{"id":259,"date":"2022-06-06T22:45:18","date_gmt":"2022-06-06T13:45:18","guid":{"rendered":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/?page_id=259"},"modified":"2022-08-09T18:37:00","modified_gmt":"2022-08-09T09:37:00","slug":"install_mediapipe","status":"publish","type":"page","link":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/research\/sigaci_ws_in_hi2022\/install_mediapipe\/","title":{"rendered":"OpenCV\u3068MediaPipe\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb"},"content":{"rendered":"\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-flow wp-block-group-is-layout-flow\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\"><\/div>\n<\/div>\n<\/div><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d<\/h2>\n\n\n\n<p>MediaPipe\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067python\u304c\u3061\u3083\u3093\u3068\u5165\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Windows\u30ad\u30fc\u3092\u62bc\u3057\u306a\u304c\u3089\u300cR\u300d\u30ad\u30fc\u3092\u62bc\u3057\u3001\u300c\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u6307\u5b9a\u3057\u3066\u5b9f\u884c\u300d\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u51fa\u3059\u3002<\/li><li>\u300ccmd\u300d\u3068\u5165\u529b\u3001Enter\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u8d77\u52d5\u3059\u308b\u3002<\/li><li>\u300cpython -V\u300d\u3068\u5165\u529b\u3002\uff08V\u306f\u5927\u6587\u5b57\uff09<\/li><\/ul>\n\n\n\n<p>\u30d0\u30fc\u30b8\u30e7\u30f3\u540d\u304c\u8868\u793a\u3055\u308c\u308c\u3070python\u306f\u7121\u4e8b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">venv\u306e\u5229\u7528<\/h2>\n\n\n\n<p>\u305d\u306e\u307e\u307eOpenCV\u3068MediaPipe\u3092\u5165\u308c\u3066\u3082\u826f\u3044\u3067\u3059\u304c\u3001\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u74b0\u5883\u3092\u5206\u3051\u305f\u3044\u5834\u5408\u306fvenv\u3092\u4f7f\u3046\u3068\u826f\u3044\u3067\u3057\u3087\u3046\u3002\u3082\u3061\u308d\u3093\u305d\u306e\u307e\u307e\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3078\u884c\u3063\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Win+r, cmd\u3067\u8d77\u52d5\u3055\u308c\u308b\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u306f\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u304c\u30e6\u30fc\u30b6\u30fc\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306a\u306e\u3067\u3001\u305d\u306e\u4e0b\u306b\u300c&#8230;\\python\\venv\\\u300d\u3068\u3044\u3046\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u308a\u3001\u4eee\u60f3\u74b0\u5883\u3092\u5229\u7528\u3059\u308b\u3002<ul><li>\u300cmkdir python\u300d\u300ccd python\u300d&#8212;&gt;python\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3078\u79fb\u52d5\u3002<\/li><li>\u300cmkdir venv\u300d\u300ccd venv\u300d &#8212;&gt;\u66f4\u306b\u305d\u306e\u4e0b\u306bvenv\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u4f5c\u3063\u3066\u79fb\u52d5\u3002<\/li><\/ul><\/li><li>\u305d\u3053\u3067\u300cpython -m  venv .\\Mediapipe\u300d<\/li><li>\u300c.\\Mediapipe\\Scripts\\Activate\u300d &#8212;&gt;\u4eee\u60f3\u74b0\u5883\u3092\u5b9f\u884c\u3002<\/li><\/ul>\n\n\n\n<p>\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3067\u306fTab\u30ad\u30fc\u306b\u3088\u308b\u88dc\u5b8c\u6a5f\u80fd\u3092\u5229\u7528\u3057\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070<br>\u300cWin+r, cmd, cd py(Tab), \\, v(Tab), (Enter)\u300d\u300cm(Tab), \\, s(Tab), \\, a(Tab), (Enter)\u300d&#8230;\u3068\u3044\u3046\u5177\u5408\u3067\u3059\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">OpenCV\u3068MediaPipe\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb<\/h2>\n\n\n\n<p>\u753b\u50cf\u51e6\u7406\u30e9\u30a4\u30d6\u30e9\u30ea\u306eOpenCV\u3068AI\u30e9\u30a4\u30d6\u30e9\u30ea\u306eMediaPipe\u3092\u5165\u308c\u307e\u3059\u3002\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u901a\u4fe1\u901f\u5ea6\u304c\u5341\u5206\u3042\u308c\u3070\u3001\u3042\u3063\u3055\u308a\u7d42\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u300cpip