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\uc548\ub155\ud558\uc138\uc694! \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2e4\uc81c \uac1d\uccb4 \ud0d0\uc9c0 \uae30\uc220\uc774 \uc5b4\ub5bb\uac8c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0\ub97c \uc911\uc2ec\uc73c\ub85c \uc5ec\ub7ec \uac1c\ub150\uc744 \uc124\uba85\ud558\uace0, \uc2e4\uc6a9\uc801\uc778 \uc608\uc81c\ub97c \ud1b5\ud574 \uc9c0\uc2dd\uc744 \ud655\uc7a5\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\uc758\ub41c \uaddc\uce59 \uc138\ud2b8\uc5d0 \ub530\ub77c \uc790\uc0b0\uc744 \uac70\ub798\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ube60\ub978 \uacb0\uc815 \ubc0f \uc2e4\ud589\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubc0f \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud574 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc74c\uc131 \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \ub370\uc774\ud130 \uc900\ube44<\/h2>\n

\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec\uc740 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc804\ucc98\ub9ac\ud558\ub294 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\ub370\uc774\ud130 \uc218\uc9d1: \uc8fc\uac00, \uac70\ub798\ub7c9, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc815\uc81c: \uacb0\uce21\uac12 \ubc0f \uc774\uc0c1\uce58\ub97c \ucc98\ub9ac\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n

\ud2b9\uc9d5 \uc120\ud0dd: \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ud544\uc694\ud55c \uc911\uc694\ud55c \ud2b9\uc9d5\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

2.1 \uac1d\uccb4 \ud0d0\uc9c0\uc758 \uc5ed\ud560<\/h3>\n
\uac1d\uccb4 \ud0d0\uc9c0\ub294 \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624 \ub0b4\uc5d0\uc11c \ud2b9\uc815 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \uc778\uc2dd\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \ud1b5\ud574 \ud328\ud134\uc774\ub098 \ud2b8\ub80c\ub4dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\uc5ec \ubcf4\ub2e4 \ube60\ub978 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ucd95<\/h2>\n

\ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ud65c\uc6a9\ud560 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4:<\/p>\n

\ubaa8\ub378 \uc120\ud0dd: \ud68c\uadc0 \ubaa8\ub378, \uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM) \ub4f1<\/li>\n
\ud6c8\ub828: \uc120\ud0dd\ud55c \ubaa8\ub378\uc5d0 \ub300\ud574 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\ud3c9\uac00: \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n

\uc608\uce21: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

3.1 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud55c \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4. \uac1d\uccb4 \ud0d0\uc9c0 \uc54c\uace0\ub9ac\uc998<\/h2>\n

\uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc740 CNN(Convolutional Neural Network) \uae30\ubc18 \ubaa8\ub378\uc785\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub300\ud45c\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4:<\/p>\n

YOLO(You Only Look Once): \ube60\ub978 \uac1d\uccb4 \ud0d0\uc9c0\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n
SSD(Single Shot MultiBox Detector): \uc801\uc740 \uacc4\uc0b0\ub7c9\uc73c\ub85c\ub3c4 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.<\/li>\n

Faster R-CNN: \ub192\uc740 \uc815\ud655\uc131\uacfc \uc88b\uc740 \uc131\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n

