{"id":45285,"date":"2021-08-02T10:53:35","date_gmt":"2021-08-02T01:53:35","guid":{"rendered":"https:\/\/www.charlezz.com\/?p=45285"},"modified":"2021-08-07T22:44:00","modified_gmt":"2021-08-07T13:44:00","slug":"%ec%95%88%eb%93%9c%eb%a1%9c%ec%9d%b4%eb%93%9c%eb%a1%9c-%eb%b0%b0%ec%9a%b0%eb%8a%94-opencv-%ec%9d%b4%eb%af%b8%ec%a7%80%ec%9d%98-%ec%9d%b4%ec%a7%84%ed%99%94-otsu","status":"publish","type":"post","link":"https:\/\/charlezz.com\/?p=45285","title":{"rendered":"[\uc548\ub4dc\ub85c\uc774\ub4dc\ub85c \ubc30\uc6b0\ub294 OpenCV] \uc774\ubbf8\uc9c0\uc758 \uc774\uc9c4\ud654 &#8211; Otsu(\uc790\ub3d9 \uc784\uacc4\uac12 \uc124\uc815)"},"content":{"rendered":"<h1>\uc774\uc9c4\ud654 \uc784\uacc4\uac12 \uacb0\uc815<\/h1>\n<p>\uc9c0\ub09c <a href=\"https:\/\/www.charlezz.com\/?p=45272\">\ud3ec\uc2a4\ud305<\/a>\uc5d0\uc11c \uc784\uacc4\uac12\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\ub97c \uc774\uc9c4\ud654 \ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574\uc11c \uc54c\uc544\ubcf4\uc558\ub2e4.<\/p>\n<p>\uc774\uc9c4\ud654 \ub41c \uc774\ubbf8\uc9c0\ub97c \uc5bb\uc744 \ub54c \uac00\uc7a5 \uc911\uc694\ud55c \uc810\uc740 \ubc14\ub85c \uc784\uacc4\uac12\uc744 \uc5b4\ub5bb\uac8c \ub610\ub294 \ubb34\uc5c7\uc73c\ub85c \uacb0\uc815\ud558\ub0d0\ub294 \uac83\uc774\ub2e4. \uc784\uacc4\uac12\uc744 \uc870\uae08\uc529 \ubcc0\uacbd\ud558\uba74\uc11c \uc0ac\ub78c\uc758 \ub208\uc73c\ub85c \ud655\uc778\ud558\uc5ec \uac00\uc7a5 \uc88b\uc740 \uacb0\uacfc\uac12\uc744 \uc5bb\ub294 \uac83\ub3c4 \ud558\ub098\uc758 \ubc29\ubc95\uc774\uc9c0\ub9cc \uc774\ub7ec\ud55c \ubc18\ubcf5\uc801\uc778 \uc791\uc5c5 \uc5c6\uc774\ub3c4 \uc790\ub3d9\uc73c\ub85c \uc801\uc808\ud55c \uc784\uacc4\uac12\uc744 \ud55c\ubc88\uc5d0 \ucc3e\uc744 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 <strong>\uc624\uce20 \ub178\ubd80\uc720\ud0a4<\/strong><strong>(Otsu Nobuyuki)<\/strong>\ub77c\ub294 \uc0ac\ub78c\uc774 \uace0\uc548\ud588\ub2e4.\u00a0<\/p>\n<h2>\uc624\uce20\uc758 \uc54c\uace0\ub9ac\uc998(Otsu&#8217;s method)<\/h2>\n<p>\uc624\uce20\uac00 \uace0\uc548\ud55c \ubc29\ubc95(<a href=\"https:\/\/en.wikipedia.org\/wiki\/Otsu%27s_method\">Otsu&#8217;s method<\/a>)\uc740 \ub2e4\uc74c\uc744 \uac00\uc815\ud560 \ub54c \uac00\uc7a5 \uc6b0\uc218\ud55c \uacb0\uacfc\ub97c \ubcf4\uc778\ub2e4.<\/p>\n<ul>\n<li>\uc6d0\ubcf8 \uc774\ubbf8\uc9c0\uac00 \ubc30\uacbd\uacfc \uac1d\uccb4 \ub450\uac1c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc744 \ub54c\u00a0<\/li>\n<li>\uc6d0\ubcf8 \uc774\ubbf8\uc9c0\uc758 \ud788\uc2a4\ud1a0\uadf8\ub7a8 \ubd84\ud3ec\uac00 \ub450\uac1c\uc758 \ubd09\uc6b0\ub9ac(Bimodal)\ud615\ud0dc\ub97c \uac00\uc9c8 \ub54c<\/li>\n<li>\ub450 \ubd09\uc6b0\ub9ac \uc0ac\uc774\uc758 \uace8\uc774 \uae4a\uace0 \ub0a0\uce74\ub85c\uc6b8 \ub54c<\/li>\n<\/ul>\n<p>\uc624\uce20\uc758 \ubc29\ubc95\uc740 \uc774\ubbf8\uc9c0\uc758 \ud788\uc2a4\ud1a0\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac01 \ud074\ub798\uc2a4(\ud751,\ubc31 \ub610\ub294 0,255)\uc758 \ubd84\uc0b0\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud55c\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ub7f0 \ubc29\ubc95\uc740 Bimodal \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uac12\uc744 \uad6c\ud560 \uc218 \uc788\ub2e4. \uc774\ub7ec\ud55c \uc774\ubbf8\uc9c0\uc758 \ud788\uc2a4\ud1a0\uadf8\ub7a8\uc5d0\uc11c\ub294 \uba85\ud655\ud558\uac8c \ud45c\ud604\ub418\ub294 \ub450\uac1c\uc758 \ubd09\uc6b0\ub9ac\uac00 \uc788\ub294\ub370 \uc774\ub294 \uac01\uac01 \ub2e4\ub978 \uac12\uc758 \ubc94\uc704\ub97c \ud45c\ud604\ud558\uac8c \ub41c\ub2e4.