install opencv-python\u300d\u3068\u5165\u529b\u3001OpenCV\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/li><li>\u300cpip install mediapipe\u300d\u3068\u5165\u529b\u3001MediaPipe\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3002<\/li><li>\u3082\u3061\u308d\u3093\u300cpip install opencv-python mediapipe\u300d\u3068\u4e00\u5ea6\u306b\u5165\u308c\u3066\u3082\u69cb\u3044\u307e\u305b\u3093\u3002<\/li><\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u52d5\u4f5c\u78ba\u8a8d\u3068\u30a8\u30e9\u30fc\u4fee\u6b63\u306a\u3069<\/h2>\n\n\n\n<p>python\u3092\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u30e2\u30fc\u30c9\u3067\u8d77\u52d5\u3057\u3066\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>import cv2<\/li><li>import mediapipe<\/li><\/ul>\n\n\n\n<p>\u3068\u6253\u3061\u8fbc\u3093\u3067\u30a8\u30e9\u30fc\u304c\u51fa\u306a\u3051\u308c\u3070OK\u3067\u3059\u3002\u3082\u3057MediaPipe\u306b\u95a2\u3057\u3066\u3001Protobuf\u306b\u3064\u3044\u3066\u306e\u30a8\u30e9\u30fc\u304c\u51fa\u305f\u3089\u3001<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>pip\u3000install &#8211;upgrade protobuf==3.20.0<\/li><\/ul>\n\n\n\n<p>\u3068\u6253\u3061\u8fbc\u3093\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u63c3\u3048\u307e\u3059\u3002\uff08\u307e\u3063\u3055\u3089\u306aWindows11\u3067\u8a66\u3057\u305f\u3089\u4e0a\u8a18\u30a8\u30e9\u30fc\u304c\u51fa\u307e\u3057\u305f\u3002\uff09<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c<\/h2>\n\n\n\n<p>\u516c\u5f0f\u30da\u30fc\u30b8\u306e\u30b5\u30f3\u30d7\u30eb\u3092\u629c\u7c8b\u3057\u305f\u3082\u306e\u3092\u4ee5\u4e0b\u306b\u8a18\u3057\u307e\u3059\u3002\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30e1\u30e2\u5e33\u3092\u8d77\u52d5\u3057\u3066\u3001\u30b3\u30d4\u30da\u3057\u3066\u3001\u4fdd\u5b58\u3057\u3066\u3001\u5b9f\u884c\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>Win+r\u3001cmd\u3001\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3092\u8d77\u52d5\u3057\u3066\u9069\u5f53\u306a\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u306b\u79fb\u52d5\u3002<\/li><li>notepad mediapipe_test.py \u3068\u6253\u3061\u8fbc\u3093\u3067\u300c\u65b0\u3057\u304f\u4f5c\u6210\u3057\u307e\u3059\u304b\uff1f\u300d\u306b\u300c\u306f\u3044\u300d\u3068\u7b54\u3048\u308b\u3002<\/li><li>\u30b5\u30f3\u30d7\u30eb\u3092\u30b3\u30d4\u30da\u3057\u3066\u4fdd\u5b58\u3002Shift\u30ad\u30fc\u3068\u30af\u30ea\u30c3\u30af\u306a\u3069\u3067\u9069\u5b9c\u9078\u629e\u3057\u3066\u3001Ctrl+c\u3001Ctrl+v\u3001Ctrl+s\u3002<\/li><li>\u3082\u3057venv\u3092\u4f7f\u3063\u3066\u4eee\u60f3\u74b0\u5883\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u4eba\u3067\u4e0a\u8a18\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4f5c\u696d\u3068\u3001\u3053\u306e\u30b5\u30f3\u30d7\u30eb\u30d7\u30ed\u30b0\u30e9\u30e0\u306e\u5b9f\u884c\u306e\u9593\u304c\u958b\u3044\u3066\u3057\u307e\u3063\u305f\u4eba\u306f\u3053\u3053\u3067<br>\u300c&#8230;.\\python\\venv\\Mediapipe\\Scripts\\Activate\u300d \u306e\u5b9f\u884c\u3092\u5fd8\u308c\u305a\u306b\u3002<\/li><li>\u6e96\u5099\u304c\u3067\u304d\u305f\u3089mediapipe_test.py\u306e\u30d5\u30a1\u30a4\u30eb\u306e\u898b\u3048\u308b\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3067<br>python mediapipe_test.py\u3000\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li><li>\u3061\u306a\u307f\u306b\u30b3\u30de\u30f3\u30c9\u30d7\u30ed\u30f3\u30d7\u30c8\u3067\u300cstart .