{"id":1404,"date":"2022-01-05T21:38:20","date_gmt":"2022-01-05T13:38:20","guid":{"rendered":"http:\/\/139.9.1.231\/?p=1404"},"modified":"2022-01-05T21:43:48","modified_gmt":"2022-01-05T13:43:48","slug":"pix2pix","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/01\/05\/pix2pix\/","title":{"rendered":"GAN\u7cfb\u5217\u4e4bpix2pix"},"content":{"rendered":"\n<p>\u4e5f\u8bb8\u662fCycleGAN\u7684\u5149\u8292\u592a\u8fc7\u8000\u773c\uff0cPix2Pix\u5c31\u50cf\u5bb6\u4e2d\u7684\u6b21\u5b50\uff0c\u8fd8\u6ca1\u5f97\u5ba0\u591a\u957f\u65f6\u95f4\uff0c\u5c31\u88ab\u5f1f\u5f1fCycleGAN\u62a2\u8d70\u4e86\u98ce\u5934\u3002\u8fd9\u4e5f\u602a\u4e0d\u5f97\u5b83\u4eec\u7684\u201c\u7239\u6ef4\u201d\u6731\u5927\u795e\u628a\u201c\u57df\u98ce\u683c\u8fc1\u79fb\u201d\u7684CycleGAN\uff08\u4e0b\u4e2a\u9879\u76ee\u4ecb\u7ecd\uff09\u9020\u5f97\u592a\u597d\u7528\u4e86\uff0c\u4f3c\u4e4e\u5b8c\u5168\u80fd\u591f\u4ee3\u66ff\u201c\u50cf\u7d20\u98ce\u683c\u8fc1\u79fb\u201d\u7684Pix2Pix\uff0c\u4ee5\u81f3\u4e8e\u90fd\u6765\u4e0d\u53ca\u7ed9Pix2Pix\u8d77\u4e2a\u00d7\u00d7GAN\u7684\u540d\u5b57\uff5e<\/p>\n\n\n\n<p>\u5176\u5b9e\uff0c\u9664\u4e86\u201c\u767d\u5929\u7167\u7247\u53d8\u591c\u665a\u201d\u3001\u201c\u56fe\u7247\u7740\u8272\u201d\u3001\u201c\u84dd\u56fe\u53d8\u8857\u666f\u201d\u7b49\u5b83\u5f1f\u5f1fCycleGAN\u66f4\u5bb9\u6613\u73a9\u513f\u7684\u82b1\u6837\u513f\u5916\uff0cPix2Pix\u662f\u6709\u7740\u81ea\u5df1\u7684\u72ec\u95e8\u7edd\u6280\u7684\u3002\u6bd4\u5982\uff0c\u7528\u81ea\u7136\u98ce\u666f\u7167\u7247\u8bad\u7ec3\u597d\u7684Pix2Pix\u6a21\u578b\uff0c\u80fd\u5b9e\u65f6\u5c06\u624b\u7ed8\u7684\u8349\u56fe\u6e32\u67d3\u6210\u5bf9\u5e94\u98ce\u666f\u7167\u7247\u3002\u5982\u679c\u8bad\u7ec3\u96c6\u7167\u7247\u91cc\u5305\u62ec\u8001\u864e\u7b49\u52a8\u7269\uff0c\u6211\u4eec\u51e0\u7b14\u5728\u4e00\u4e2a\u5706\u5708\u8111\u888b\u4e0a\u753b\u4e2a\u738b\u5b57\uff0cPix2Pix\u6a21\u578b\u5c31\u80fd\u751f\u6210\u4e00\u5f20\u6d3b\u7075\u6d3b\u73b0\u7684\u5927\u8001\u864e\uff0c\u6bd4\u300a\u7167\u76f8\u9986\u7684\u6545\u4e8b\u300b\u5feb\u591a\u4e86\uff5ePix2Pix\u7684\u5de5\u4f5c\u4e5f\u542f\u53d1\u4e86\u4e00\u4e9b\u66f4\u5177\u4f53\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u4e13\u95e8\u624b\u7ed8\u7167\u7247\u7684SketchyGAN\u3001\u624b\u7ed8\u4eba\u8138\u7684\u6a21\u578bDeepFaceDrawing\u7b49\u3002\u53e6\u5916Pix2Pix