{"id":9713,"date":"2022-10-25T17:37:53","date_gmt":"2022-10-25T09:37:53","guid":{"rendered":"http:\/\/139.9.1.231\/?p=9713"},"modified":"2022-10-25T17:37:54","modified_gmt":"2022-10-25T09:37:54","slug":"mask-scoring-rcnn","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/10\/25\/mask-scoring-rcnn\/","title":{"rendered":"Mask Scoring RCNN"},"content":{"rendered":"\n<p class=\"has-light-gray-background-color has-background\">\u8bba\u6587\uff1a <a href=\"https:\/\/arxiv.org\/abs\/1903.00241\">https:\/\/arxiv.org\/abs\/1903.00241<\/a> <strong>CVPR2019<\/strong><\/p>\n\n\n\n<p class=\"has-light-gray-background-color has-background\">code: <a href=\"https:\/\/github.com\/zjhuang22\/maskscoring_rcnn\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/github.com\/zjhuang22\/maskscoring_rcnn<\/a><\/p>\n\n\n\n<p class=\"has-bright-blue-background-color has-background\">       \u8fd9\u7bc7\u8bba\u6587\u4ece\u5b9e\u4f8b\u5206\u5272\u4e2dmask \u7684\u5206\u5272\u8d28\u91cf\u89d2\u5ea6\u51fa\u53d1\uff0c\u63d0\u51fa\u8fc7\u53bb\u7684\u7ecf\u5178\u5206\u5272\u6846\u67b6\u5b58\u5728\u7684\u4e00\u4e2a\u7f3a\u9677\uff1a\u7528Bbox bounding box\u7684classification confidence\u4f5c\u4e3amask score\uff0c\u5bfc\u81f4mask score\u548cmask quality\u4e0d\u914d\u51c6\u3002\u56e0\u6b64\u6587\u7ae0\u57fa\u4e8eMask R-CNN\u63d0\u51fa\u4e00\u4e2a\u65b0\u7684\u6846\u67b6Mask Scoring R-CNN\uff0c\u80fd\u81ea\u52a8\u5b66\u4e60\u51famask quality\uff0c\u8bd5\u56fe\u89e3\u51b3\u4e0d\u914d\u51c6\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<h2>\u6458\u8981<\/h2>\n\n\n\n<p>     \u8ba9\u4e00\u4e2a\u6df1\u5ea6\u7f51\u7edc\u610f\u8bc6\u5230\u81ea\u5df1\u9884\u6d4b\u7684\u8d28\u91cf\u662f\u4e00\u4e2a\u6709\u8da3\u4f46\u91cd\u8981\u7684\u95ee\u9898\u3002\u5728\u5b9e\u4f8b\u5206\u5272\u4efb\u52a1\u4e2d\uff0c\u5927\u591a\u6570\u5b9e\u4f8b\u5206\u5272\u6846\u67b6\u4f7f\u7528\u5b9e\u4f8b\u5206\u7c7b\u7684\u7f6e\u4fe1\u5ea6\u4f5c\u4e3amask\u8d28\u91cf\u5206\u6570\u3002\u7136\u800c\uff0c\u5c06mask\u8d28\u91cf\u91cf\u5316\u4e3a\u5b9e\u4f8bmask\u4e0e\u5176ground truth\u4e4b\u95f4\u7684IoU\uff0c\u901a\u5e38\u4e0e\u5206\u7c7b\u5206\u6570\u7684\u76f8\u5173\u6027\u5e76\u4e0d\u597d\u3002<\/p>\n\n\n\n<p>\u5728\u672c\u6587\u4e2d\uff0c\u6211\u4eec\u63d0\u51faMask Scoring R-CNN\u6765\u5b66\u4e60\u9884\u6d4b\u5b9e\u4f8bmask\u7684\u8d28\u91cf\u3002\u63d0\u51fa\u7684\u7f51\u7edc\u5757\u5c06\u5b9e\u4f8b\u7279\u5f81\u548c\u76f8\u5e94\u7684\u9884\u6d4bmask\u7ed3\u5408\u8d77\u6765\u56de\u5f52mask IoU\u3002Mask\u8bc4\u5206\u7b56\u7565\u6821\u51c6mask\u8d28\u91cf\u548cmask\u8bc4\u5206\u4e4b\u95f4\u7684\u504f\u5dee\uff0c\u5e76\u901a\u8fc7\u5728COCO AP\u8bc4\u4f30\u671f\u95f4\u4f18\u5148\u5904\u7406\u66f4\u51c6\u786e\u7684mask\u9884\u6d4b\u6765\u6539\u8fdb\u5b9e\u4f8b\u5206\u5272\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u901a\u8fc7\u5bf9COCO\u6570\u636e\u96c6\u7684\u5e7f\u6cdb\u8bc4\u4f30\uff0cMask