<\/p>\n<p>\uc774 \ud575\uc2ec \uc544\uc774\ub514\uc5b4\ub294 \ud788\uc2a4\ud1a0\uadf8\ub7a8\uc5d0\uc11c \uac00\uc911\uce58 \ubd84\uc0b0\uc744 \ucd5c\uc18c\ud654\ud55c \uacb0\uacfc\ub85c \uc8fc\uc5b4\uc9c4 \uc784\uacc4\uac12 t\ub97c \uc0ac\uc6a9\ud558\uc5ec\u00a0 \ub450 \ud074\ub798\uc2a4(\ud751 or \ubc31)\ub85c \ubd84\ub9ac\ud55c\ub2e4. \uc774\ub97c \uc218\uc2dd\uc73c\ub85c \ub098\ud0c0\ub0b4\uba74 \ub2e4\uc74c\uacfc \uac19\ub2e4<\/p>\n<p><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1024x113.png\" alt=\"\" width=\"750\" height=\"83\" class=\"alignnone size-large wp-image-45291\" srcset=\"https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1024x113.png 1024w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-300x33.png 300w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-768x84.png 768w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot.png 1946w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<p><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1-1024x521.png\" alt=\"\" width=\"750\" height=\"382\" class=\"aligncenter wp-image-45294 size-large\" srcset=\"https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1-1024x521.png 1024w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1-300x153.png 300w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1-768x390.png 768w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-1.png 1188w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<p>\ud575\uc2ec\uc740 within-class variance\uac00 \ucd5c\uc18c\uac00 \ub418\ub294 t(0~255)\uac12\uc744 \ucc3e\ub294 \uac83\uc774\ub2e4. \uc774\ub54c 1,2\ubc88 \ud074\ub798\uc2a4\uc758 \ubd84\uc0b0\uc744 \uacc4\uc0b0\ud558\ub294 \uacfc\uc815\uc740 \ubc18\ubcf5\uc801\uc778 \uc791\uc5c5\uc774\ub77c \uc2dc\uac04\uc774 \uc624\ub798\uac78\ub9ac\uac8c \ub41c\ub2e4.<\/p>\n<p>\uadf8\ub798\uc11c \uc624\uce20 \ub17c\ubb38\uc744 \ubcf4\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 Between-class variance\ub77c\ub294 \uac1c\ub150\uc744 \uc0c8\ub85c \uc815\uc758\ud558\uac8c \ub41c\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57-1024x222.png\" alt=\"\" width=\"750\" height=\"163\" class=\"alignnone size-large wp-image-45295\" srcset=\"https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57-1024x222.png 1024w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57-300x65.png 300w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57-768x167.png 768w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-57.png 1290w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<p>\uc804\uccb4 \ubd84\uc0b0\uc5d0\uc11c within-class \ubd84\uc0b0\uc744 \ube7c\ub294 \uac83\uc778\ub370. \uacb0\uad6d \uc774 \uac1c\ub150\uc740 within-class \ubd84\uc0b0\uc744 \ucd5c\uc18c\ud654\ud558\uba74 between-class \ubd84\uc0b0\uc774 \ucd5c\ub300\ud654 \ub41c\ub2e4\ub294 \uac83\uc744 \uae30\ucd08\ub85c \ud55c\ub2e4.