-&gt;Pix2PixHD\uff08\u9ad8\u6e05\u6e32\u67d3\uff09-&gt;Vid2Vid\uff08\u89c6\u9891\u5b9e\u65f6\u6e32\u67d3\uff09\u4e5f\u662f\u4e00\u6761\u53d1\u5c55\u8def\u7ebf\u3002\u8bd5\u60f3\uff0c\u53ea\u9700\u5efa\u597d\u6e38\u620f\u4eba\u7269\u548c\u573a\u666f\u7684\u7ed3\u6784\u6a21\u578b\uff0c\u7136\u540e\u673a\u5668\u81ea\u52a8\u6309\u8bad\u7ec3\u7684\u98ce\u683c\u6e32\u67d3\u4eba\u7269\u548c\u573a\u666f\uff0c\u6e38\u620f\u8bbe\u8ba1\u5e08\u4eec\u6709\u6ca1\u6709\u611f\u5230\u70b9\u513f\u6fc0\u52a8\u3002<\/p>\n\n\n\n<p><strong>1. Pix2Pix\u7684\u539f\u7406<\/strong><\/p>\n\n\n\n<p>\u53d1\u8868\u5728CVPR2017\u4e0a\u7684\u8bba\u6587\u300aImage-to-Image Translation with Conditional Adversarial Networks\u300b\u662f\u5c06GAN\u5e94\u7528\u4e8e\u6709\u76d1\u7763\u7684\u56fe\u50cf\u5230\u56fe\u50cf\u7ffb\u8bd1\u7684\u7ecf\u5178\u8bba\u6587\uff0c\u63d0\u51fa\u7684GAN\u6a21\u578b\u88ab\u7b80\u79f0\u4e3aPix2Pix\uff08\u4e0d\u53eb\u00d7\u00d7GAN\uff0c\u5f88\u50cf\u662f\u5c0f\u540d\u513f\u5427\uff5e\uff09\u3002\u4e3a\u4e86\u89e3\u51b3\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u7ffb\u8bd1\uff08\u4e5f\u5c31\u662f\u524d\u9762\u63d0\u5230\u7684\u90a3\u4e9b\u4e0a\u8272\u3001\u624b\u7ed8\u8349\u56fe\u7684\u5e94\u7528\uff09\uff0c\u6211\u4eec\u9700\u8981\u5efa\u7acb\u4e00\u4e2a\u6a21\u578b\u5b9e\u73b0\u56fe\u50cf\u5230\u56fe\u50cf\u7684\u6620\u5c04\u3002<\/p>\n\n\n\n<p>\u4ee5\u524d\u66fe\u7ecf\u6709\u8fc7\u5c1d\u8bd5\u642d\u5efa\u4e00\u4e2aCNN\u7f51\u7edc\u8fdb\u884c\u6620\u5c04\uff0c\u5e76\u7528L1\u8ddd\u79bb\u6765\u5ea6\u91cf\u3001\u4f18\u5316\u6a21\u578b\uff0c\u7ed3\u679c\u53d1\u73b0\u6548\u679c\u5f88\u6a21\u7cca\uff08\u7528L2\u8ddd\u79bb\u66f4\u6a21\u7cca\uff09\uff0c\u5c31\u50cf\u4e0b\u9762\u8fd9\u6837\uff1a<\/p>\n\n\n\n<p>\u90a3\u4e48\uff0c\u65e2\u7136GAN\u80fd\u591f\u8f83\u597d\u5730\u751f\u6210\u56fe\u7247\u7684\u7ec6\u8282\uff0c\u6211\u4eec\u4f55\u4e0d\u62ff\u6765\u4e00\u7528\uff1f\u663e\u7136\uff0c\u7ecf\u5178GAN\u662f\u4e0d\u884c\u7684\uff0c\u6ca1\u6cd5\u63a7\u5236\u8f93\u51fa\u561b\u3002CGAN\u6b63\u597d\u62ff\u6765\u4e00\u7528\u3002\u5bf9\u6b64\uff0c\u6731\u5927\u795e\u5728\u62a5\u544a\u91cc\u66fe\u7ecf\u89e3\u91ca\u8fc7\uff1a\u5982\u679c\u6211\u4eec\u7528\u7ecf\u5178GAN\uff0c\u5224\u522b\u5668\u5224\u522b\u65f6\u4f1a\u51fa\u73b0\u8fd9\u6837\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p>\u8fd9