Scoring R-CNN\u4e0e\u4e0d\u540c\u7684\u6a21\u578b\u5e26\u6765\u4e00\u81f4\u548c\u663e\u7740\u7684\u589e\u76ca\uff0c\u5e76\u4f18\u4e8eMask RCNN\u3002<\/p>\n\n\n\n<p>\u603b\u800c\u8a00\u4e4b\uff0c\u8fd9\u9879\u5de5\u4f5c\u7684\u4e3b\u8981\u8d21\u732e\u7a81\u51fa\u5982\u4e0b\uff1a<\/p>\n\n\n\n<p>1. \u63d0\u51faMask Scoring R-CNN\uff0c\u8fd9\u662f\u7b2c\u4e00\u4e2a\u89e3\u51b3\u5b9e\u4f8b\u5206\u5272\u5047\u8bbe\u5f97\u5206\u95ee\u9898\u7684\u6846\u67b6\u3002\u5b83\u63a2\u7d22\u4e86\u6539\u5584\u5b9e\u4f8b\u5206\u5272\u6a21\u578b\u6027\u80fd\u7684\u65b0\u65b9\u5411\u3002<strong>\u901a\u8fc7\u8003\u8651\u5b9e\u4f8bmask\u7684\u5b8c\u6574\u6027\uff0c\u5982\u679c\u5b9e\u4f8bmask\u7684\u5f97\u5206\u8f83\u9ad8\u800cmask\u4e0d\u591f\u597d\uff0c\u5219\u53ef\u4ee5\u5bf9\u5b9e\u4f8bmask\u7684\u5206\u6570\u8fdb\u884c\u60e9\u7f5a\u3002<\/strong><\/p>\n\n\n\n<p>2. MaskIoU head\u975e\u5e38\u7b80\u5355\u6709\u6548\u3002\u80fd\u591f\u5728\u5404\u4e2abackbone\u4e0a\u6da8\u70b9\u3002<\/p>\n\n\n\n<h2>\u6b63\u6587\uff1a<\/h2>\n\n\n\n<p>         \u5728\u5b9e\u4f8b\u5206\u5272\uff08instance segmentation\uff09\u4e2d\uff0c\u6bd4\u5982Mask R-CNN\uff0cmask \u5206\u652f\u7684\u5206\u5272\u8d28\u91cf\uff08quality\uff09\u6765\u6e90\u4e8e\u68c0\u6d4b\u5206\u652f\u7684classification confidence\u3002Mask R-CNN\u5176\u5b9eFaster R-CNN\u7cfb\u5217\u7684\u5ef6\u4f38\uff0c\u5176\u5728Faster R-CNN\u7684\u57fa\u7840\u4e0a\u6dfb\u52a0\u4e00\u4e2a\u65b0\u7684\u5206\u652f\u7528\u6765\u9884\u6d4bobject mask\uff0c\u8be5\u5206\u652f\u4ee5\u68c0\u6d4b\u5206\u652f\u7684\u8f93\u51fa\u4f5c\u4e3a\u8f93\u5165\uff0cmask\u7684\u8d28\u91cf\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u4e8e\u68c0\u6d4b\u5206\u652f\u3002\u8fd9\u79cd\u7b80\u5355\u7c97\u66b4\u7684\u505a\u6cd5\u53d6\u5f97\u4e86SOTA\u7684\u6027\u80fd\uff0c\u8fd1\u5e74\u6765COCO\u6bd4\u8d5b\u7684\u51a0\u519b\u6216\u8005\u524d\u51e0\u540d\u57fa\u672c\u662fMask R-CNN\u53ca\u5176\u53d8\u4f53\uff0c\u4f46\u4f9d\u7136\u6709\u4e0a\u5347\u7684\u7a7a\u95f4\u3002<\/p>\n\n\n\n<p>\u66f4\u4ed4\u7ec6\u7684\u6765\u8bb2\uff0cMask R-CNN\u5b58\u5728\u7684\u95ee\u9898\u662f\uff1abounding box\u7684classification confidence\u4e0d\u80fd\u4ee3\u8868mask\u7684\u5206\u5272\u8d28\u91cf\u3002classification confidence\u9ad8\u53ef\u4ee5\u8868\u793a\u68c0\u6d4b\u6846\u7684\u7f6e\u4fe1\u5ea6\u9ad8\uff08\u4e25\u683c\u6765\u8bb2\u4e0d\u80fd\u8868\u793a\u6846\u7684\u5b9a\u4f4d\u7cbe\u51c6\uff09\uff0c\u4f46\u4e5f\u4f1a\u5b58\u5728mask\u5206\u5272\u7684\u8d28\u91cf\u5dee\u7684\u60c5\u51b5\u3002\u9ad8\u7684\u5206\u7c7b\u7f6e\u4fe1\u5ea6\u4e5f\u5e94\u8be5\u540c\u65f6\u6709\u597d\u7684mask \u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u56de\u5230\u539f\u59cb\u7684\u521d\u8877\uff0c\u6587\u7ae0\u5e0c\u671b\u5f97\u5230\u7cbe\u51c6\u7684mask\u8d28\u91cf\uff0c\u90a3\u4e48\u5982\u4f55\u8bc4\u4ef7\u8f93\u51fa\u7684mask\u8d28\u91cf\u5462\uff1f<\/p>\n\n\n\n<p>\u662fAP\uff0c\u6216\u8005\u8bf4\u662finstance-level\u7684IoU\u3002\u8fd9\u4e2aIoU\u548c\u68c0\u6d4b\u7528\u5230\u7684IoU\u662f\u4e00\u4e2a\u4e1c\u897f\uff0c\u524d\u8005\u662fpredict mask\u548cgt mask\u7684pixel-level\u7684Intersection-over-Union\uff0c\u800c\u540e\u8005\u5219\u662fpredict box\u548cgt box\u7684box-level\u7684Intersection-over-Union\u3002\u6240\u4ee5\u4e00\u4e2a\u76f4\u89c2\u7684\u65b9\u6cd5\u5c31\u662f\u7528IoU\u6765\u8868\u793a\u5206\u5272\u7684\u8d28\u91cf\uff0c\u90a3\u4e48\u8ba9\u7f51\u7edc\u81ea\u5df1\u5b66\u4e60\u8f93\u51fa\u5206\u5272\u7684\u8d28\u91cf\u4e5f\u662f\u7b80\u5355\u76f4\u89c2\u7684\u505a\u6cd5\u3002\u5b66\u4e60\u51famask\u7684IoU\uff0c\u90a3\u4e48\u6700\u540e\u7684mask score\u5c31\u7b49\u4e8emaskIoU\u4e58\u4ee5classification score\uff0cmask score\u5c31\u540c\u65f6\u8868\u793a\u5206\u7c7b\u7f6e\u4fe1\u5ea6\u548c\u5206\u5272\u7684\u8d28\u91cf\u3002<\/p>\n\n\n\n<p>\u4f5c\u8005\u5728Mask R-CNN\u7684\u57fa\u7840\u4e0a\u6dfb\u52a0\u4e86\u4e00\u4e2aMaskIoU\u5206\u652f\u7528\u4e8e\u9884\u6d4b\u5f53\u524d\u8f93\u51fa\u7684mask\u548cgt mask\u7684IoU\u3002MaskIoU\u7684\u8f93\u5165\u7531\u4e24\u90e8\u5206\u7ec4\u6210\uff0c\u4e00\u662fROIAlign\u5f97\u5230\u7684RoI feature map\uff0c\u4e8c\u662fmask\u5206\u652f\u8f93\u51fa\u7684mask\u3002\u4e24\u8005concat\u4e4b\u540e\u7ecf\u8fc73\u5c42\u5377\u79ef\u548c2\u5c42\u5168\u8fde\u63a5\u8f93\u51faMaskIoU\u3002<\/p>\n\n\n\n<p>training\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<p>box\u5206\u652f\u548cmask\u4fdd\u6301\u4e0d\u53d8\uff0c\u8f93\u51fa\u7684mask\u5148\u7ecf\u8fc7\u9608\u503c\u4e3a0.5\u7684binarize\uff0c\u518d\u8ba1\u7b97binary mask\u548cgt\u7684IoU\u4f5c\u4e3atarget\uff0c\u91c7\u7528L2 loss\u4f5c\u4e3a\u635f\u5931\u51fd\u6570\uff0closs weight\u8bbe\u4e3a1\uff0c3\u4e2a\u5206\u652f\u540c\u65f6end-to-end\u8bad\u7ec3\u3002<\/p>\n\n\n\n<p>inference\u8fc7\u7a0b\uff1a<\/p>\n\n\n\n<p>\u68c0\u6d4b\u5206\u652f\u8f93\u51fascore\u6700\u9ad8\u7684100\u4e2a\u6846\uff0c\u518d\u9001\u5165mask\u5206\u652f\uff0c\u5f97\u5230mask\u7ed3\u679c\uff0cRoI feature map\u518d\u548cmask\u9001\u5165MaskIoU\u5206\u652f\u5f97\u5230mask iou\uff0c\u4e0ebox\u7684classification score\u76f8\u4e58\u5c31\u5f97\u5230\u6700\u540e\u7684mask score\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/pic1.zhimg.com\/v2-3c5a4091ebbf489fd2c4cefaf78c2aa4_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\uff0c\u5728COCO 2017 test\u96c6\u4e0a\uff0c\u76f8\u5bf9\u4e8eMask R-CNN\uff0cmask