\uc18c\ud504\ud2b8\uc6e8\uc5b4:<\/strong> YOLO \ubaa8\ub378\uc744 \uc2e4\ud589\ud558\uace0 \ub4dc\ub860\uc758 \ube44\ud589 \uc81c\uc5b4 \uc2dc\uc2a4\ud15c\uacfc \ud1b5\uc2e0\ud560 \uc218 \uc788\ub294 \uc18c\ud504\ud2b8\uc6e8\uc5b4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n3. YOLO\ub97c \ud65c\uc6a9\ud55c \ub4dc\ub860 \uac1d\uccb4 \ucd94\uc801 \uc608\uc81c<\/h2>\n
\ub2e4\uc74c\uc740 Python\uacfc OpenCV\ub97c \uc774\uc6a9\ud558\uc5ec YOLO \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ub4dc\ub860 \uac1d\uccb4 \ucd94\uc801\uc758 \uc608\uc2dc \ucf54\ub4dc\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 \ube44\ub514\uc624 \ub610\ub294 \uce74\uba54\ub77c \uc2a4\ud2b8\ub9bc\uc5d0\uc11c \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n
\n\nimport cv2\nimport numpy as np\n\n# YOLO \ubaa8\ub378 \ub85c\ub4dc\nnet = cv2.dnn.readNet(\"yolov3.weights\", \"yolov3.cfg\")\nlayer_names = net.getLayerNames()\noutput_layers = [layer_names[i[0] - 1] for i in net.getUnconnectedOutLayers()]\n\n# \ud074\ub798\uc2a4 \ubaa9\ub85d \ub85c\ub4dc\nwith open(\"coco.names\", \"r\") as f:\n classes = [line.strip() for line in f.readlines()]\n\n# \ub4dc\ub860\uc758 \uce74\uba54\ub77c \uc2a4\ud2b8\ub9bc\ud300 \uc5f0\uacb0\ncap = cv2.VideoCapture(0) # 0\uc740 \uae30\ubcf8 \uce74\uba54\ub77c\n\nwhile True:\n # \ube44\ub514\uc624 \ud504\ub808\uc784 \ucea1\ucc98\n ret, frame = cap.read()\n height, width, channels = frame.shape\n\n # \uc774\ubbf8\uc9c0 \uc804\ucc98\ub9ac\n blob = cv2.dnn.blobFromImage(frame, 0.00392, (416, 416), (0, 0, 0), True, crop=False)\n net.setInput(blob)\n outs = net.forward(output_layers)\n\n # \ubc14\uc6b4\ub529 \ubc15\uc2a4, \uc2e0\ub8b0\ub3c4, \ud074\ub798\uc2a4 ID \uc800\uc7a5\n boxes = []\n confidences = []\n class_ids = []\n\n for 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\uac00 \ub192\uc744 \uacbd\uc6b0\n # \uac1d\uccb4\uc758 \uc704\uce58 \ubc0f \ud06c\uae30\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 # \ubc14\uc6b4\ub529 \ubc15\uc2a4 \uc88c\uc0c1\ub2e8 \uc88c\ud45c\n x = int(center_x - w \/ 2)\n y = int(center_y - h \/ 2)\n\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 \uc801\uc6a9\n indexes = cv2.dnn.NMSBoxes(boxes, confidences, 0.5, 0.4)\n\n # \ud0d0\uc9c0\ub41c \uac1d\uccb4 \uadf8\ub9ac\uae30\n for i in range(len(boxes)):\n if i in indexes:\n x, y, w, h = boxes[i]\n label = str(classes[class_ids[i]])\n color = (0, 255, 0) # \ucd08\ub85d\uc0c9\n cv2.rectangle(frame, (x, y), (x + w, y + h), color, 2)\n cv2.putText(frame, label, (x, y + 30), cv2.FONT_HERSHEY_PLAIN, 3, color, 3)\n\n # \uacb0\uacfc \ucd9c\ub825\n cv2.imshow(\"Image\", frame)\n\n # 'q' \ud0a4\ub97c \ub20c\ub7ec \uc885\ub8cc\n if cv2.waitKey(1) & 0xFF == ord('q'):\n break\n\ncap.release()\ncv2.destroyAllWindows()\n<\/code>\n<\/pre>\n3.1 \ucf54\ub4dc \uc124\uba85<\/h3>\n
\uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 YOLOv3 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ub4dc\ub860\uc758 \uce74\uba54\ub77c\ub85c\ubd80\ud130 \uc785\ub825\ub41c \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uac01 \ud504\ub808\uc784\uc5d0 \ub300\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4:<\/p>\n