\u6837\u7684\u751f\u6210\u56fe\u7247\u5224\u522b\u4e3a\u771f\u6ca1\u95ee\u9898<\/p>\n\n\n\n<p>\u4f46\u662f\uff0c\u8fd9\u6837\u7684\u751f\u6210\u56fe\u7247\u4e5f\u5224\u65ad\u4e3a\u771f\u5c31\u6709\u95ee\u9898\u4e86\u3002\u663e\u800c\u6613\u89c1\uff0c\u751f\u6210\u7684\u732b\u56fe\u7247\u4e0e\u624b\u7ed8\u7684\u732b\u8349\u56fe\u7684\u5f62\u6001\u5b8c\u5168\u4e0d\u4e00\u81f4\u3002\u4f46\u56e0\u4e3a\u8fd9\u4e5f\u662f\u4e00\u5f20\u732b\u56fe\u7247\uff0c\u662f\u7b26\u5408\u8bad\u7ec3\u96c6\u56fe\u7247\u7684\u50cf\u7d20\u6982\u7387\u5206\u5e03\u7684\uff0c\u6240\u4ee5\u4f1a\u88ab\u7ecf\u5178GAN\u5224\u522b\u4e3a\u771f\u56fe\u7247\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\uff0c\u6211\u4eec\u5c06\u8f93\u5165\u7684\u732b\u8349\u56fe\u4f5c\u4e3a\u201c\u6761\u4ef6\u6807\u7b7e\u201d\u548c\u751f\u6210\u7684\u732b\u56fe\u7247\u4e00\u8d77\u9001\u5165\u5224\u522b\u5668\u8fdb\u884c\u5224\u65ad\uff0c\u5982\u4e0b\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img src=\"https:\/\/pic1.zhimg.com\/v2-e47b3cb0cd7dda21fba4ff8c6da9ce88_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<p>\u8fd9\u770b\u4e0a\u53bb\u662f\u4e0d\u662f\u6709\u70b9\u513fCGAN\u7684\u5f71\u5b50\uff1f\u6ca1\u9519\uff0c\u8fd9\u4e2aPix2Pix\u5c31\u662f\u4e2aCGAN\uff01<\/p>\n\n\n\n<p><strong>2.Pix2Pix\u7684\u7ed3\u6784<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u5c06Pix2Pix\u7684\u7ed3\u6784\u4e0e\u4e0a\u7bc7CGAN\u7684\u7ed3\u6784\u5bf9\u6bd4\u4e00\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img src=\"https:\/\/pic3.zhimg.com\/v2-8d2d1169176199142e742f538386360e_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<p>\u4e0a\u56fe\u7684\u4e0a\u534a\u90e8\u4efd\u662f\u666e\u901aCGAN\u7684\u7ed3\u6784\uff0c\u4e0b\u534a\u90e8\u5206\u662fPix2Pix\u7684\u7ed3\u6784\u3002\u5bf9\u6bd4\u53d1\u73b0\uff0cPix2Pix\u4e0eCGAN\u7684\u7ed3\u6784\u6709\u4e24\u70b9\u4e0d\u540c\uff1a<\/p>\n\n\n\n<ol><li>\u5728Pix2Pix\u4e2d\uff0c\u8f93\u5165\u751f\u6210\u5668\u7684\u63a7\u5236\u6761\u4ef6\u7531\u201c\u5206\u7c7b\u6807\u7b7ey\u201d\u53d8\u6210\u4e86A\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\uff0c\u56e0\u4e3a\u8fd9\u91cc\u6211\u4eec\u8981\u7528A\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\u505a\u4e3a\u63a7\u5236\u6761\u4ef6\u6765\u751f\u6210B\u7ec4\uff08\u76ee\u6807\u98ce\u683c\uff09\u56fe\u7247\u3002\u7531\