<\/p>\n<p>\u00a0\uc804\uccb4 \ubd84\uc0b0\uc740 \uc0ac\uc2e4 \ud55c\ubc88\ub9cc \uacc4\uc0b0\ud558\uba74 \ub418\ub294 \uc0c1\uc218\uc774\uc9c0\ub9cc, \uacb0\uad6d \uc218\uc2dd\uc744 \uc804\uac1c\ud558\uba74 \ud3c9\uade0\uc744 \uacc4\uc0b0\ud558\ub294 \uc218\uc2dd\uc774 \uacc4\uc18d \ub098\uc624\uae30 \ub54c\ubb38\uc5d0 \uacc4\uc0b0\ud558\ub294\ub370 \uc2dc\uac04\uc774 \uc624\ub798\uac78\ub9ac\uae30\ub294 \ub9c8\ucc2c\uac00\uc9c0\ub2e4.<\/p>\n<p>\uadf8\ub798\uc11c \ud3c9\uade0\uac12\uc744 \uacc4\uc0b0\ud560 \ub54c \ub2e4\uc74c\uacfc \uac19\uc774 \uc774\uc804 \ud3c9\uade0\uac12\uc744 \uadf8\ub300\ub85c \uc774\uc6a9\ud55c\ub2e4.<\/p>\n<p><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2.png\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2-1024x281.png\" alt=\"\" width=\"750\" height=\"206\" class=\"alignnone size-large wp-image-45296\" srcset=\"https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2-1024x281.png 1024w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2-300x82.png 300w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2-768x211.png 768w, https:\/\/charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screenshot-2.png 1604w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/a><\/p>\n<p>\uc810\ud654\uc2dd(Recursion)\uc744 \uc774\uc6a9\ud558\uae30 \ub54c\ubb38\uc5d0 \ud6a8\uc728\uc801\uc778 \uacc4\uc0b0\uc73c\ub85c \uacc4\uc0b0\uc18d\ub3c4\uac00 \ube68\ub77c\uc9c0\uac8c \ub41c\ub2e4.<\/p>\n<p>\uc624\uce20 \uc54c\uace0\ub9ac\uc998\uc744 \uac00\uc2dc\ud654 \ud55c \ub2e4\uc74c GIF \uc774\ubbf8\uc9c0\ub97c \ud655\uc778\ud558\uc790.<\/p>\n<p><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-otsus-method-visualization.gif\"><img decoding=\"async\" loading=\"lazy\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-otsus-method-visualization.gif\" alt=\"\" width=\"560\" height=\"420\" class=\"alignnone size-full wp-image-45290\" \/><\/a><\/p>\n<p>\uc785\ub825\uc601\uc0c1\uc758 \ud788\uc2a4\ud1a0\uadf8\ub7a8\uc5d0 \ub300\ud574\uc11c T\uac12\uc744 0\ubd80\ud130 255\uae4c\uc9c0 \uc99d\uac00\uc2dc\ud0a4\uba74\uc11c between class variance\uac12(\ube68\uac04\uace1\uc120)\uc774 \uc5b4\ub5a4 \ud615\ud0dc\ub85c \ubd84\ud3ec\ub418\ub294\uc9c0 \ubcf4\ub294 \uac83\uc774\ub2e4. \uc704 \uadf8\ub798\ud504\uc5d0\uc11c\ub294 \ub300\ub7b5 T\uac12\uc774 85~90\uc815\ub3c4\uac00 \ub420 \ub54c between class variance\uac00 \ucd5c\ub300\uac00 \ub418\ub294 \uac83\uc744 \ud655\uc778\ud560 \uc218 \uc788\ub2e4. \uc774 \uac12\uc73c\ub85c \uc774\uc9c4\ud654\ub97c \ud560 \ub54c \uc774\uc9c4\ud654\uac00 \uac00\uc7a5 \uc798 \ub41c\ub2e4\ub77c\uace0 \ubcfc \uc218 \uc788\ub2e4.<\/p>\n<p>OpenCV\uc5d0\uc11c Otsu \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc740 \uac04\ub2e8\ud558\ub2e4. \uae30\uc874\uc5d0 threshold \ud568\uc218\ub97c \uc0ac\uc6a9\ud560 \ub54c\u00a0 <strong>THRESH_OTSU \ud50c\ub798\uadf8<\/strong>\ub97c \ucd94\uac00\ud558\uba74 \ub41c\ub2e4.<\/p>\n<p>\uc548\ub4dc\ub85c\uc774\ub4dc\uc5d0\uc11c \uad6c\ud604\ud55c \uc608\uc81c\ub97c \uc0b4\ud3b4\ubcf4\uc790.<\/p>\n<pre class=\"lang: decode:true \">\/\/ grayscale\ub85c \ubcc0\ud658\r\nval graySrc = Mat()\r\nImgproc.cvtColor(src, graySrc, Imgproc.COLOR_BGR2GRAY)\r\n\r\n\/\/ otsu \uc774\uc9c4\ud654 \uc801\uc6a9\r\nval dst = Mat()\r\nval threshold = Imgproc.threshold(\r\n    graySrc, dst, \r\n    0.0, 255.0, \/\/ \ud53d\uc140\uac12\uc758 \ubd84\ud3ec \ubc94\uc704 0~255\r\n    Imgproc.THRESH_BINARY or Imgproc.THRESH_OTSU \/\/ THRESH_OTSU \ud50c\ub798\uadf8 \ud568\uaed8 \uc0ac\uc6a9\r\n)\r\n\r\n\/\/ \ud68c\uc0c9 -&gt; \uceec\ub7ec \ubcc0\uacbd\r\nImgproc.cvtColor(dst, dst, Imgproc.COLOR_GRAY2BGR)\r\n\r\n\/\/ \uacc4\uc0b0\ub41c Threshold \ucd9c\ub825\r\nImgproc.putText(dst, \"Threshold = $threshold\", ...)