4.1 YOLO\ub97c \uc774\uc6a9\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uc608\uc81c<\/h3>\n

\nimport cv2\nimport numpy as np\n\n# YOLO \ubaa8\ub378 \ub85c\ub4dc\nnet = cv2.dnn.readNet('yolo.weights', 'yolo.cfg')\nlayer_names = net.getLayerNames()\noutput_layers = [layer_names[i - 1] for i in net.getUnconnectedOutLayers()]\n\n# \uc774\ubbf8\uc9c0 \ub85c\ub4dc\nimg = cv2.imread('image.jpg')\nheight, width, channels = img.shape\n\n# \uc774\ubbf8\uc9c0 \uc804\ucc98\ub9ac\nblob = cv2.dnn.blobFromImage(img, 0.00392, (416, 416), (0, 0, 0), True, crop=False)\nnet.setInput(blob)\nouts = net.forward(output_layers)\n\n# \uacb0\uacfc \ucc98\ub9ac\nfor out in outs:\n    for detection in out:\n        scores = detection[5:]\n        class_id = np.argmax(scores)\n        confidence = scores[class_id]\n        if confidence > 0.5:\n            # \uac1d\uccb4 \ud0d0\uc9c0 \uc815\ubcf4 \uc0dd\uc131\n            center_x = int(detection[0] * width)\n            center_y = int(detection[1] * height)\n            w = int(detection[2] * width)\n            h = int(detection[3] * height)\n\n            # \uc0ac\uac01\ud615 \uadf8\ub9ac\uae30\n            x = int(center_x - w \/ 2)\n            y = int(center_y - h \/ 2)\n            cv2.rectangle(img, (x, y), (x + w, y + h), (255, 0, 0), 2)\n\ncv2.imshow('Image', img)\ncv2.waitKey(0)\ncv2.destroyAllWindows()\n    <\/code><\/pre>\n5. \uc2e4\uc81c \uac1d\uccb4 \ud0d0\uc9c0\ub97c \ud1b5\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac15\ud654<\/h2>\n\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uac1d\uccb4 \ud0d0\uc9c0\ub294 \ud070 \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac\ub97c \ubd84\uc11d\ud558\uc5ec \ud2b9\uc815 \ud0a4\uc6cc\ub4dc\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac10\uc9c0\ud558\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b8\ub808\uc774\ub529 \uc2e0\ud638\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uc608\uc81c: \ub274\uc2a4 \ub370\uc774\ud130\uc758 \uac10\uc815 \ubd84\uc11d<\/h3>\n\ub274\uc2a4 \ub370\uc774\ud130\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub274\uc2a4 \uae30\uc0ac\ub97c \uc804\ucc98\ub9ac\ud558\uace0, \uae0d\uc815\uc801, \uc911\ub9bd\uc801, \ubd80\uc815\uc801 \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc774\uace0, \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \ub370 \ub9ce\uc740 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uac1d\uccb4 \ud0d0\uc9c0 \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \ubd84\uc11d\ud558\uace0, \uc608\uce21 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \uc2e4\uc81c \ud22c\uc790\uc5d0 \uc801\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ucda9\ubd84\ud55c \ud14c\uc2a4\ud2b8\uc640 \uac80\uc99d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\uc774\ubc88 \uac15\uc88c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc640 \uac1d\uccb4 \ud0d0\uc9c0 \uc751\uc6a9\uc5d0 \ub300\ud574 \ucda9\ubd84\ud788 \uc774\ud574\ud558\uc168\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ub2e4\uc591\ud55c \uae30\uc220\uacfc \ubc29\ubc95\ub860\uc5d0 \ub300\ud574 \ub354 \uc54c\uc544\uac00 \ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
\ucc38\uace0 \uc790\ub8cc<\/h2>\n\nTensorFlow \uacf5\uc2dd\ubb38\uc11c<\/a><\/li>\n
PyTorch \uacf5\uc2dd\ubb38\uc11c<\/a><\/li>\n
Kaggle \ub370\uc774\ud130\uc14b<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc548\ub155\ud558\uc138\uc694! \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2e4\uc81c \uac1d\uccb4 \ud0d0\uc9c0 \uae30\uc220\uc774 \uc5b4\ub5bb\uac8c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0\ub97c \uc911\uc2ec\uc73c\ub85c \uc5ec\ub7ec \uac1c\ub150\uc744 \uc124\uba85\ud558\uace0, \uc2e4\uc6a9\uc801\uc778 \uc608\uc81c\ub97c \ud1b5\ud574 \uc9c0\uc2dd\uc744 \ud655\uc7a5\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\uc758\ub41c \uaddc\uce59 \uc138\ud2b8\uc5d0 \ub530\ub77c \uc790\uc0b0\uc744 \uac70\ub798\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ube60\ub978 \uacb0\uc815 \ubc0f \uc2e4\ud589\uc744 \uac00\ub2a5\ud558\uac8c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2e4\uc81c \uac1d\uccb4 \ud0d0\uc9c0”<\/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":[29],"tags":[],"class_list":["post-29155","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2e4\uc81c \uac1d\uccb4 \ud0d0\uc9c0 - 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