(\u30d4\u30ea\u30aa\u30c9)\u300d\u3068\u3059\u308b\u3068\u30ab\u30ec\u30f3\u30c8\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9\u3067\u958b\u3044\u3066\u304f\u308c\u307e\u3059\u306e\u3067\u3001GUI\u3067\u30d5\u30a1\u30a4\u30eb\u64cd\u4f5c\u3057\u305f\u65b9\u304c\u697d\u306a\u65b9\u306f\u30a8\u30af\u30b9\u30d7\u30ed\u30fc\u30e9\u3067\u3084\u308a\u307e\u3057\u3087\u3046\u3002<\/li><\/ul>\n\n\n\n<p>\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u306f\u5358\u306b\u30b9\u30b1\u30eb\u30c8\u30f3\u63cf\u753b\u3057\u3066\u304f\u308c\u308b\u3060\u3051\u3067\u3059\u304c\u30012011\u5e74\uff5e\u3042\u305f\u308a\u306eKinect\u3068\u304b\u306e\u6642\u4ee3\u3092\u77e5\u3063\u3066\u3044\u308b\u4eba\u306f\u300c\u3053\u3001\u3053\u3093\u306a\u306b\u7c21\u5358\u306b!?\u300d\u3068\u9a5a\u304d\u307e\u3059\u3002\u6642\u4ee3\u3067\u3059\u306d\u3047\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">pose\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u629c\u7c8b<\/h3>\n\n\n\n<pre class=\"wp-block-code\"><code>import cv2\nimport mediapipe as mp\nmp_drawing = mp.solutions.drawing_utils\nmp_drawing_styles = mp.solutions.drawing_styles\nmp_pose = mp.solutions.pose\n\n# For webcam input:\ncap = cv2.VideoCapture(0)\nwith mp_pose.Pose(\n&nbsp;&nbsp;&nbsp; min_detection_confidence=0.5,\n&nbsp;&nbsp;&nbsp; min_tracking_confidence=0.5) as pose:\n&nbsp; while cap.isOpened():\n&nbsp;&nbsp;&nbsp; success, image = cap.read()\n&nbsp;&nbsp;&nbsp; if not success:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; print(\"Ignoring empty camera frame.\")\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; continue\n&nbsp;&nbsp;&nbsp; image.flags.writeable = False\n&nbsp;&nbsp;&nbsp; image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n&nbsp;&nbsp;&nbsp; results = pose.process(image)\n\n&nbsp;&nbsp;&nbsp; image.flags.writeable = True\n&nbsp;&nbsp;&nbsp; image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n&nbsp;&nbsp;&nbsp; mp_drawing.draw_landmarks(\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; image,\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; results.pose_landmarks,\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; mp_pose.POSE_CONNECTIONS,\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; landmark_drawing_spec=mp_drawing_styles.get_default_pose_landmarks_style())\n&nbsp;&nbsp;&nbsp; # Flip the image horizontally for a selfie-view display.\n&nbsp;&nbsp;&nbsp; cv2.imshow('MediaPipe Pose', cv2.flip(image, 1))\n&nbsp;&nbsp;&nbsp; if cv2.waitKey(5) &amp; 0xFF == 27:\n&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; break\ncap.release()<\/code><\/pre>\n\n\n\n<p>\u4eba\u4f53\u30e2\u30c7\u30eb\u3092\u691c\u51fa\u3059\u308bpose\u306e\u5834\u5408\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u914d\u5217\u306e\u756a\u53f7\u304c\u6c7a\u307e\u3063\u3066\u3044\u308b\u307f\u305f\u3044\u3067\u3059\u3002\u516c\u5f0f\u30da\u30fc\u30b8\u3088\u308a\u629c\u7c8b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"750\" height=\"425\" src=\"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-content\/uploads\/2022\/06\/image-23.png\" alt=\"\" class=\"wp-image-340\" srcset=\"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-content\/uploads\/2022\/06\/image-23.png 750w, https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-content\/uploads\/2022\/06\/image-23-300x170.png 300w, https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-content\/uploads\/2022\/06\/image-23-676x383.png 676w\" sizes=\"auto, (max-width: 750px) 100vw, 750px\" \/><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\">FaceMesh\u306e\u30b5\u30f3\u30d7\u30eb\u30b3\u30fc\u30c9\u629c\u7c8b<\/h3>\n\n\n\n<p>\u3064\u3044\u3067\u306b<a