{"id":21,"date":"2017-04-15T14:10:07","date_gmt":"2017-04-15T05:10:07","guid":{"rendered":"https:\/\/www.deepplus.co.kr\/?p=21"},"modified":"2017-12-19T11:29:35","modified_gmt":"2017-12-19T02:29:35","slug":"nugoo-%ea%b0%9c%eb%b0%9c%ea%b8%b01-data-%ec%88%98%ec%a7%91-%eb%b0%8f-crop","status":"publish","type":"post","link":"https:\/\/www.deepplus.co.kr\/?p=21","title":{"rendered":"NUGOO \uac1c\ubc1c\uae30(1) : \ud559\uc2b5 \ub370\uc774\ud130 \uc900\ube44\ud558\uae30(Data \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac)"},"content":{"rendered":"<p>\uc77c\ubc18\uc801\uc73c\ub85c Neural Network\uc744 \ud3ec\ud568\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ub9cc\ub4e0\ub2e4\uace0 \ud560 \ub54c\ub294<br \/>\n\ud06c\uac8c \uc9c0\ub3c4 \ud559\uc2b5\uacfc \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n\uc9c0\ub3c4 \ud559\uc2b5\uc740 \uac00\ub974\uce60 \ub370\uc774\ud130\uc14b\uc744 \uc815\ub9ac\ud574\uc11c(labeled datasets) \ud559\uc2b5\uc744 \uc2dc\ud0a4\ub294 \ubc29\ubc95\uc774\uace0, \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc740 (\uc815\ub9ac\ub418\uc9c0 \uc54a\uc740) \ub370\uc774\ud130\ub4e4\uc744 \uadf8\ub8f9\uc9d3\uac70\ub098(\uad70\uc9d1) \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc0dd\uc131 \ub4f1\uc744 \ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ud559\uc2b5 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uc911 Image Classification Model\uc740 \uc9c0\ub3c4\ud559\uc2b5 \ubc29\ubc95\uc744 \uc774\uc6a9\ud569\ub2c8\ub2e4.<br \/>\n\ub530\ub77c\uc11c, \ud559\uc2b5\uc2dc\ud0ac \ub370\uc774\ud130\ub97c \ubbf8\ub9ac \uc900\ube44\ud558\uace0 \uac00\uacf5\ud558\ub294 \uacfc\uc815\uc774 \ubc18\ub4dc\uc2dc \ud544\uc694\ud55c\ub370,<br \/>\n\uc774 \uacfc\uc815\uc774 \uc0dd\uac01\ubcf4\ub2e4 \ud6e8\uc52c \ub9ce\uc740 \uc2dc\uac04\uacfc \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\u25a0 \u00a0\ub370\uc774\ud130 \uc218\uc9d1<br \/>\n1. \u00a0\ubd84\ub958\ud558\uace0\uc790 \ud558\ub294 \ud0c0\uac9f \uc5f0\uc608\uc778 1\ucc28 \uc120\uc815<br \/>\n&#8211; \ubd84\ub958\ub97c \uc6d0\ud558\ub294 \uc5f0\uc608\uc778 \uba85\ub2e8\uc744 \uc791\uc131\ud574 \ubd05\ub2c8\ub2e4. \uc11c\ube44\uc2a4 \ud0c0\uac9f \ub4f1\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc74c<br \/>\n&#8211; \uc0ac\uc6a9\uce35\uc744 \uace0\ub824\ud574\uc11c \uc5f0\uc608\uc778\ub3c4 \ub0a8\ub140\ub178\uc18c \uade0\ud615\uc788\uac8c \uace0\ub824\ud560 \ud544\uc694\uac00 \uc788\uaca0\uc8e0..