u4e8e\u8f93\u5165\u751f\u6210\u5668\u7684A\u7ec4\u56fe\u7247\u7684\u7ef4\u5ea6\uff08\u56fe\u7247\u5c3a\u5bf8\uff09\u4e0e\u751f\u6210\u5668\u8f93\u51fa\u7684B\u7ec4\u56fe\u7247\u7684\u7ef4\u5ea6\u76f8\u540c\uff0c\u8db3\u4ee5\u6620\u5c04\u590d\u6742\u5206\u5e03\uff0c\u6240\u4ee5\uff0c\u6211\u4eec\u4e0d\u5fc5\u518d\u8f93\u5165\u566a\u58f0z\u3002\u7ec6\u5fc3\u7684\u540c\u5b66\u53ef\u80fd\u4f1a\u53d1\u73b0\uff1a\u5728\u521a\u624d\u90a3\u5f20\u201c\u5bf9\u6bd4\u666e\u901aCGAN\u548cPix2Pix\u7ed3\u6784\u201d\u7684\u56fe\u7247\u4e2d\uff0c\u6211\u4eec\u5bf9\u201c\u6761\u4ef6y\u201d\u7684\u89e3\u91ca\uff0c\u4e0e\u4e0a\u4e00\u5f20\u201c\u4ecb\u7ecd\u7ed9Pix2Pix\u52a0\u6807\u7b7e\u539f\u56e0\u201d\u7684\u56fe\u7247\u4e2d\u7684\u89e3\u91ca\u4e0d\u4e00\u6837\u3002\u201c\u5bf9\u6bd4\u7ed3\u6784\u201d\u7684\u56fe\u7247\u4e2d\u5c06\u751f\u6210\u5668\u7684\u8f93\u5165\u89e3\u91ca\u4e3a\u201c\u6761\u4ef6y\u201d\uff0c\u800c\u201c\u89e3\u91ca\u7528CGAN\u539f\u56e0\u201d\u7684\u56fe\u7247\u4e2d\u5c06\u751f\u6210\u5668\u7684\u8f93\u5165\u89e3\u91ca\u4e3a\u201c\u8f93\u5165x\u201d\u3002\u5b9e\u9645\u4e0a\u8fd9\u4e24\u79cd\u5bf9\u751f\u6210\u5668\u8f93\u5165\u7684\u89e3\u91ca\u90fd\u6307\u7684\u662fA\uff08\u539f\u98ce\u683c\uff09\u7ec4\u56fe\u7247\uff0c\u4e0d\u5f71\u54cd\u540e\u9762\u7684\u63a8\u7406\u3002\u4f46\u4e2a\u4eba\u89c9\u5f97\uff1a\u5c06\u751f\u6210\u5668\u7684\u8f93\u5165\u89e3\u91ca\u4e3a\u201c\u6761\u4ef6y\u201d\u66f4\u5bb9\u6613\u5e2e\u52a9\u7406\u89e3Pix2Pix\u7684CGAN\u672c\u8d28\u3002\u6211\u7406\u89e3\uff0cPix2Pix\u62df\u5408\u7684\u662f\u8bad\u7ec3\u96c6\u4e2dB\u7ec4\uff08\u76ee\u6807\u98ce\u683c\uff09\u56fe\u7247\u7684\u50cf\u7d20\u6982\u7387\u5206\u5e03\uff0cA\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\u662f\u4f5c\u4e3a\u201c\u7ea6\u675f\u6761\u4ef6\u201d\u6765\u4f7f\u7528\u7684\u3002\u5bf9\u6bd4\u4e00\u4e0b\u666e\u901aCGAN\u7684\u7ed3\u6784\u5c31\u6e05\u695a\u4e86\u3002<\/li><li>\u5728Pix2Pix\u4e2d\uff0c\u8f93\u5165\u5224\u522b\u5668\u7684\u63a7\u5236\u6761\u4ef6\u4e5f\u7531\u201c\u5206\u7c7b\u6807\u7b7ey\u201d\u53d8\u6210\u4e86A\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\u3002A\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\u4f5c\u4e3a\u201c\u6761\u4ef6y\u201d\u8981\u548c\u771fB\u7ec4\uff08\u76ee\u6807\u98ce\u683c\uff09\u56fe\u7247\u6216\u751f\u6210\u5668\u751f\u6210\u