{"id":39655,"date":"2024-11-02T06:50:48","date_gmt":"2024-11-02T06:50:48","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39655"},"modified":"2024-11-26T06:41:08","modified_gmt":"2024-11-26T06:41:08","slug":"%ed%95%99%ec%8a%b5-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b%ec%9d%84-%ed%99%9c%ec%9a%a9%ed%95%9c-%ed%94%84%eb%a1%9c%ec%a0%9d%ed%8a%b8-%ec%98%88%ec%a0%9c-%ec%96%bc%ea%b5%b4-%ec%9d%b8%ec%8b%9d%ea%b3%bc","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39655\/","title":{"rendered":"\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc5bc\uad74 \uc778\uc2dd\uacfc \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8"},"content":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc774 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\ubc1c\ud558\uac8c \ud65c\uc6a9\ub418\uace0 \uc788\ub294 \uc624\ub298\ub0a0, \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \uc788\uc5b4 \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4. \ubcf8 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc5bc\uad74 \uc778\uc2dd\uacfc \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8\ub97c \uc911\uc2ec\uc73c\ub85c \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \uad6c\uccb4\uc801\uc778 \uc608\uc81c\ub97c \uc18c\uac1c\ud558\uace0, \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc5bb\uc744 \uc218 \uc788\ub294 \ucd9c\ucc98 \ubc0f \uac01 \ud504\ub85c\uc81d\ud2b8\uc758 \uad6c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc5bc\uad74 \uc778\uc2dd \ud504\ub85c\uc81d\ud2b8<\/h2>\n<p>\uc5bc\uad74 \uc778\uc2dd(face recognition)\uc740 \ud2b9\uc815 \uac1c\uc778\uc758 \uc5bc\uad74\uc744 \uc778\uc2dd\ud558\uc5ec \uadf8 \uc0ac\ub78c\uc744 \uc2dd\ubcc4\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \ubcf4\uc548, \uc18c\uc15c \ubbf8\ub514\uc5b4, \ucd9c\uc785 \ud1b5\uc81c, \uac1c\uc778\ud654\ub41c \ub9c8\ucf00\ud305 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1. \uc5bc\uad74 \uc778\uc2dd\uc758 \uc6d0\ub9ac<\/h3>\n<p>\uc5bc\uad74 \uc778\uc2dd \uae30\uc220\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc5bc\uad74 \ud0d0\uc9c0:<\/strong> \uc774\ubbf8\uc9c0 \ub0b4\uc5d0\uc11c \uc5bc\uad74\uc758 \uc704\uce58\ub97c \ucc3e\uc544\ub0b4\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. Viola-Jones \uae30\ubc95, HOG, CNN \ub4f1\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c:<\/strong> \ud0d0\uc9c0\ub41c \uc5bc\uad74\uc5d0\uc11c \uac1c\ubcc4\uc801\uc778 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Eigenfaces, Fisherfaces \ub610\ub294 Deep Learning\uc744 \uc0ac\uc6a9\ud55c \ud2b9\uc9d5 \ubca1\ud130 \uc0dd\uc131 \uae30\uc220\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd84\ub958:<\/strong> \ucd94\ucd9c\ub41c \ud2b9\uc9d5\uc744 \uae30\ubc18\uc73c\ub85c \ud2b9\uc815 \uc5bc\uad74\uc744 \ubd84\ub958\ud558\uace0 \uc778\uc2dd\ud569\ub2c8\ub2e4. SVM, KNN \ub610\ub294 \uc2e0\uacbd\ub9dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>1.2. \ub370\uc774\ud130\uc14b \uc18c\uac1c<\/h3>\n<p>\uc5bc\uad74 \uc778\uc2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc758 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>LFW (Labeled Faces in the Wild):<\/strong> \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uc778\ubb3c\uc758 \uc5bc\uad74 \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \uc5bc\uad74 \uc778\uc2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"http:\/\/vis-www.cs.umass.edu\/lfw\/\">LFW \ub370\uc774\ud130\uc14b<\/a><\/li>\n<li><strong>VGGFace2:<\/strong> Oxford \ub300\ud559\uad50\uc5d0\uc11c \uc0dd\uc131\ub41c \uc774 \ub370\uc774\ud130\uc14b\uc740 9131\uba85\uc758 \ub2e4\uc591\ud55c \uc778\ubb3c\uc758 \uc5bc\uad74 \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\uc640 \ud568\uaed8 \ub2e4\uc591\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"http:\/\/www.robots.ox.ac.uk\/~vgg\/data\/vgg_face2\/\">VGGFace2 \ub370\uc774\ud130\uc14b<\/a><\/li>\n<li><strong>CelebA:<\/strong> CelebA \ub370\uc774\ud130\uc14b\uc740 202,599\uac1c\uc758 \uc774\ubbf8\uc9c0\uc640 40\uac1c\uc758 \uc18d\uc131 \ub808\uc774\ube14\uc774 \uc788\ub294 \uc720\uba85\uc778 \uc5bc\uad74 