<br \/>\n&#8211; NUGOO\ub294 \uc9c0\uae08\uae4c\uc9c0 \uad6d\ub0b4 \uc5f0\uc608\uc778 600~700\uba85 \uc815\ub3c4\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uba74\uc11c \ubaa8\ub378\ud654 \uac00\ub2a5 \uc5ec\ubd80 \ud30c\uc545<br \/>\n&#8211; \uc218\uc9d1\ub41c \ub370\uc774\ud130, \uc989 \uc0ac\uc9c4\uc758 \uc218\ub7c9\uacfc \uc9c8\uc5d0 \ub530\ub77c \ucd5c\uc885 \ubc18\uc601 \uc5ec\ubd80 \uacb0\uc815<\/p>\n<p>2. \u00a0\ud574\ub2f9 \uc5f0\uc608\uc778 \uc0ac\uc9c4 \uc218\uc9d1(\ud504\ub85c\uadf8\ub7a8)<br \/>\n&#8211; \uac04\ub2e8\ud55c \uc6f9 \ud06c\ub864\ub9c1 \ud504\ub85c\uadf8\ub7a8\u00a0\uac1c\ubc1c<br \/>\n&#8211; \uc5f0\uc608\uc778 \uc774\ub984\uc73c\ub85c \ud3f4\ub354\ub97c \ub9cc\ub4e4\uc5b4\uc11c \uc790\ub3d9 \uc218\uc9d1 :\u00a0\ud3f4\ub354 \uc774\ub984\uc774 class label\ub428<br \/>\n&#8211; \uc0ac\uc9c4\uc744 \uc218\uc9d1\ud558\uba74\uc11c \uc0ac\uc9c4\uc5d0\uc11c \uc5bc\uad74 \uc601\uc5ed\ub9cc 1\ucc28 Crop\ud558\uc5ec \uc800\uc7a5 : dlib, OpenCV \ub4f1 \uc774\uc6a9<br \/>\n&#8211; But, \uc544\ub798 \uc0ac\uc9c4\uacfc \uac19\uc774 \uc5bc\uad74\uc601\uc5ed\uc744 \uc798\ubabb \uc778\uc2dd\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uace0, \ud2b9\uc815 \uc5f0\uc608\uc778\uc774 \ub2e4\ub978 \uc0ac\ub78c\ub4e4\uacfc \uac19\uc774 \ucc0d\uc740 \uc0ac\uc9c4\uc774 \ub9ce\uc544 \ud574\ub2f9 \uc5f0\uc608\uc778\uc774 \uc544\ub2cc \uc0ac\uc9c4\ub3c4 \uac19\uc774 Crop \ub418\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/p>\n<figure id=\"attachment_51\" aria-describedby=\"caption-attachment-51\" style=\"width: 96px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-51 size-full\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/daum_1-9-5.png\" alt=\"\" width=\"96\" height=\"96\" \/><figcaption id=\"caption-attachment-51\" class=\"wp-caption-text\">\uc798\ubabb\ub41c \u00a0Crop \uc6081<\/figcaption><\/figure>\n<figure id=\"attachment_52\" aria-describedby=\"caption-attachment-52\" style=\"width: 96px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-52 size-full\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/naver_151-50-1.png\" alt=\"\" width=\"96\" height=\"96\" \/><figcaption id=\"caption-attachment-52\" class=\"wp-caption-text\">\uc798\ubabb\ub41c Crop \uc6082<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>3-1. \uc0ac\uc9c4 \uc120\ubcc4 \uc791\uc5c5(\ud504\ub85c\uadf8\ub7a8)<br \/>\n&#8211; \ucc98\uc74c\uc5d0\ub294 \uc704\uc640 \uac19\uc740 \uc0ac\uc9c4\uc744 \uc77c\uc77c\uc774 \uc218\uc791\uc5c5\uc73c\ub85c \uc81c\uac70 \ud588\ub294\ub370, \uadf8\uac74 \ub108\ubb34 \ud798\ub4e0..\uca5d<br \/>\n&#8211; \uadf8\ub798\uc11c, OpenFace\ub098 Open API\uc758 \uc774\ubbf8\uc9c0 \ube44\uad50 \uc11c\ube44\uc2a4\ub97c \uc774\uc6a9\ud558\uc5ec \ud544\ud130\ub9c1 \ucc98\ub9ac!!