7684\u5047B\u7ec4\u56fe\u7247\uff08\u5728\u56fe\u50cf\u901a\u9053\u7ef4\u5ea6\u4e0a\uff09\u62fc\u63a5\u5728\u4e00\u8d77\u9001\u5165\u5224\u522b\u5668\u3002\u8fd9\u4e2a\u5f88\u597d\u7406\u89e3\uff0c\u4e5f\u8bf4\u660e\u4e86\u524d\u9762\u628a\u751f\u6210\u5668\u7684\u8f93\u5165\u89e3\u91ca\u4e3a\u201c\u6761\u4ef6y\u201d\u66f4\u201c\u5de5\u6574\u201d\u3002<\/li><\/ol>\n\n\n\n<p>\u8fd9\u6837\uff0cPix2Pix\u505a\u4e86\u4ee5\u4e0a\u6539\u52a8\u540e\uff0c\u6574\u4e2a\u6a21\u578b\u4ece\u201c\u8f93\u5165\u566a\u58f0\u3001\u8f93\u51fa\u56fe\u7247\u201d\u7684\u6d41\u7a0b\uff0c\u53d8\u6210\u4e86\u201c\u8f93\u5165A\u7ec4\u56fe\u7247\u3001\u8f93\u51faB\u7ec4\u56fe\u7247\u201d\u7684\u6d41\u7a0b\u3002<\/p>\n\n\n\n<p><strong>3.Pix2Pix\u7684loss<\/strong><\/p>\n\n\n\n<p>\u5728\u5927\u795e\u9020Pix2Pix\u7684\u8fc7\u7a0b\u4e2d\u4e5f\u8bd5\u8fc7\u5404\u79cd\u201c\u914d\u65b9\u201d\u3002\u5305\u62ec\u4f7f\u7528L1\u635f\u5931\u3001\u4f7f\u7528CGAN\u635f\u5931\u548c\u4f7f\u7528\u4e24\u8005\u4e4b\u548c\uff0c\u6d4b\u8bd5\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image is-style-default\"><img src=\"https:\/\/pic4.zhimg.com\/v2-2dbf442b465216b9f1f0c77901980f63_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<p>\u89c2\u5bdf\u7ed3\u679c\u53d1\u73b0\uff1a<\/p>\n\n\n\n<ul><li>\u53ea\u7528L1\u635f\u5931\u65f6\uff0c\u751f\u6210\u7684\u56fe\u7247\u6bd4\u8f83\u6a21\u7cca\u3002<\/li><li>\u53ea\u7528CGAN\u635f\u5931\u65f6\uff0c\u751f\u6210\u7684\u56fe\u7247\u5f88\u6e05\u6670\uff0c\u4f46\u989c\u8272\u98ce\u683c\u4e0eGround Truth\u56fe\u7247\u5dee\u522b\u8f83\u5927\u3002<\/li><li>\u4f7f\u7528L1+CGAN\u635f\u5931\u65f6\uff0c\u751f\u6210\u7684\u56fe\u7247\u53c8\u6e05\u6670\uff0c\u53c8\u4fdd\u7559\u4e86\u66f4\u591aGround Truth\u56fe\u7247\u7684\u7279\u5f81\u3002<\/li><\/ul>\n\n\n\n<p>\u6240\u4ee5\uff0c\u6700\u540ePix2Pix\u4f7f\u7528\u4e86L1+CGAN\u635f\u5931\u3002\u6211\u4eec\u770b\u4e0bloss\u7684\u6784\u6210\u3002<\/p>\n\n\n\n<p><strong>\u5148\u770bL1\u635f\u5931\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized is-style-default\"><img