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"http:\/\/mmlab.ie.cuhk.edu.hk\/projects\/CelebA.html\">CelebA \ub370\uc774\ud130\uc14b<\/a><\/li>\n<\/ul>\n<h3>1.3. \uc5bc\uad74 \uc778\uc2dd \ud504\ub85c\uc81d\ud2b8 \uad6c\ud604\ud558\uae30<\/h3>\n<p>\uc5bc\uad74 \uc778\uc2dd \ud504\ub85c\uc81d\ud2b8\ub97c \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ud658\uacbd\uc124\uc815:<\/strong> Python\uacfc \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac(\uc608: OpenCV, Dlib, Keras, TensorFlow \ub4f1)\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc:<\/strong> \uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \ub370\uc774\ud130\uc14b\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub97c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uad6c\uc131:<\/strong> CNN\uc744 \uc774\uc6a9\ud558\uc5ec \uc5bc\uad74 \uc778\uc2dd \ubaa8\ub378\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4. \uc804\uc774 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uc874\uc758 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828:<\/strong> \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uace0, \uac80\uc99d \ub370\uc774\ud130\uc14b\uc73c\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> Confusion matrix \ub4f1\uc758 \ubc29\ubc95\uc744 \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc751\uc6a9:<\/strong> \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ub2e4\uc591\ud55c \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158(\uc608: \ubcf4\uc548 \uc2dc\uc2a4\ud15c, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uc0ac\uc9c4 \ucd94\ucc9c \ub4f1)\uc744 \uac1c\ubc1c\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>2. \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8<\/h2>\n<p>\uac10\uc815 \ubd84\uc11d(emotion analysis)\uc740 \ud14d\uc2a4\ud2b8, \uc74c\uc131, \uc774\ubbf8\uc9c0 \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc5d0\uc11c \uac10\uc815 \uc0c1\ud0dc\ub97c \uc778\uc2dd\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\uc740 \uace0\uac1d \ud53c\ub4dc\ubc31, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc778\uac04-\ucef4\ud4e8\ud130 \uc0c1\ud638\uc791\uc6a9 \ub4f1\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>2.1. \uac10\uc815 \ubd84\uc11d\uc758 \uc6d0\ub9ac<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uac10\uc815\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \ub2f4\uace0 \uc788\ub294 \ub370\uc774\ud130(\uc608: \ud2b8\uc704\ud130 \uae00, \ub9ac\ubdf0, \uc774\ubbf8\uc9c0 \ub4f1)\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc804\ucc98\ub9ac:<\/strong> \ud14d\uc2a4\ud2b8\uc758 \uacbd\uc6b0 \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uc5b4\uac04 \ucd94\ucd9c, \ud1a0\ud070\ud654 \ub4f1\uc758 \uacfc\uc815\uc744 \uc218\ud589\ud558\uba70, \uc774\ubbf8\uc9c0\uc758 \uacbd\uc6b0 \uc774\ubbf8\uc9c0 \ub9ac\uc0ac\uc774\uc9d5, \uc815\uaddc\ud654 \ub4f1\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c:<\/strong> \uac10\uc815 \uc0c1\ud0dc\ub97c \ub098\ud0c0\ub0bc \uc218 \uc788\ub294 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8\uc758 \uacbd\uc6b0 TF-IDF, Word2Vec \ub4f1\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uace0, \uc774\ubbf8\uc9c0\uc758 \uacbd\uc6b0 CNN\uc744 \ud1b5\ud55c \ud2b9\uc9d5 \ucd94\ucd9c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828:<\/strong> \uac10\uc815 \ubd84\uc11d\uc744 \uc704\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uc5ec \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. RNN, LSTM, CNN \ub4f1\uc758 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \uc131\uacfc \uc9c0\ud45c(\uc608: \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728)\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2. \ub370\uc774\ud130\uc14b \uc18c\uac1c<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8\ub97c \uc704\ud55c \uc720\uc6a9\ud55c \uacf5\uac1c \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>FER2013:<\/strong> \uc774 \ub370\uc774\ud130\uc14b\uc740 \uac10\uc815 \ud45c\ud604\uc774 \ud3ec\ud568\ub41c 35,000\uac1c \uc774\uc0c1\uc758 \uc5bc\uad74 \uc774\ubbf8\uc9c0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uac10\uc815 \uce74\ud14c\uace0\ub9ac\ub294 \uae30\uc068, \uc2ac\ud514, \ub180\ub78c, \ubd84\ub178, \ud610\uc624, \uc911\ub9bd \ub4f1\uc785\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"https:\/\/www.kaggle.com\/c\/challenges-in-representation-learning-facial-expression-recognition-challenge\/data\">FER2013 \ub370\uc774\ud130\uc14b<\/a><\/li>\n<li><strong>AffectNet:<\/strong> AffectNet \ub370\uc774\ud130\uc14b\uc740 \uc5bc\uad74 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac10\uc815\uc744 \uc778\uc2dd\ud558\uae30 \uc704\ud574 \ub9cc\ub4e4\uc5b4\uc9c4 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc57d 450,000\uac1c \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"http:\/\/mohammadmahoor.com\/affectnet\/\">AffectNet \ub370\uc774\ud130\uc14b<\/a><\/li>\n<li><strong>Emotion Dataset:<\/strong> \uc774 \ub370\uc774\ud130\uc14b\uc740 140,000\uac1c \uc774\uc0c1\uc758 \ud2b8\uc704\ud130 \ud14d\uc2a4\ud2b8 \ud3ec\uc2a4\ud2b8\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uac10\uc815(\uc0ac\ub791, \ud589\ubcf5, \uc2ac\ud514, \uacf5\ud3ec \ub4f1)\uc744 \ub808\uc774\ube14\ub85c \uac16\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc6f9\uc0ac\uc774\ud2b8: <a href=\"https:\/\/www.kaggle.com\/kazanova\/sentiment140\">Emotion Dataset<\/a><\/li>\n<\/ul>\n<h3>2.3. \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8 \uad6c\ud604\ud558\uae30<\/h3>\n<p>\uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8\ub97c \uc218\ud589\ud558\uae30 \uc704\ud55c \uae30\ubcf8\uc801\uc778 \uad6c\ud604 \uc808\ucc28\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ud658\uacbd \uc124\uc815:<\/strong> Python\uacfc \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac(\uc608: nltk, scikit-learn, TensorFlow, Keras \ub4f1)\ub97c \uc124\uce58\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc:<\/strong> \uc704\uc5d0\uc11c \uc5b8\uae09\ud55c \ub370\uc774\ud130\uc14b\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0, \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong> LSTM, CNN, \ub610\ub294 \uc804\uc774 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud6c8\ub828:<\/strong> \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uac80\uc99d \ub370\uc774\ud130\uc14b\uc73c\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ubc30\ud3ec:<\/strong> \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc6f9 \uc11c\ube44\uc2a4\ub098 \ubaa8\ubc14\uc77c \uc571\uc5d0 \ubc30\ud3ec\ud558\uc5ec \uc2e4\uc81c \uc0ac\uc6a9\uc790\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>3. \uacb0\ub860<\/h2>\n<p>\uc774\ubc88 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 \uc5bc\uad74 \uc778\uc2dd\uacfc \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8\ub97c \uc911\uc2ec\uc73c\ub85c \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ubc29\ubc95\ub860\uacfc \uad6c\ud604 \uc808\ucc28\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \uac01\uac01\uc758 \ud504\ub85c\uc81d\ud2b8\ub294 \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc2e4\uc2b5\ud560 \uc218 \uc788\uc73c\uba70, \uc5f0\uad6c \ubc0f \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c\uc758 \uac00\ub2a5\uc131\uc744 \ud0d0\uad6c\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uacfc \ud568\uaed8 \ub525\ub7ec\ub2dd, \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\ub294 \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud574 \ub098\uac00\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p>\uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc 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\uc5bc\uad74\uc744 \uc778\uc2dd\ud558\uc5ec \uadf8 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39655\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, \uc5bc\uad74 \uc778\uc2dd\uacfc \uac10\uc815 \ubd84\uc11d \ud504\ub85c\uc81d\ud2b8&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[199],"tags":[],"class_list":["post-39655","post","type-post","status-publish","format-standard","hentry","category-199"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ud504\ub85c\uc81d\ud2b8 \uc608\uc81c, 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