{"id":9342,"date":"2022-10-25T07:04:00","date_gmt":"2022-10-24T23:04:00","guid":{"rendered":"http:\/\/139.9.1.231\/?p=9342"},"modified":"2022-10-25T16:05:16","modified_gmt":"2022-10-25T08:05:16","slug":"point-transformer","status":"publish","type":"post","link":"http:\/\/139.9.1.231\/index.php\/2022\/10\/25\/point-transformer\/","title":{"rendered":"Point  Transformer &#8211;ICCV2021"},"content":{"rendered":"\n<p class=\"has-light-pink-background-color has-background\"><strong>\u8bba\u6587\uff1a<a rel=\"noreferrer noopener\" href=\"https:\/\/arxiv.org\/abs\/2012.09164\" target=\"_blank\">Point Transformer<\/a><br>\u4f5c\u8005\u5355\u4f4d\uff1a\u725b\u6d25\u5927\u5b66, \u6e2f\u4e2d\u6587(\u8d3e\u4f73\u4e9a\u7b49), Intel Labs<\/strong><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-102.png\" alt=\"\" class=\"wp-image-9654\" width=\"582\" height=\"318\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-102.png 945w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-102-300x164.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-102-768x420.png 768w\" sizes=\"(max-width: 582px) 100vw, 582px\" \/><\/figure><\/div>\n\n\n\n<p>transformer\u5e94\u7528\u5230\u4e86\u70b9\u4e91\u4efb\u52a1\u5904\u7406\u4e2d\u3002\u4e3a\u70b9\u4e91\u8bbe\u8ba1\u4e86<strong>\u81ea\u6ce8\u610f\u529b\u5c42<\/strong>\uff0c\u5e76\u4f7f\u7528\u5b83\u4eec\u6765\u6784\u9020\u8bf8\u5982\u8bed\u4e49\u573a\u666f\u5206\u5272\uff0cobject part\u5206\u5272\u548c\u5bf9\u8c61\u5206\u7c7b\u7b49\u4efb\u52a1\u7684\u81ea\u6ce8\u610f\u529b\u7f51\u7edc\u3002<\/p>\n\n\n\n<p>attention\u5c42\u8bbe\u8ba1\uff1a<\/p>\n\n\n\n<p>      \u8fd9\u91cc\u7684y\u662f\u8f93\u51fa\u7684feature\uff0c\u03d5\u3001\u03c8\u3001\u03b1\u90fd\u662f\u9010\u70b9\u7279\u5f81\u53d8\u6362\u7684\u4e00\u79cd\u65b9\u5f0f\uff08\u6bd4\u5982mlp\uff09\uff0c\u03b4\u662f\u4e00\u4e2a\u4f4d\u7f6e\u7f16\u7801\u51fd\u6570\uff0c\u03c1\u662f\u6b63\u5219\u5316\u51fd\u6570\uff0c\u7b80\u5355\u6765\u8bf4\uff0cx<sub>i<\/sub>\u662f\u70b9i\u7684feature\u5411\u91cf\uff0c\u5148\u901a\u8fc7\u7279\u5f81\u53d8\u6362\u5c06\u70b9i\u548c\u70b9j\uff08Xj\u662fXi\u7684\u90bb\u57df\u4e0a\u7684\u70b9\uff0c\u800c\u975e\u5168\u5c40\u7684\uff0c\u76ee\u7684\u662f\u51cf\u5c11\u8ba1\u7b97\u91cf\uff09\u7684\u7279\u5f81\u5f97\u5230\uff0c\u8fd9\u91cc\u7684\u03b2\u662f\u5173\u7cfb\u51fd\u6570\uff0c\u901a\u8fc7\u8fd9\u4e2a\u51fd\u6570\u5f97\u5230\u4e24\u4e2a\u70b9\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u4e5f\u5c31\u662f\u5efa\u7acb\u6bcf\u4e2a\u70b9\u7279\u5f81\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u7136\u540e\u52a0\u4e0a\u4f4d\u7f6e\u7f16\u7801\u51fd\u6570\u03b4\uff0c\u03b3\u662f\u6620\u5c04\u51fd\u6570\uff0c\u4e5f\u5c31\u662f\u6620\u5c04\u5230\u67d0\u4e00\u7ef4\u5ea6\u800c\u7528\u3002\u5728\u8fd9\u57fa\u7840\u4e0a\u5c31\u53ef\u4ee5\u8bbe\u8ba1\u8fd9\u91cc\u7684\u91cd\u70b9\uff0cPoint transformer\u5c42\u4e86<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"451\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-103-1024x451.png\" alt=\"\" class=\"wp-image-9657\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-103-1024x451.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-103-300x132.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-103-768x338.