<br \/>\n(\uad1c\ucc2e\uc740 \uc0ac\uc9c4\uc744 \uae30\uc900\uc73c\ub85c \uc720\uc0ac\ub3c4 \uc810\uc218\uac00 \ub0ae\uc73c\uba74 \uc548\uc4f0\ub294\uac78\ub85c~)<br \/>\n<a href=\"https:\/\/cmusatyalab.github.io\/openface\/demo-2-comparison\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/cmusatyalab.github.io\/openface\/demo-2-comparison\/<\/a><br \/>\n<a href=\"https:\/\/azure.microsoft.com\/ko-kr\/services\/cognitive-services\/face\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/azure.microsoft.com\/ko-kr\/services\/cognitive-services\/face\/<\/a><br \/>\n&#8211;\u00a0\uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \uc81c\ubc95 \ub9ce\uc740 \uacf5\uc218\ub97c \uc904\uc77c \uc218 \uc788\uc5c8\uc74c<\/p>\n<p>3-2. \u00a0\uc0ac\uc9c4 \uc120\ubcc4 \uc791\uc5c5(\uc218\uc791\uc5c5)<br \/>\n&#8211; 3-1 \uacfc\uc815\uc5d0\uc11c \uc120\ubcc4\ub41c \uc5f0\uc608\uc778\ubcc4 \uc0ac\uc9c4\uc744 \ucd5c\uc885 \uc810\uac80<br \/>\n&#8211; \uc774 \uacfc\uc815\uc5d0\uc11c\ub3c4 \uac00\ub054 \uc11c\ub85c \ub2e4\ub978 \uc5f0\uc608\uc778 \uc0ac\uc9c4\uc774 \ub098\uc624\ub294 \uacbd\uc6b0\ub3c4 \uc788\uc74c<br \/>\n&#8211; \ud559\uc2b5\uc5d0 \ub3c4\uc6c0\ub418\uc9c0 \uc54a\ub294 \uc0ac\uc9c4 \uc81c\uac70(\uc5bc\uad74 \uc815\uba74\uc774 \ub9ce\uc774 \ub098\uc624\uc9c0 \uc54a\uc740 \uc0ac\uc9c4 \ub4f1)<\/p>\n<p>4. \uc0ac\uc9c4 \uc218 \uc870\uc815 \ubc0f \ucd5c\uc885 \ud0c0\uac9f \uc5f0\uc608\uc778 \uc120\uc815<br \/>\n&#8211; \uc5f0\uc608\uc778\ubcc4 \uc0ac\uc9c4 \uc218\ub97c \uc810\uac80\ud558\uc5ec \uac00\ub2a5\ud55c 200 ~ 300\uc7a5 \ubc94\uc704\uac00 \ub418\ub3c4\ub85d \uc870\uc815<br \/>\n&#8211; class\ubcc4 \ud559\uc2b5 \uade0\ud615\uc744 \uc704\ud574 range\ub97c \uc904\uc77c \uc218\ub85d \uc88b\uc74c<br \/>\n&#8211; \uc0ac\uc9c4 \uc218\uac00 \ubd80\uc871\ud560 \uacbd\uc6b0 argumentation \ucc98\ub9ac(flip \ub4f1)\ub85c \uc0ac\uc9c4\uc218 \ub298\ub9ac\uae30<br \/>\n&#8211; \uadf8\ub798\ub3c4 \uae30\ubcf8\uc801\uc778 \uc0ac\uc9c4\uc218\uac00 \ubd80\uc871\ud55c \uacbd\uc6b0 \ucd5c\uc885 \ud0c0\uac9f\uc5d0\uc11c \uc81c\uc678<br \/>\n&#8211; \ud2b9\uc815 \uc5f0\uc608\uc778\uc758 \uc0ac\uc9c4 \uc218\uac00 \ub108\ubb34 \ub9ce\uc544\ub3c4 \ud55c\ucabd\uc73c\ub85c \ud559\uc2b5 \ud3b8\ud5a5\uc774 \uc0dd\uae30\uae30 \ub54c\ubb38\uc5d0 \uc0ac\uc9c4 \uc120\ubcc4\uc774 \ud544\uc694\ud568<br \/>\n&#8211; NUGOO\ub294 \ud604\uc7ac 380\uba85\uc758 \uc5f0\uc608\uc778\/\uc720\uba85\uc778 \ubd84\ub958<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-57\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/folder.png\" alt=\"\" width=\"735\" height=\"483\" \/><\/p>\n<p>5. \uc0ac\uc9c4 \uc5bc\uad74 \ubcc0\ud615(Transform)<br \/>\n&#8211; \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud574 \ucd5c\ub300\ud55c \uc815\uba74\uc758 \ubc14\ub978 \ud3ec\uc988\uac00 \ub418\ub3c4\ub85d \ubcc0\ud615\u00a0\uc791\uc5c5\uc774 \ud544\uc694\ud568<br \/>\n&#8211; \uc2e4\uc81c\ub85c\ub294 \uac1c\uc778\uc758 \ub2e4\uc591\ud55c \ud3ec\uc988(\uc815\uba74, \uce21\uba74, \uc5bc\uc9f1\uac01\ub3c4 \ub4f1) \uc0ac\uc9c4\uc744 \ud559\uc2b5\ud558\ub294\uac8c \uc88b\uc73c\ub098,<br \/>\n\ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uae30 \ub54c\ubb38\uc5d0 \ud55c\uac00\uc9c0 \uae30\uc900(\uc815\uba74 \ud3c9\ud615)\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uac83\uc774 \uc131\ub2a5\uc5d0 \uc88b\uc74c<br \/>\n&#8211; \ub530\ub77c\uc11c, \uc0c8\ub85c\uc6b4 \uc0ac\uc9c4\uc744 inference\ud560\ub54c\ub3c4 \uc5bc\uad74 \ubcc0\ud615 \uacfc\uc815 \uc120\ud589!<br \/>\n&#8211; \uac00\ub85c, \uc138\ub85c \uae30\uc900\uc810\uc5d0 \ub9de\ucdb0 \ub208, \ucf54, \uc785\uc774 \ud3c9\ud615 \uc704\uce58\uac00 \ub420 \uc218 \uc788\ub3c4\ub85d \uc0ac\uc9c4 \ubcc0\ud615\ud558\uace0,<br \/>\n&#8211; \ub208\uc379\uacfc \ud131\uc120\uc744 \uae30\uc900\uc73c\ub85c 2\ucc28 Crop<br \/>\n&#8211;\u00a0 dlib, OpenCV \ub4f1 \uc774\uc6a9<\/p>\n<figure id=\"attachment_63\" aria-describedby=\"caption-attachment-63\" style=\"width: 96px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-63 size-full\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/Ash-Abhi2B1.jpg\" alt=\"\" width=\"96\" height=\"96\" \/><figcaption id=\"caption-attachment-63\" class=\"wp-caption-text\">\uc5bc\uad74 \ubcc0\ud615(\uc804)<\/figcaption><\/figure>\n<figure id=\"attachment_64\" aria-describedby=\"caption-attachment-64\" style=\"width: 96px\" class=\"wp-caption alignleft\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-64 size-full\" src=\"https:\/\/www.deepplus.co.kr\/wp-content\/uploads\/2017\/04\/Ash-Abhi2B1.png\" alt=\"\" width=\"96\" height=\"96\" \/><figcaption id=\"caption-attachment-64\" class=\"wp-caption-text\">\uc5bc\uad74 \ubcc0\ud615(\ud6c4)<\/figcaption><\/figure>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p>\uc704\uc640 \uac19\uc740 \ubaa8\ub4e0 \uacfc\uc815\uc744 \uac70\uce58\uba74 \uc774\uc81c \ud559\uc2b5\ud560 \ub370\uc774\ud130 \uc900\ube44 \uc644\ub8cc!!<\/p>\n<p>Face detection(crop) Algorithms<br \/>\n&#8211; Dlib : <a href=\"https:\/\/dlib.net\/\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/dlib.net\/<\/a><br \/>\n&#8211; MTCNN : <a href=\"https:\/\/kpzhang93.github.io\/MTCNN_face_detection_alignment\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/kpzhang93.github.io\/MTCNN_face_detection_alignment<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc77c\ubc18\uc801\uc73c\ub85c Neural Network\uc744 \ud3ec\ud568\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ub9cc\ub4e0\ub2e4\uace0 \ud560 \ub54c\ub294 \ud06c\uac8c \uc9c0\ub3c4 \ud559\uc2b5\uacfc \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub3c4 \ud559\uc2b5\uc740 \uac00\ub974\uce60 \ub370\uc774\ud130\uc14b\uc744 \uc815\ub9ac\ud574\uc11c(labeled datasets) \ud559\uc2b5\uc744 \uc2dc\ud0a4\ub294 \ubc29\ubc95\uc774\uace0, \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc740 (\uc815\ub9ac\ub418\uc9c0 \uc54a\uc740) \ub370\uc774\ud130\ub4e4\uc744 \uadf8\ub8f9\uc9d3\uac70\ub098(\uad70\uc9d1) \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc0dd\uc131 \ub4f1\uc744 \ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \ud559\uc2b5 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uc911 Image Classification Model\uc740 \uc9c0\ub3c4\ud559\uc2b5 \ubc29\ubc95\uc744 \uc774\uc6a9\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c, \ud559\uc2b5\uc2dc\ud0ac \ub370\uc774\ud130\ub97c \ubbf8\ub9ac &hellip; <a href=\"https:\/\/www.deepplus.co.kr\/?p=21\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;NUGOO \uac1c\ubc1c\uae30(1) : \ud559\uc2b5 \ub370\uc774\ud130 \uc900\ube44\ud558\uae30(Data \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac)&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-21","post","type-post","status-publish","format-standard","hentry","category-nugoo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.5 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>NUGOO \uac1c\ubc1c\uae30(1) : \ud559\uc2b5 \ub370\uc774\ud130 \uc900\ube44\ud558\uae30(Data \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac) - Deep+<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.deepplus.co.kr\/?p=21\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"NUGOO \uac1c\ubc1c\uae30(1) : \ud559\uc2b5 \ub370\uc774\ud130 \uc900\ube44\ud558\uae30(Data \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac) - Deep+\" \/>\n<meta property=\"og:description\" content=\"\uc77c\ubc18\uc801\uc73c\ub85c Neural Network\uc744 \ud3ec\ud568\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ub9cc\ub4e0\ub2e4\uace0 \ud560 \ub54c\ub294 \ud06c\uac8c \uc9c0\ub3c4 \ud559\uc2b5\uacfc \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc9c0\ub3c4 \ud559\uc2b5\uc740 \uac00\ub974\uce60 \ub370\uc774\ud130\uc14b\uc744 \uc815\ub9ac\ud574\uc11c(labeled datasets) \ud559\uc2b5\uc744 \uc2dc\ud0a4\ub294 \ubc29\ubc95\uc774\uace0, \ube44\uc9c0\ub3c4 \ud559\uc2b5\uc740 (\uc815\ub9ac\ub418\uc9c0 \uc54a\uc740) \ub370\uc774\ud130\ub4e4\uc744 \uadf8\ub8f9\uc9d3\uac70\ub098(\uad70\uc9d1) \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130 \uc0dd\uc131 \ub4f1\uc744 \ud560 \uc218 \uc788\ub294 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