\r\n\r\n\/\/ \uc774\ubbf8\uc9c0 \ucd9c\ub825 \r\n...<\/pre>\n<p>\ub808\ub098, \uc138\ud3ec \uc774\ubbf8\uc9c0, \uc300\uc54c \uc774\ubbf8\uc9c0 \ucd1d 3\uac00\uc9c0 \uc900\ube44\ud558\uc5ec \uc704 \ucf54\ub4dc\ub97c \ud1b5\ud574 \uac00\uc7a5 \uc801\uc808\ud55c T\uac12\uc744 \ucc3e\uace0 \ucd9c\ub825 \ud588\ub2e4.<\/p>\n<div style=\"width: 750px;\" class=\"wp-video\"><!--[if lt IE 9]><script>document.createElement('video');<\/script><![endif]--><br \/>\n<video class=\"wp-video-shortcode\" id=\"video-45285-1\" width=\"750\" height=\"942\" preload=\"metadata\" controls=\"controls\"><source type=\"video\/mp4\" src=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screencapture-1627829518026.mp4?_=1\" \/><a href=\"https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screencapture-1627829518026.mp4\">https:\/\/www.charlezz.com\/wordpress\/wp-content\/uploads\/2021\/08\/www.charlezz.com-opencv-otsu-screencapture-1627829518026.mp4<\/a><\/video><\/div>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc774\uc9c4\ud654 \uc784\uacc4\uac12 \uacb0\uc815 \uc9c0\ub09c \ud3ec\uc2a4\ud305\uc5d0\uc11c \uc784\uacc4\uac12\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\ub97c \uc774\uc9c4\ud654 \ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574\uc11c \uc54c\uc544\ubcf4\uc558\ub2e4. \uc774\uc9c4\ud654 \ub41c \uc774\ubbf8\uc9c0\ub97c \uc5bb\uc744 \ub54c \uac00\uc7a5 \uc911\uc694\ud55c \uc810\uc740 \ubc14\ub85c \uc784\uacc4\uac12\uc744 \uc5b4\ub5bb\uac8c \ub610\ub294 \ubb34\uc5c7\uc73c\ub85c \uacb0\uc815\ud558\ub0d0\ub294 \uac83\uc774\ub2e4. \uc784\uacc4\uac12\uc744 \uc870\uae08\uc529 \ubcc0\uacbd\ud558\uba74\uc11c \uc0ac\ub78c\uc758 \ub208\uc73c\ub85c \ud655\uc778\ud558\uc5ec \uac00\uc7a5 \uc88b\uc740 \uacb0\uacfc\uac12\uc744 \uc5bb\ub294 \uac83\ub3c4 \ud558\ub098\uc758 \ubc29\ubc95\uc774\uc9c0\ub9cc \uc774\ub7ec\ud55c \ubc18\ubcf5\uc801\uc778 \uc791\uc5c5 \uc5c6\uc774\ub3c4 \uc790\ub3d9\uc73c\ub85c \uc801\uc808\ud55c \uc784\uacc4\uac12\uc744 \ud55c\ubc88\uc5d0 \ucc3e\uc744 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"inline_featured_image":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0},"categories":[27],"tags":[],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/posts\/45285"}],"collection":[{"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/charlezz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=45285"}],"version-history":[{"count":5,"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/posts\/45285\/revisions"}],"predecessor-version":[{"id":45323,"href":"https:\/\/charlezz.com\/index.php?rest_route=\/wp\/v2\/posts\/45285\/revisions\/45323"}],"wp:attachment":[{"href":"https:\/\/charlezz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=45285"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/charlezz.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=45285"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/charlezz.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=45285"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}