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-103.png 1127w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>       \u8f93\u5165\u662f(x,p)\u4e5f\u5c31\u662f\u6bcf\u4e2a\u70b9\u7684\u4f4d\u7f6e\u4fe1\u606f\uff0c\u9996\u5148\u901a\u8fc7\u4e24\u4e2a\u7ebf\u6027\u51fd\u6570\u7f16\u7801\u4e0d\u540c\u4e3b\u6b21\u70b9\u7684\u7279\u5f81\u5411\u91cf\uff08\u4e5f\u5c31\u662f\u5f97\u5230\u524d\u9762\u7684key\u5411\u91cf\uff09\uff0c\u518d\u7528\u4e00\u4e2aMLP\u5f97\u5230\u4f4d\u7f6e\u51fd\u6570\uff0c\u4e5f\u5c31\u662f\u524d\u9762\u7684\u67e5\u8be2\u5411\u91cf\uff09\uff0c\u4e24\u8005\u7ed3\u5408\u5f97\u5230relation\u5173\u7cfb\uff0c\u7136\u540e\u518d\u7528\u4e00\u4e2a\u7ebf\u6027\u51fd\u6570\u5f97\u5230\u5b83\u7684\u503c\u5411\u91cf\uff0c\u5c06relation\u548c\u503c\u5411\u91cf\u7ed3\u5408\uff0c\u4e5f\u5c31\u662f\u524d\u9762\u8bf4\u7684\u5bf9\u4e8e\u6bcf\u4e2a\u70b9\u65e2\u5173\u6ce8\u5b83\u7684\u548c\u5176\u4ed6\u70b9\u4e4b\u95f4\u7684\u8bed\u4e49\u5173\u7cfb\uff0c\u4e5f\u5173\u6ce8\u5b83\u548c\u5176\u4ed6\u70b9\u4e4b\u95f4\u7684\u4f4d\u7f6e\u5173\u7cfb\uff0c\u6700\u540e\u8f93\u51fay\u4f5c\u4e3a\u70b9\u4e91\u5904\u7406\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u4f4d\u7f6e\u51fd\u6570\u4e5f\u5c31\u662f\u8ba1\u7b97\u67e5\u8be2\u5411\u91cf\u7684\u90a3\u4e2a\u51fd\u6570\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter\"><img src=\"https:\/\/img-blog.csdnimg.cn\/20210214205212296.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\"\/><\/figure><\/div>\n\n\n\n<p>p\u5c31\u662f\u5404\u81ea\u70b9\u7684\u4e09\u7ef4\u5750\u6807\u503c\uff0c\u03b8\u662f\u4e00\u4e2aMLP\u5c42\uff0c\u800c\u524d\u9762\u7684\u7ebf\u6027\u51fd\u6570\u4e5f\u5c31\u662fax+b\u7684\u5f62\u5f0f\uff08\u5c31\u662flinear\u5c42\uff09<\/p>\n\n\n\n<p>\u5b9a\u4e49\u5b8c\u4e86transformer\u5c42\uff0c\u5c31\u53ef\u4ee5\u5b9a\u4e49\u4e00\u4e2ablock\u6765\u4f5c\u4e3a\u57fa\u672c\u7684block\uff08\u4e0b\u56fea\uff09\uff1a<\/p>\n\n\n\n<p>\u8f93\u5165\u662f\u70b9\u96c6\u5408x\uff08\u62e5\u6709\u5404\u81ea\u7684\u4e09\u7ef4\u70b9\u5750\u6807\u7b49\u70b9\u7279\u5f81\uff09\uff0c\u8f93\u51fa\u5c31\u662f\u5c06\u6bcf\u4e2a\u70b9x\u7684\u66f4\u65b0\u540e\u7684\u7279\u5f81\u8f93\u51fa\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"343\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-104-1024x343.png\" alt=\"\" class=\"wp-image-9670\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-104-1024x343.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-104-300x101.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-104-768x258.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-104.png 1136w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>      down\u7684\u529f\u80fd\u662f\u6839\u636e\u9700\u8981\u51cf\u5c11\u70b9\u96c6\u7684\u57fa\u6570\uff0c\u7b80\u5355\u6765\u8bf4\u5c31\u662f\u51cf\u5c11\u70b9\uff0c\u800cup\u5c31\u662f\u6839\u636e\u4e24\u4e2a\u4e0d\u540c\u6570\u91cf\u7684\u70b9\u6765\u5f97\u5230\u7ed3\u5408\u540e\u7684\u7ed3\u679c\uff0c\u5e38\u5e38\u4f7f\u7528\u5728U\u578b\u7f51\u7edc\u8bbe\u8ba1\u4e2d\uff08\u4e5f\u5c31\u662f\u5f53\u524d\u5c42\u7ed3\u679c\u662f\u7ed3\u5408\u4e86\u5f53\u524d\u5c42\u7684\u8f93\u5165\u548c\u4e4b\u524d\u67d0\u4e00\u5c42\u4e0d\u540c\u7ef4\u5ea6\u7684\u8f93\u51fa\u800c\u5f97\u5230\uff09<\/p>\n\n\n\n<p>      transition down: <\/p>\n\n\n\n<p>      step1\uff1afarthest point sample\uff0c\u628ap1\u4e2a\u70b9\u91c7\u6837\u5230 p\u4e2a\u70b9\uff0c\u901a\u8fc7MLP\u6539\u53d8\u7279\u5f81\u5411\u91cf\uff08y\uff0cp\uff09\uff0c\u901a\u8fc7KNN\u7b97\u6cd5\uff0c\u628ap\u4e2a\u70b9\u5206\u6210p2\u7c7b\uff0c\u6bcf\u4e2a\u7c7b\u5185\u90e8\u505a\u6700\u5927\u6c60\u5316\u5f97\u5230\u6700\u7ec8\u8f93\u51fa\uff08y,p2\uff09\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"479\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-105-1024x479.png\" alt=\"\" class=\"wp-image-9677\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-105-1024x479.