{"id":38891,"date":"2024-11-02T01:39:50","date_gmt":"2024-11-02T01:39:50","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38891"},"modified":"2024-11-26T06:43:03","modified_gmt":"2024-11-26T06:43:03","slug":"yolo%ec%9d%98-%ea%b0%9c%eb%85%90%ea%b3%bc-%ec%97%ad%ec%82%ac-yolo-%eb%aa%a8%eb%8d%b8-%ea%b0%9c%ec%9a%94-%eb%ac%b4%ec%97%87%ec%9d%b8%ec%a7%80-%ec%96%b4%eb%96%bb%ea%b2%8c-%eb%8f%99%ec%9e%91%ed%95%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38891\/","title":{"rendered":"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694  \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85"},"content":{"rendered":"<p><body><\/p>\n<p>YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud558\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \ubc29\ubc95\ub860\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \ubaa8\ub4e0 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc5ec\ub7ec \ub2e8\uacc4\ub85c \ub098\ub204\uc5b4 \uc9c4\ud589\ud558\uc9c0\ub9cc, YOLO\ub294 \ud55c \ubc88\uc758 \uc2e0\uacbd\ub9dd \uc6b4\uc6a9\uc73c\ub85c \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c YOLO\ub294 \ub192\uc740 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \uc790\ub791\ud558\uba70, \ud2b9\ud788 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. YOLO\uc758 \uc5ed\uc0ac<\/h2>\n<p>YOLO\ub294 2016\ub144 Joseph Redmon\uc5d0 \uc758\ud574 \ucc98\uc74c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd5c\ucd08\uc758 YOLO \ubaa8\ub378\uc740 CVPR(Computer Vision and Pattern Recognition) \ucee8\ud37c\ub7f0\uc2a4\uc5d0\uc11c \ubc1c\ud45c \ub418\uc5c8\uc73c\uba70, \uadf8 \uc774\ud6c4\ub85c \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uc5d4\uc9c0\ub2c8\uc5b4, \uac1c\ubc1c\uc790\ub4e4 \uc0ac\uc774\uc5d0\uc11c \uc8fc\ubaa9\ubc1b\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e8\uc21c\ud558\uace0 \uc9c1\uad00\uc801\uc778 \uad6c\uc870\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc2e4\uc2dc\uac04 \uc131\ub2a5\uacfc \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4.<\/p>\n<p>YOLO\uc758 \ubc1c\uc804\uc740 \uc5ec\ub7ec \ubc84\uc804\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>YOLOv1:<\/strong> \ucd5c\ucd08\uc758 YOLO \ubaa8\ub378\ub85c, \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ucc98\ub9ac\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc744 \ub3c4\uc785.<\/li>\n<li><strong>YOLOv2 (YOLO9000):<\/strong> \uc131\ub2a5 \uac1c\uc120 \ubc0f \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud55c \ud6c8\ub828\uc744 \ud1b5\ud574 \ub354 \ub9ce\uc740 \ud074\ub798\uc2a4 \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud560 \uc218 \uc788\uac8c \ud568.<\/li>\n<li><strong>YOLOv3:<\/strong> \uc5ec\ub7ec \ud574\uc0c1\ub3c4\ub97c \uc0ac\uc6a9\ud558\ub294 \ub2e4\uc911 \uc2a4\ucf00\uc77c \ud0d0\uc9c0 \ubc29\uc2dd\uc744 \ub3c4\uc785\ud558\uc5ec \uc791\uc740 \uac1d\uccb4 \ud0d0\uc9c0 \uc131\ub2a5\uc744 \uac1c\uc120.<\/li>\n<li><strong>YOLOv4:<\/strong> \ub354 \ube60\ub974\uace0 \uc815\ud655\ud55c \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ucd5c\uc2e0 \ucef4\ud4e8\ud130 \ube44\uc804 \uae30\ubc95\uc744 \ud1b5\ud569.<\/li>\n<li><strong>YOLOv5:<\/strong> \uacbd\ub7c9\ud654\ub41c \ubaa8\ub378\ub85c, \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\uc758 \uc0ac\uc6a9\uc5d0 \uc6a9\uc774\ud558\uba70 PyTorch\ub85c \uad6c\ud604\ub418\uc5b4 \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \ud30c\uc778 \ud29c\ub2dd \ubc0f \ubc30\ud3ec\uac00 \uc6a9\uc774.<\/li>\n<\/ul>\n<p>\uac01 \ubc84\uc804 \uc5c5\uadf8\ub808\uc774\ub4dc\ub294 YOLO\uc758 \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\uace0, \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc2e4\uc9c8\uc801\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub9c8\ub828\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc774 \uac00\ub2a5\ud588\ub358 \uc774\uc720\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc640 \uac15\ub825\ud55c \ud558\ub4dc\uc6e8\uc5b4\uc758 \ubc1c\uc804, \uadf8\ub9ac\uace0 \ud6a8\uc728\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc758 \uc124\uacc4 \ub355\ubd84\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. YOLO \ubaa8\ub378 \uac1c\uc694<\/h2>\n<p>YOLO\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \ud0d0\uc9c0\uc758 \ub450 \uac00\uc9c0 \uc791\uc5c5\uc744 \ub3d9\uc2dc\uc5d0 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 YOLO\ub294 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud558\ub098\uc758 \uc2e0\uacbd\ub9dd\uc5d0 \ud1b5\ud569\ud558\uc5ec \ucc98\ub9ac\ud558\uba70, \uc774 \uacfc\uc815\uc5d0\uc11c \ub2e4\uc591\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. YOLO\uc758 \uacb0\ub860\uc801\uc778 \ubaa9\ud45c\ub294 \uc0ac\uc6a9\uc790\uac00 \uc9c0\uc815\ud55c \ud074\ub798\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uad00\uc2ec \uc788\ub294 \uac1d\uccb4\ub97c \uc2e0\uc18d\ud558\uac8c \ud0d0\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.1 YOLO\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h3>\n<p>YOLO\uc758 \uc791\ub3d9 \uc6d0\ub9ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\uc774\ubbf8\uc9c0 \ubd84\ud560:<\/strong> YOLO\ub294 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c SxS \uadf8\ub9ac\ub4dc\ub85c \ub098\ub215\ub2c8\ub2e4. \uac01 \uadf8\ub9ac\ub4dc\ub294 \ud2b9\uc815 \uac1d\uccb4\uc5d0 \ub300\ud55c \uc815\ubcf4(\uc704\uce58, \ud06c\uae30, \ud074\ub798\uc2a4 \ud655\ub960)\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac01 \uadf8\ub9ac\ub4dc\uc758 \uc608\uce21:<\/strong> \uac01 \uc140\uc740 \ud558\ub098\uc758 \uac1d\uccb4\ub97c \uac10\uc9c0\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \uc704\ud574 \uac1d\uccb4\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4 \uc88c\ud45c\uc640 \ud074\ub798\uc2a4 \ud655\ub960\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub294 \uc911\uc2ec \uc88c\ud45c, \ud3ed, \ub192\uc774\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc728 \uacc4\uc0b0:<\/strong> \ubaa8\ub378\uc740 \uac01 \uc140\uc5d0\uc11c \uc608\uce21\ud55c \ud074\ub798\uc2a4 \ud655\ub960\uacfc \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc870\ud569\ud558\uc5ec \ucd5c\uc885 \uac1d\uccb4 \uc704\uce58\ub97c \uc0b0\ucd9c\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c Non-Maximum Suppression(NMS) \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc911\ubcf5\ub41c \ubc15\uc2a4\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uacfc \ub3c4\ucd9c:<\/strong> \ub9c8\uc9c0\ub9c9\uc73c\ub85c, YOLO\ub294 \ucd5c\uc885 \ud0d0\uc9c0 \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc774 \ucd9c\ub825 \uacb0\uacfc\ub294 \uac01\uac01\uc758 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud655\ub960\uacfc \ubc14\uc6b4\ub529 \ubc15\uc2a4 \uc88c\ud45c\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>2.2 YOLO\uc758 \uad6c\uc870<\/h3>\n<p>YOLO\uc758 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub294 \uae30\ubcf8\uc801\uc73c\ub85c CNN(Convolutional Neural Network)\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubc31\ubcf8(Backbone):<\/strong> \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ubc1b\uc544 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc73c\ub85c Darknet-53, CSPDarknet \ub4f1\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub124\ud06c(Network):<\/strong> \ubc31\ubcf8\uc5d0\uc11c \ucd94\ucd9c\ub41c \ud2b9\uc9d5\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \uaddc\ubaa8\uc758 \uc815\ubcf4\ub4e4\uc744 \uc735\ud569\ud558\uace0, \ucd5c\uc885\uc801\uc73c\ub85c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \ud655\ub960\uc744 \uc608\uce21\ud558\ub294 \ubd80\ubd84\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud5e4\ub4dc(Head):<\/strong> \ucd5c\uc885\uc801\uc73c\ub85c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \ud655\ub960\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5ec\ub7ec \ud574\uc0c1\ub3c4\ub85c \ub418\uc5b4 \uc788\ub294 \ud53c\uccd0 \ub9f5\uc744 \ud65c\uc6a9\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \uad6c\uc870 \ub355\ubd84\uc5d0 YOLO\ub294 \uc785\ub825 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \ub2e4\uc591\ud55c \uc815\ubcf4\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc73c\uba70, \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \ubc29\uc2dd\uc5d0 \ube44\ud574 \uc6d4\ub4f1\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>2.3 YOLO\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\uc18d\ub3c4:<\/strong> YOLO\ub294 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\ub9cc \uc0b4\ud3b4\ubcf4\ubbc0\ub85c \uac1d\uccb4 \ud0d0\uc9c0 \uc18d\ub3c4\uac00 \ub9e4\uc6b0 \ube60\ub985\ub2c8\ub2e4. \uc2e4\uc2dc\uac04 \uc601\uc0c1 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ud655\ub3c4:<\/strong> \uc791\uc740 \uac1d\uccb4\uc5d0 \ub300\ud55c \ud0d0\uc9c0 \uc131\ub2a5 \ub610\ud55c \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e8\uc21c\uc131:<\/strong> \ubcf5\uc7a1\ud55c \ud504\ub85c\uc138\uc2a4 \uc5c6\uc774 \ud558\ub098\uc758 \ubaa8\ub378\ub9cc\uc73c\ub85c \ubaa8\ub4e0 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.4 YOLO\uc758 \ub2e8\uc810<\/h3>\n<ul>\n<li><strong>\uc791\uc740 \uac1d\uccb4 \ud0d0\uc9c0:<\/strong> YOLO\ub294 \uc791\uc740 \ud06c\uae30\uc758 \uac1d\uccb4\uc5d0 \ub300\ud574 \uc0c1\ub300\uc801\uc73c\ub85c \ub0ae\uc740 \uc815\ud655\ub3c4\ub97c \ubcf4\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcf5\uc7a1\ud55c \ud604\uc7a5:<\/strong> \ub9ce\uc740 \uac1d\uccb4\uac00 \uacb9\uccd0 \uc788\ub294 \ubcf5\uc7a1\ud55c \uc7a5\uba74\uc5d0\uc11c\ub294 \uc131\ub2a5 \uc800\ud558\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. YOLO \uc0ac\uc6a9\ud558\uae30<\/h2>\n<p>YOLO\ub97c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uac70\ub098, \ub370\uc774\ud130\uc14b\uc744 \ud559\uc2b5\ud558\uc5ec \uc9c1\uc811 \ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 YOLOv5\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4 \ud0d0\uc9c0\ud558\ub294 \uae30\ubcf8\uc801\uc778 \uc608\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<h3>3.1 \uc124\uce58<\/h3>\n<p>\uba3c\uc800 YOLOv5\ub97c \uc124\uce58\ud558\uae30 \uc704\ud574\uc11c\ub294 GitHub\uc5d0\uc11c \uc18c\uc2a4\ub97c \ud074\ub860\ud558\uace0 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<pre><code>git clone https:\/\/github.com\/ultralytics\/yolov5\ncd yolov5\npip install -r requirements.txt\n<\/code><\/pre>\n<h3>3.2 \uc774\ubbf8\uc9c0\ub85c \uac1d\uccb4 \ud0d0\uc9c0\ud558\uae30<\/h3>\n<p>\uc544\ub798 \ucf54\ub4dc\ub294 YOLOv5\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 Python \uc608\uc81c\uc785\ub2c8\ub2e4. \uc774\ubbf8\uc9c0 \uacbd\ub85c\ub97c \uc9c0\uc815\ud558\uace0, YOLOv5 \ubaa8\ub378\uc744 \ub85c\ub4dc\ud55c \ud6c4 \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4:<\/p>\n<pre><code>import torch\nfrom matplotlib import pyplot as plt\nimport cv2\n\n# YOLOv5 \ubaa8\ub378 \ub85c\ub4dc\nmodel = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\n\n# \uc774\ubbf8\uc9c0 \uacbd\ub85c \uc9c0\uc815\nimg_path = 'path\/to\/your\/image.jpg'\n\n# \uc774\ubbf8\uc9c0 \uc77d\uae30\nimg = cv2.imread(img_path)\nimg = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n\n# \uac1d\uccb4 \ud0d0\uc9c0\nresults = model(img)\n\n# \uacb0\uacfc \ucd9c\ub825\nresults.show()\n<\/code><\/pre>\n<p>\uc774 \ucf54\ub4dc\ub97c \uc2e4\ud589\ud558\uba74 \ud0d0\uc9c0\ub41c \uac1d\uccb4\uc640 \uadf8\uc5d0 \ub300\ud55c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uac00 \ud3ec\ud568\ub41c \uc774\ubbf8\uc9c0\uac00 \ud45c\uc2dc\ub429\ub2c8\ub2e4. \uc774\ucc98\ub7fc YOLO\ub294 \uac04\ud3b8\ud558\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \uacb0\ub860<\/h2>\n<p>YOLO\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ud601\uc2e0\uc801\uc774\uace0 \ud6a8\uacfc\uc801\uc778 \uae30\ubc95 \uc911 \ud558\ub098\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ube60\ub978 \uc18d\ub3c4\uc640 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\uc758 \ub2e4\uc591\ud55c \ubc84\uc804\uacfc \ubc1c\uc804 \uacfc\uc815\uc744 \uc0b4\ud3b4\ubcf4\uba74, \uc55e\uc73c\ub85c\ub3c4 YOLO \uae30\ubc18\uc758 \uc0c8\ub85c\uc6b4 \ubaa8\ub378\ub4e4\uc774 \uacc4\uc18d\ud574\uc11c \uac1c\ubc1c\ub418\uace0, \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, \uadf8\ub9ac\uace0 \ubaa8\ub378\uc758 \uc791\ub3d9 \uc6d0\ub9ac\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. YOLO\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ud504\ub85c\uc81d\ud2b8\uc5d0\uc11c\uc758 \uc131\uacf5 \uc0ac\ub840\uc640 \ud568\uaed8 \uba38\uc2e0 \ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \ub354\uc6b1 \ubc1c\uc804\ub41c \uae30\ub2a5\ub4e4\uc774 \uad6c\ud604\ub420 \uac83\uc73c\ub85c \ubcf4\uc785\ub2c8\ub2e4. \uc989, YOLO\ub294 \ub2e8\uc21c\ud788 \uac1d\uccb4 \ud0d0\uc9c0 \ubaa8\ub378\uc5d0 \uadf8\uce58\uc9c0 \uc54a\uace0, \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ub2e4\uc591\ud55c \uba74\uc744 \ud0d0\uad6c\ud560 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\ub294 \uc6b0\uc218\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud558\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \ubc29\ubc95\ub860\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \ubaa8\ub4e0 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc5ec\ub7ec \ub2e8\uacc4\ub85c \ub098\ub204\uc5b4 \uc9c4\ud589\ud558\uc9c0\ub9cc, YOLO\ub294 \ud55c \ubc88\uc758 \uc2e0\uacbd\ub9dd \uc6b4\uc6a9\uc73c\ub85c \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c YOLO\ub294 \ub192\uc740 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \uc790\ub791\ud558\uba70, \ud2b9\ud788 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. 1. YOLO\uc758 \uc5ed\uc0ac YOLO\ub294 2016\ub144 Joseph Redmon\uc5d0 \uc758\ud574 \ucc98\uc74c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/38891\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694  \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85&#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":[189],"tags":[],"class_list":["post-38891","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/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:\/\/atmokpo.com\/w\/38891\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud558\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \ubc29\ubc95\ub860\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \ubaa8\ub4e0 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\ub294 \ub370 \uc5ec\ub7ec \ub2e8\uacc4\ub85c \ub098\ub204\uc5b4 \uc9c4\ud589\ud558\uc9c0\ub9cc, YOLO\ub294 \ud55c \ubc88\uc758 \uc2e0\uacbd\ub9dd \uc6b4\uc6a9\uc73c\ub85c \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ub3d9\uc2dc\uc5d0 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c YOLO\ub294 \ub192\uc740 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \uc790\ub791\ud558\uba70, \ud2b9\ud788 \uc2e4\uc2dc\uac04 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. 1. YOLO\uc758 \uc5ed\uc0ac YOLO\ub294 2016\ub144 Joseph Redmon\uc5d0 \uc758\ud574 \ucc98\uc74c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. &hellip; \ub354 \ubcf4\uae30 &quot;YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38891\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:50+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:03+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/38891\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38891\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85\",\"datePublished\":\"2024-11-02T01:39:50+00:00\",\"dateModified\":\"2024-11-26T06:43:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38891\/\"},\"wordCount\":74,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38891\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38891\/\",\"name\":\"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378 \uac1c\uc694 \ubb34\uc5c7\uc778\uc9c0, \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0 \uc124\uba85 - 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C++, Python, Java \ub4f1 \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\ub85c Python\uacfc \ud568\uaed8 OpenCV\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc744 \ube44\uad50\ud558\uace0 \ud29c\ub2dd\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":"&quot;OpenCV&quot;\uc5d0\uc11c","block_context":{"text":"OpenCV","link":"https:\/\/atmokpo.com\/w\/category\/opencv\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29173,"url":"https:\/\/atmokpo.com\/w\/29173\/","url_meta":{"origin":38891,"position":4},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc54c\uace0\ub9ac\ub4ec \ud2b8\ub808\uc774\ub529\uc758 \uc9c4\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\ucd5c\uadfc \uba87 \ub144\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0c8\ub85c\uc6b4 \ud45c\uc900\uc73c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529&quot;\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":43471,"url":"https:\/\/atmokpo.com\/w\/43471\/","url_meta":{"origin":38891,"position":5},"title":"[Dart \uc5b8\uc5b4\uac15\uc88c]  001. 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