\uc0c1\ub300\uc801\uc73c\ub85c \ub0ae\uc740 \uc815\ubc00\ub3c4<\/b>: YOLO\ub294 \ube60\ub978 \uc18d\ub3c4\ub97c \uc790\ub791\ud558\uc9c0\ub9cc, \uadf8\ub85c \uc778\ud574 \uc815\ud655\ub3c4 \uba74\uc5d0\uc11c\ub294 \ub2e4\ub978 \ucd5c\uc2e0 \ubaa8\ub378\ub4e4\uc5d0 \ube44\ud574 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n5. YOLO\uc758 \uc608\uc81c \ucf54\ub4dc (Python)<\/h2>\n
\uc544\ub798\ub294 Python\uacfc OpenCV\ub97c \uc0ac\uc6a9\ud558\uc5ec YOLO \ubaa8\ub378\uc744 \uac04\ub2e8\ud558\uac8c \uad6c\ud604\ud558\ub294 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 \uc0ac\uc804 \ud559\uc2b5\ub41c YOLOv3 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/p>\n
import cv2\nimport numpy as np\n\n# YOLO \uc124\uc815 \ud30c\uc77c \ubc0f \uac00\uc911\uce58 \ud30c\uc77c \uacbd\ub85c\nconfig_path = 'yolov3.cfg'\nweights_path = 'yolov3.weights'\ncoco_names_path = 'coco.names'\n\n# \ud074\ub798\uc2a4 \uc774\ub984 \ub85c\ub4dc\nwith open(coco_names_path, 'r') as f:\n classes = [line.strip() for line in f.readlines()]\n\n# \ub124\ud2b8\uc6cc\ud06c \ub85c\ub4dc\nnet = cv2.dnn.readNet(weights_path, config_path)\n\n# \uc774\ubbf8\uc9c0 \ub85c\ub4dc\nimage = cv2.imread('input.jpg')\nheight, width = image.shape[:2]\n\n# \uc774\ubbf8\uc9c0 \uc804\ucc98\ub9ac\nblob = cv2.dnn.blobFromImage(image, 0.00392, (416, 416), (0, 0, 0), True, crop=False)\nnet.setInput(blob)\n\n# \ub124\ud2b8\uc6cc\ud06c\uc758 \ucd9c\ub825 \ub808\uc774\uc5b4 \uc774\ub984 \uac00\uc838\uc624\uae30\nlayer_names = net.getLayerNames()\noutput_layers = [layer_names[i[0] - 1] for i in net.getUnconnectedOutLayers()]\n\n# \uac1d\uccb4 \ud0d0\uc9c0\nouts = net.forward(output_layers)\n\n# \ud0d0\uc9c0\ub41c \uac1d\uccb4 \ucc98\ub9ac\nclass_ids, confidences, boxes = [], [], []\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: # \uc2e0\ub8b0\ub3c4 \uae30\uc900\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 # \uacbd\uacc4 \uc0c1\uc790 \uacc4\uc0b0\n x = int(center_x - w \/ 2)\n y = int(center_y - h \/ 2)\n boxes.append([x, y, w, h])\n confidences.append(float(confidence))\n class_ids.append(class_id)\n\n# \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS)\nindices = cv2.dnn.NMSBoxes(boxes, confidences, 0.5, 0.4)\n\n# \uacb0\uacfc \ud45c\uc2dc\nfor i in indices:\n i = i[0]\n box = boxes[i]\n x, y, w, h = box\n label = str(classes[class_ids[i]])\n confidence = confidences[i]\n cv2.rectangle(image, (x, y), (x + w, y + h), (0, 255, 0), 2)\n cv2.putText(image, f'{label} {confidence:.2f}', (x, y + 30), cv2.FONT_HERSHEY_SIMPLEX, 1, (0, 255, 0), 2)\n\n# \uacb0\uacfc \uc774\ubbf8\uc9c0 \uc800\uc7a5\ncv2.imwrite('output.jpg', image)\n<\/code><\/pre>\n\uacb0\ub860<\/h2>\n
YOLO\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uc2dc\ud558\uba70 \ube60\ub978 \uc18d\ub3c4\uc640 \ud6a8\uc728\uc131\uc744 \uc81c\uacf5\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc791\uc740 \uac1d\uccb4\uc758 \ud0d0\uc9c0\ub098 \uacbd\uacc4 \uc0c1\uc790 \uc608\uce21\uc758 \uc815\ud655\uc131 \ub4f1\uc758 \ud55c\uacc4\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uadf8\ub7fc\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 YOLO\ub294 \ub9ce\uc740 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uacc4\uc18d\ud574\uc11c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1d\uccb4 \ud0d0\uc9c0\uc758 \uac00\ub2a5\uc131\uc774 \ub354\uc6b1 \ud655\uc7a5\ub418\uace0 \uc788\ub294 \ub9cc\ud07c, \uc55e\uc73c\ub85c\uc758 \ubc1c\uc804\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. YOLO\uc758 \uac1c\ub150 YOLO(You Only Look Once)\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, 2016\ub144 Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi\uc5d0 \uc758\ud574 \ucc98\uc74c \ubc1c\ud45c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \uac1c\ub150\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ub2e8 \ud55c \ubc88\uc5d0 \ubc14\ub77c\ubcf4\uba74\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ud0d0\uc9c0 \uae30\ubc95\ub4e4\uc774 \uc774\ubbf8\uc9c0 \ub0b4 \uc601\uc5ed\ubcc4\ub85c \ubc18\ubcf5\uc801\uc73c\ub85c \ud0d0\uc0c9\ud558\ub294 \uac83\uacfc \ub2ec\ub9ac, YOLO\ub294 \uc774\ubbf8\uc9c0\uc758 \uadf8\ub9ac\ub4dc \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 … \ub354 \ubcf4\uae30 “YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4”<\/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-38893","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4 - \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\/38893\/\" \/>\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\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. YOLO\uc758 \uac1c\ub150 YOLO(You Only Look Once)\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, 2016\ub144 Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi\uc5d0 \uc758\ud574 \ucc98\uc74c \ubc1c\ud45c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. YOLO\uc758 \uc8fc\uc694 \uac1c\ub150\uc740 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ub2e8 \ud55c \ubc88\uc5d0 \ubc14\ub77c\ubcf4\uba74\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ud0d0\uc9c0 \uae30\ubc95\ub4e4\uc774 \uc774\ubbf8\uc9c0 \ub0b4 \uc601\uc5ed\ubcc4\ub85c \ubc18\ubcf5\uc801\uc73c\ub85c \ud0d0\uc0c9\ud558\ub294 \uac83\uacfc \ub2ec\ub9ac, YOLO\ub294 \uc774\ubbf8\uc9c0\uc758 \uadf8\ub9ac\ub4dc \uc2dc\uc2a4\ud15c\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub4e0 \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 … \ub354 \ubcf4\uae30 "YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38893\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:51+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\/38893\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38893\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4\",\"datePublished\":\"2024-11-02T01:39:51+00:00\",\"dateModified\":\"2024-11-26T06:43:03+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38893\/\"},\"wordCount\":63,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38893\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38893\/\",\"name\":\"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4 - 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\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/38893\/","og_locale":"ko_KR","og_type":"article","og_title":"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \ud2b9\uc9d5\uacfc \ud55c\uacc4 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"1. YOLO\uc758 \uac1c\ub150 YOLO(You Only Look Once)\ub294 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, 2016\ub144 Joseph Redmon, Santosh Divvala, Ross Girshick, Ali Farhadi\uc5d0 \uc758\ud574 \ucc98\uc74c \ubc1c\ud45c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. 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