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-105-300x140.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-105-768x359.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-105.png 1075w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>up\u6a21\u5757\uff1ainput1 \u5982\u4f55\u624d\u80fd\u6269\u5145\u70b9\u6570\uff1a\u901a\u8fc7\u7ebf\u6027\u63d2\u503c\u7b97\u6cd5<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"461\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-106-1024x461.png\" alt=\"\" class=\"wp-image-9687\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-106-1024x461.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-106-300x135.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-106-768x346.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-106.png 1081w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u7f51\u7edc\u7ed3\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"367\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-107-1024x367.png\" alt=\"\" class=\"wp-image-9690\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-107-1024x367.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-107-300x107.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-107-768x275.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-107.png 1337w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5b9e\u9a8c\u7ed3\u679c\uff1a<\/p>\n\n\n\n<p>\u7528\u4e8e\u5927\u89c4\u6a21\u8bed\u4e49\u573a\u666f\u5206\u5272\u7684\u5177\u6709\u6311\u6218\u6027\u7684S3DIS\u6570\u636e\u96c6\u4e0a\uff0cPoint Transformer\u5728Area 5\u4e0a\u7684mIoU\u8fbe\u523070.4\uff05\uff0c\u6bd4\u6700\u5f3a\u7684\u73b0\u6709\u6a21\u578b\u9ad83.3\u4e2a\u7edd\u5bf9\u767e\u5206\u70b9\uff0c\u5e76\u9996\u6b21\u8d85\u8fc770\uff05mIoU\u9608\u503c \u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"273\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-108-1024x273.png\" alt=\"\" class=\"wp-image-9692\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-108-1024x273.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-108-300x80.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-108-768x205.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-108.png 1266w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5728ModelNet40\u548cShapeNetPart\u6570\u636e\u96c6\u4e0a\u7684\u6027\u80fd\u8868\u73b0\uff1a<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-109.png\" alt=\"\" class=\"wp-image-9694\" width=\"258\" height=\"292\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-109.png 578w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-109-265x300.png 265w\" sizes=\"(max-width: 258px) 100vw, 258px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full is-resized\"><img loading=\"lazy\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-110.png\" alt=\"\" class=\"wp-image-9695\" width=\"283\" height=\"247\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-110.png 604w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-110-300x262.png 300w\" sizes=\"(max-width: 283px) 100vw, 283px\" \/><\/figure><\/div>\n\n\n\n<p class=\"has-light-pink-background-color has-background\"><strong>\u76ee\u524d<a href=\"https:\/\/paperswithcode.com\/sota\/3d-point-cloud-classification-on-modelnet40\" target=\"_blank\" rel=\"noreferrer noopener\">paper with code<\/a> \u7f51\u7ad9\u7684\u6392\u540d\uff1a<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"285\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-111-1024x285.png\" alt=\"\" class=\"wp-image-9697\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-111-1024x285.