AP\u67091\u4e2a\u70b9\u591a\u7684\u63d0\u5347\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/pic3.zhimg.com\/v2-c12c964f23c0b1829bb816a2df82d4d2_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u540c\u65f6\u4f5c\u8005\u8fd8\u505a\u4e86\u5bf9\u6bd4\u5b9e\u9a8c\uff0c\u9a8c\u8bc1\u4e0d\u540c\u7684MaskIoU\u8f93\u5165\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\u3002\u6587\u7ae0\u5217\u4e3e\u4e864\u79cd\u8f93\u5165\u65b9\u5f0f\uff1a<\/p>\n\n\n\n<ol><li>target mask\u548cROI feature concat<\/li><li>target mask\u548cROI feature \u76f8\u4e58<\/li><li>\u6240\u6709mask\u548cROI feature concat<\/li><li>target mask\u548c\u9ad8\u5206\u8fa8\u7387\u7684ROI feature concat<\/li><\/ol>\n\n\n\n<p>\u5176\u7f51\u7edc\u7ed3\u6784\u793a\u610f\u56fe\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/pic2.zhimg.com\/v2-2f27c8e288bf4a76a980b85827db5add_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u9a8c\u8bc1\u4e0d\u540ctraining target\u5bf9\u6027\u80fd\u7684\u5f71\u54cd\uff1a<\/p>\n\n\n\n<ol><li>\u53ea\u5b66\u4e60target\u7c7b\u522b\u7684MaskIoU,\u5ffd\u7565\u5176\u4ed6\u7c7b\u522b<\/li><li>\u5b66\u4e60\u6240\u6709\u7c7b\u522b\u7684MaskIoU\uff0c\u76f8\u5e94\u7684\u5176\u4ed6\u7c7b\u522b\u7684MaskIoU\u7684\u5b66\u4e60\u76ee\u6807\u5c31\u662f0<\/li><li>\u5b66\u4e60\u51fa\u73b0\u5728ROI\u533a\u57df\u7684\u7c7b\u522b\u7684MaskIoU\u3002<\/li><\/ol>\n\n\n\n<p>\u53ef\u4ee5\u770b\u51fa\uff0csetting#1\u7684\u6548\u679c\u6700\u597d\uff0csetting#2\u7684\u6548\u679c\u6700\u5dee\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/pic4.zhimg.com\/v2-1cc35350bdd75246524d12904d325fc7_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u540c\u65f6\u4f5c\u8005\u8fd8\u505a\u4e86\u5b9e\u9a8c\u63a2\u7d22Mask Scoring R-CNN\u7684\u6027\u80fd\u4e0a\u754c\u3002<\/p>\n\n\n\n<p>\u5bf9\u6bcf\u4e2a\u8f93\u51fa\u7684MaskIoU\uff0c\u7528\u8f93\u51fa\u7684mask \u548c\u5339\u914d\u7684gt mask iou\u6765\u4ee3\u66ff\uff0cMaskIoU\u5206\u652f\u5c31\u8f93\u51fa\u4e86mask\u5206\u652f\u7684\u771f\u5b9equality\uff0c\u8fd9\u65f6\u5c31\u5f97\u5230\u4e86Mask Scoring R-CNN\u7684\u6027\u80fd\u4e0a\u754c\u3002\u5b9e\u9a8c\u7ed3\u679c\u8868\u660eMask Scoring R-CNN\u4f9d\u7136\u6bd4Mask R-CNN\u66f4\u597d\uff0c\u8bf4\u660eMaskIoU\u8d77\u5230\u4e86alignment\u7684\u6548\u679c\uff0c\u4f46\u5f88\u663e\u7136\u4f1a\u6bd4\u7528gt mask iou \u4ee3\u66ff\u7684\u6548\u679c\u5dee\uff0c\u8bf4\u660e\u4e00\u65b9\u9762box\u7684\u51c6\u786e\u6027\u548cmask\u5206\u652f\u672c\u8eab\u4e5f\u4f1a\u5f71\u54cdmask\u4efb\u52a1\u7684\u6027\u80fd\uff0c\u53e6\u4e00\u65b9\u9762MaskIoU \u5206\u652f\u7684\u5b66\u4e60\u80fd\u529b\u53ef\u4ee5\u8fdb\u4e00\u6b65\u63d0\u5347\uff0cMask Scoring R-CNN\u4f9d\u7136\u6709\u63d0\u5347\u7684\u7a7a\u95f4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img src=\"https:\/\/pic3.zhimg.com\/v2-079568d8a0523ce1b9595a6b575b415a_r.jpg\" alt=\"\"\/><\/figure>\n\n\n\n<p>\u901f\u5ea6\u65b9\u9762\uff0c\u4f5c\u8005\u5728Titan