href=\"https:\/\/google.github.io\/mediapipe\/solutions\/face_mesh.html\">FaceMesh<\/a>\u306e\u30ab\u30e1\u30e9\u5165\u529b\u7528\u306e\u90e8\u5206\u3060\u3051\u3092\u4ee5\u4e0b\u306b\u8a18\u3057\u307e\u3059\u3002ESC\u30ad\u30fc\u3067\u7d42\u4e86\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import cv2\nimport mediapipe as mp\nmp_drawing = mp.solutions.drawing_utils\nmp_drawing_styles = mp.solutions.drawing_styles\nmp_face_mesh = mp.solutions.face_mesh\n\ndrawing_spec = mp_drawing.DrawingSpec(thickness=1, circle_radius=1)\ncap = cv2.VideoCapture(0)\nwith mp_face_mesh.FaceMesh(\n    max_num_faces=1,\n    refine_landmarks=True,\n    min_detection_confidence=0.5,\n    min_tracking_confidence=0.5) as face_mesh:\n  while cap.isOpened():\n    success, image = cap.read()\n    if not success:\n      print(\"Ignoring empty camera frame.\")\n      continue\n\n    image.flags.writeable = False\n    image = cv2.cvtColor(image, cv2.COLOR_BGR2RGB)\n    results = face_mesh.process(image)\n\n    # Draw the face mesh annotations on the image.\n    image.flags.writeable = True\n    image = cv2.cvtColor(image, cv2.COLOR_RGB2BGR)\n    if results.multi_face_landmarks:\n      for face_landmarks in results.multi_face_landmarks:\n        mp_drawing.draw_landmarks(\n            image=image,\n            landmark_list=face_landmarks,\n            connections=mp_face_mesh.FACEMESH_TESSELATION,\n            landmark_drawing_spec=None,\n            connection_drawing_spec=mp_drawing_styles\n            .get_default_face_mesh_tesselation_style())\n        mp_drawing.draw_landmarks(\n            image=image,\n            landmark_list=face_landmarks,\n            connections=mp_face_mesh.FACEMESH_CONTOURS,\n            landmark_drawing_spec=None,\n            connection_drawing_spec=mp_drawing_styles\n            .get_default_face_mesh_contours_style())\n        mp_drawing.draw_landmarks(\n            image=image,\n            landmark_list=face_landmarks,\n            connections=mp_face_mesh.FACEMESH_IRISES,\n            landmark_drawing_spec=None,\n            connection_drawing_spec=mp_drawing_styles\n            .get_default_face_mesh_iris_connections_style())\n    cv2.imshow('MediaPipe Face Mesh', cv2.flip(image, 1))\n    if cv2.waitKey(5) &amp; 0xFF == 27:\n      break\ncap.release()<\/code><\/pre>\n","protected":false},"excerpt":{"rendered":"<p>python\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u78ba\u8a8d MediaPipe\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u524d\u306b\u3001\u4ee5\u4e0b\u306e\u624b\u9806\u3067python\u304c\u3061\u3083\u3093\u3068\u5165\u3063\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002 Windows\u30ad\u30fc\u3092\u62bc\u3057\u306a\u304c\u3089\u300cR\u300d\u30ad\u30fc\u3092\u62bc\u3057\u3001\u300c\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u6307\u5b9a\u3057\u3066\u5b9f\u884c\u300d\u306e\u30a6\u30a3\u30f3 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":247,"menu_order":1,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-259","page","type-page","status-publish","hentry","post-preview"],"_links":{"self":[{"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/pages\/259","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/comments?post=259"}],"version-history":[{"count":10,"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/pages\/259\/revisions"}],"predecessor-version":[{"id":408,"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/pages\/259\/revisions\/408"}],"up":[{"embeddable":true,"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/pages\/247"}],"wp:attachment":[{"href":"https:\/\/www.cs.k.tsukuba-tech.ac.jp\/labo\/koba\/wp-json\/wp\/v2\/media?parent=259"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}