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-111-300x83.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-111-768x214.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-111.png 1233w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>3D Point Cloud Classification\u00a0on\u00a0ModelNet40<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"379\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-112-1024x379.png\" alt=\"\" class=\"wp-image-9698\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-112-1024x379.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-112-300x111.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-112-768x284.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-112.png 1288w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> 3D Point Cloud Classification\u00a0on\u00a0ModelNet40 <\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"404\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-113-1024x404.png\" alt=\"\" class=\"wp-image-9699\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-113-1024x404.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-113-300x118.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-113-768x303.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-113.png 1332w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>3D Part Segmentation\u00a0on\u00a0ShapeNet-Part<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"408\" src=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-114-1024x408.png\" alt=\"\" class=\"wp-image-9700\" srcset=\"http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-114-1024x408.png 1024w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-114-300x120.png 300w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-114-768x306.png 768w, http:\/\/139.9.1.231\/wp-content\/uploads\/2022\/10\/image-114.png 1279w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>3D Semantic Segmentation\u00a0on\u00a0SemanticKITTI<\/figcaption><\/figure>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\uff1aPoint Transformer\u4f5c\u8005\u5355\u4f4d\uff1a\u725b\u6d25\u5927\u5b66, \u6e2f\u4e2d\u6587(\u8d3e\u4f73\u4e9a\u7b49), Intel Labs tr &hellip; <a href=\"http:\/\/139.9.1.231\/index.php\/2022\/10\/25\/point-transformer\/\" class=\"more-link\">\u7ee7\u7eed\u9605\u8bfb<span class=\"screen-reader-text\">Point  Transformer &#8211;ICCV2021<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[31,9],"tags":[],"_links":{"self":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9342"}],"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=9342"}],"version-history":[{"count":43,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9342\/revisions"}],"predecessor-version":[{"id":9701,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/posts\/9342\/revisions\/9701"}],"wp:attachment":[{"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/media?parent=9342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/categories?post=9342"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/139.9.1.231\/index.php\/wp-json\/wp\/v2\/tags?post=9342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}