loading=\"lazy\" src=\"https:\/\/pic2.zhimg.com\/v2-61bf6556950fa329decf5901fe9b7955_r.jpg\" alt=\"\" width=\"443\" height=\"55\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<p>L1\u635f\u5931\u7684\u8ba1\u7b97\u65b9\u6cd5\u5c31\u662f\u771fB\u7ec4\uff08\u76ee\u6807\u98ce\u683c\uff09\u56fe\u7247\u4e0e\u751f\u6210\u5668\u751f\u6210\u7684\u5047B\u7ec4\u56fe\u7247\u9010\u50cf\u7d20\u6c42\u5dee\u7684\u7edd\u5bf9\u503c\u518d\u6c42\u5e73\u5747\u3002\u516c\u5f0f\u4e2d\u7684x\u6307A\u7ec4\uff08\u539f\u98ce\u683c\uff09\u56fe\u7247\uff0cy\u6307B\u7ec4\uff08\u76ee\u6807\u98ce\u683c\uff09\u56fe\u7247\uff0cz\u6307C\u8f93\u5165\u7ed9\u751f\u6210\u5668\u7684\uff08\u4e00\u822c\u662f\u9ad8\u65af\u5206\u5e03\u7684\uff09\u566a\u58f0\uff0c\u4ee3\u7801\u4e2d\u5e76\u672a\u4f7f\u7528\u3002<\/p>\n\n\n\n<p><strong>\u518d\u6765\u770b\u770bCGAN\u635f\u5931\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized is-style-default\"><img loading=\"lazy\" src=\"https:\/\/pic3.zhimg.com\/v2-e029747b112116fceb08e6087de8bba2_r.jpg\" alt=\"\" width=\"448\" height=\"74\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n\n\n\n<p>Pix2Pix\u7684CGAN\u635f\u5931\u548c\u666e\u901aCGAN\u635f\u5931\u4e00\u6a21\u4e00\u6837<\/p>\n\n\n\n<p><strong>Pix2Pix\u603b\u7684\u635f\u5931\u662f\u8fd9\u4e24\u8005\u4e4b\u548c\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized is-style-default\"><img loading=\"lazy\" src=\"https:\/\/pic4.zhimg.com\/v2-4992222a3722ee6851b0aaca70f562fb_r.jpg\" alt=\"\" width=\"431\" height=\"44\"\/><\/figure>\n\n\n\n<p>\u200b<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4e5f\u8bb8\u662fCycleGAN\u7684\u5149\u8292\u592a\u8fc7\u8000\u773c\uff0cPix2Pix\u5c31\u50cf\u5bb6\u4e2d\u7684\u6b21\u5b50\uff0c\u8fd8\u6ca1\u5f97\u5ba0\u591a\u957f\u65f6\u95f4\uff0c\u5c31\u88ab\u5f1f\u5f1fCycleGAN &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/01\/05\/pix2pix\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">GAN\u7cfb\u5217\u4e4bpix2pix<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[4,12],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1404"}],"collection":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/comments?post=1404"}],"version-history":[{"count":2,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1404\/revisions"}],"predecessor-version":[{"id":1406,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/1404\/revisions\/1406"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=1404"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=1404"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=1404"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}