V GPU\u4e0a\u6d4b\u8bd5\u4e00\u5f20\u56fe\u7247\uff0c\u5bf9\u4e8eResNet18-FPN\u7528\u65f60.132s\uff0cResnet101-DCN-FPN\u7528\u65f60.202s\uff0cMask Scoring R-CNN\u548cMask R-CNN\u901f\u5ea6\u4e00\u6837\u3002<\/p>\n\n\n\n<p>\u603b\u7ed3\uff1a<\/p>\n\n\n\n<p>\u4f5c\u8005motivation\u5c31\u662f\u60f3\u8ba9mask\u7684\u5206\u6570\u66f4\u5408\u7406\uff0c\u4ece\u800c\u57fa\u4e8emask rcnn\u6dfb\u52a0\u4e00\u4e2a\u65b0\u7684\u5206\u652f\u9884\u6d4b\u6765\u5f97\u5230\u66f4\u51c6\u786e\u7684\u5206\u6570\uff0c\u505a\u6cd5\u7b80\u5355\u7c97\u66b4\uff0c\u4ece\u7ed3\u679c\u6765\u770b\u4e5f\u6709\u6da8\u70b9\u3002\u5176\u5b9emask\u7684\u5206\u5272\u8d28\u91cf\u4e5f\u8ddfbox\u8f93\u51fa\u7ed3\u679c\u6709\u5f88\u5927\u5173\u7cfb\uff0c\u8fd9\u79cddetection-based\u5206\u5272\u65b9\u6cd5\u4e0d\u53ef\u907f\u514d\uff0c\u9664\u975e\u628adetection\u7ed3\u679c\u505a\u7684\u975e\u5e38\u9ad8\uff0c\u4e0d\u7136mask\u4e5f\u8981\u53d7\u5236\u4e8ebox\u7684\u7ed3\u679c\u3002\u8fd9\u79cd\u505a\u6cd5\u4e0eIoU-Net\u7c7b\u4f3c\uff0c\u90fd\u662f\u5e0c\u671b\u76f4\u63a5\u5b66\u4e60\u6700\u672c\u8d28\u7684metric\u65b9\u5f0f\u6765\u63d0\u5347\u6027\u80fd\u3002<\/p>\n\n\n\n<p>\u4e3a\u4e86\u540c\u65f6\u63d0\u5347detection\u548cmask\u7684\u6548\u679c\uff0c\u6700\u8fd1\u7684Cascade\u65b9\u6cd5\u5f88\u53d7\u6b22\u8fce\uff0c\u4ece\u4eba\u8138\u68c0\u6d4b\u9886\u57df\u7684Cascade CNN\uff0c \u5230<a href=\"https:\/\/arxiv.org\/abs\/1712.00726\" target=\"_blank\" rel=\"noreferrer noopener\">Cascade R-CNN: Delving into High Quality Object Detection<\/a>\uff0c\u518d\u5230\u53cb\u5546\u7684HTC\u4e0d\u4ec5\u5728COCO\u4e2d\u62ff\u4e86\u51a0\u519b\uff0c\u540c\u65f6\u4e5f\u88abCVPR2019\u63a5\u6536\uff0cCascade\u65b9\u5f0f\u5c55\u73b0\u4e86\u5f3a\u5927\u5b9e\u529b\uff0c\u76f8\u4fe1\u5728\u672a\u6765\u4f1a\u51fa\u73b0\u8d8a\u6765\u8d8a\u591a\u7684Cascade\uff0c\u5982Cascade RetinaNet\uff0cCascade TridentNet\u3002\u3002\u3002<\/p>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\uff1a https:\/\/arxiv.org\/abs\/1903.00241 CVPR2019 code: htt &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/10\/25\/mask-scoring-rcnn\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Mask Scoring RCNN<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[24,25,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9713"}],"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=9713"}],"version-history":[{"count":14,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9713\/revisions"}],"predecessor-version":[{"id":9727,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9713\/revisions\/9727"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=9713"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=9713"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=9713"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}