment wp-att-2432\"><img loading=\"lazy\" class=\"alignnone size-large wp-image-2432\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed-1024x762.png\" alt=\"\" width=\"625\" height=\"465\" srcset=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed-1024x762.png 1024w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed-300x223.png 300w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed-768x572.png 768w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed-624x464.png 624w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/faceembed.png 1924w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><\/a><\/p>\n<p>2.\u4f7f\u7528cnn\u56fe\u50cf\u5206\u7c7b\u6a21\u578b\u8bad\u7ec3\u7684\u8bc6\u522b\u6548\u679c\uff1a\uff08\u6bcf\u4e2auser\u4f7f\u7528\u4e86330\u5f20\u7167\u7247\u7528\u4e8e\u8bad\u7ec3\uff1b\u540e\u8fb9\u5c0f\u6570\u662f\u51c6\u786e\u7387\uff1b\u8fd9\u79cd\u65b9\u5f0f\u8bad\u7ec3\u7684\u6a21\u578b\u9047\u5230\u76f8\u4f3c\u7684\u4eba\u65f6\u7ecf\u5e38\u4f1a\u8ba4\u9519\u4eba\uff0c\u6bd4\u5982\u6211\u548c\u513f\u5b50\u5c31\u7ecf\u5e38\u8bc6\u522b\u9519\uff0c\u7279\u5f81\u660e\u663e\u7684\u4eba\u6ca1\u4e8b\uff1b\u53e6\u5916\u8fd9\u79cd\u65b9\u5f0f\u9700\u8981\u6bcf\u4e2auser\u63d0\u4f9b\u5927\u91cf\u7167\u7247\u7528\u4e8e\u8bad\u7ec3\uff0c\u5b9e\u9645\u5e94\u7528\u573a\u666f\u4e0d\u592a\u73b0\u5b9e\uff0c\u6240\u4ee5\u6700\u7ec8\u9009\u62e9\u4e0a\u8fb9\u76841.face_embedding\u65b9\u5f0f\uff09<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2431\" rel=\"attachment wp-att-2431\"><img loading=\"lazy\" class=\"alignnone size-large wp-image-2431\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/resnet-1024x577.jpg\" alt=\"\" width=\"625\" height=\"352\" srcset=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/resnet-1024x577.jpg 1024w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/resnet-300x169.jpg 300w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/resnet-768x433.jpg 768w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/resnet-624x352.jpg 624w\" sizes=\"(max-width: 625px) 100vw, 625px\" \/><\/a><\/p>\n<p>\u60ef\u4f8b\u52a0\u5230\u5fae\u4fe1\u5c0f\u7a0b\u5e8f\u91cc\u65b9\u4fbf\u6d4b\u8bd5:<\/p>\n<p><a href=\"https:\/\/yanjingang.com\/blog\/?attachment_id=2443\" rel=\"attachment wp-att-2443\"><img loading=\"lazy\" class=\"alignnone wp-image-2443 size-medium\" src=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/wx-220x300.png\" alt=\"\" width=\"220\" height=\"300\" srcset=\"https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/wx-220x300.png 220w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/wx-751x1024.png 751w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/wx-624x851.png 624w, https:\/\/yanjingang.com\/blog\/wp-content\/uploads\/2019\/02\/wx.png 754w\" sizes=\"(max-width: 220px) 100vw, 220px\" \/><\/a><\/p>\n<h1>TODO<\/h1>\n<p>1.\u89c6\u9891\u7684\u8bc6\u522bface_embedding\u901f\u5ea6\u7a0d\u6162\uff0c\u9700\u8981\u770b\u4e0b\u80fd\u5426\u4f18\u5316<\/p>\n<p>2.\u529f\u80fd\u79fb\u690d\u5230pi3+\u6444\u50cf\u5934\u4e0a\uff0c\u7528\u4e8e\u4eba\u8138\u68c0\u6d4b\u548c\u76f8\u5e94\u5904\u7406<\/p>\n<p>&nbsp;<\/p>\n<p>yan 19.2.25 23:47<\/p>\n<p>&nbsp;<\/p>\n<p>\u53c2\u8003\uff1a<\/p>\n<p>https:\/\/medium.com\/intro-to-artificial-intelligence\/one-shot-learning-explained-using-facenet-dff5ad52bd38<\/p>\n<p>https:\/\/github.com\/dkarunakaran\/facenet_mtcnn_tensorflow_inference_engine<\/p>\n<p>https:\/\/www.infoq.cn\/article\/how-to-achieve-face-recognition-using-mtcnn-and-facenet<\/p>\n<p>https:\/\/github.com\/davidsandberg\/facenet<\/p>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6982\u8ff0 \u60f3\u7ed9\u5bb6\u91cc\u7684\u5c0f\u516b\u722a\u673a\u5668\u4eba\u52a0\u4e0a\u4eba\u8138\u8bc6\u522b\u529f\u80fd\uff0c\u6bd4\u5982\u7784\u51c6\u7684\u662f\u6211\u65f6\u5c31\u4e0d\u80fd\u53d1\u5c04\u70ae\u5f39\uff0c\u8fd9\u6837\u513f\u5b50\u5c31\u6ca1\u6cd5\u62ff\u8fd9\u4e2a\u602a\u7269\u6253\u6211\u4e86\u3002 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[739],"tags":[744,745,743,741,740,732,746,742],"_links":{"self":[{"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2422"}],"collection":[{"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2422"}],"version-history":[{"count":0,"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=\/wp\/v2\/posts\/2422\/revisions"}],"wp:attachment":[{"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2422"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2422"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/yanjingang.com\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2422"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}