\n- YOLO \ubaa8\ub378\uc744 \ub85c\ub4dc\ud558\uace0 \ubbf8\ub9ac \uc815\uc758\ub41c \ud074\ub798\uc2a4 \ubaa9\ub85d\uc744 \ubd88\ub7ec\uc635\ub2c8\ub2e4.<\/li>\n
- \ub4dc\ub860\uc758 \uce74\uba54\ub77c \uc2a4\ud2b8\ub9bc\uc744 \uc5f4\uace0 \ud504\ub808\uc784\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \ucea1\ucc98\ud569\ub2c8\ub2e4.<\/li>\n
- \uac01 \ud504\ub808\uc784\uc744 YOLO \ubaa8\ub378\uc5d0 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uae30 \uc704\ud574 \uc804\ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
- \ubaa8\ub378\uc758 \ucd9c\ub825\uc744 \ud1b5\ud574 \ud0d0\uc9c0\ub41c \uac1d\uccb4\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4, \uc2e0\ub8b0\ub3c4 \ubc0f \ud074\ub798\uc2a4 ID\ub97c \uac00\uc838\uc635\ub2c8\ub2e4.<\/li>\n
- \ube44\ucd5c\ub300 \uc5b5\uc81c(NMS)\ub97c \uc801\uc6a9\ud558\uc5ec \uc911\ubcf5\ub41c \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc81c\uac70\ud558\uace0 \ucd5c\uc885 \ud0d0\uc9c0 \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
3.2 \ucd5c\uc801\ud654 \ubc29\ubc95<\/h3>\n
\ub4dc\ub860\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\uc744 \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0a4\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ucd5c\uc801\ud654 \ubc29\ubc95\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n- \ubaa8\ub378 \uac00\ubcbc\uc6c0:<\/strong> YOLO\uc758 \uacbd\ub7c9 \ubc84\uc804\uc778 YOLO-Tiny\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac70\ub9ac \uc81c\uc57d\uc774\ub098 \uc791\uc740 \uc601\uc5ed\uc5d0\uc11c\uc758 \uac1d\uccb4 \ud0d0\uc9c0\uac00 \ud544\uc694\ud560 \uacbd\uc6b0 \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
- GPU \uc0ac\uc6a9:<\/strong> GPU\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ub354\uc6b1 \ube60\ub974\uac8c \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
- \ube44\ub514\uc624 \ud574\uc0c1\ub3c4 \uc870\uc808:<\/strong> \uc785\ub825 \ube44\ub514\uc624\uc758 \ud574\uc0c1\ub3c4\ub97c \ub0ae\ucd94\uc5b4 \ucc98\ub9ac \uc18d\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uacb0\ub860<\/h2>\n
\uc624\ub298\ub0a0 \ub4dc\ub860\uacfc YOLO \ubaa8\ub378\uc758 \uacb0\ud569\uc740 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc740 \uac00\ub2a5\uc131\uc744 \uc81c\uc2dc\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. YOLO\uc758 \ub192\uc740 \uc18d\ub3c4\uc640 \uc815\ud655\uc131 \ub355\ubd84\uc5d0 \ub4dc\ub860\uc758 \ube44\ud589 \uc81c\uc5b4 \uc2dc\uc2a4\ud15c\uacfc \uacb0\ud569\ud558\uc5ec \ud6a8\uacfc\uc801\uc73c\ub85c \uac1d\uccb4\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 YOLO\uc640 \ub4dc\ub860 \uae30\uc220\uc758 \ubc1c\uc804\uc774 \uc9c0\uc18d\ub418\uc5b4 \ub354 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n
\uc774 \uac15\uc88c\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uacfc \uc5b4\ub5bb\uac8c \ub4dc\ub860\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uae30\ucd08\uc801\uc778 \uc774\ud574\ub97c \ub3d5\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uc2e4\uc2b5\uc744 \ud1b5\ud574 \ub354 \ub9ce\uc740 \uc9c0\uc2dd\uc744 \uc2b5\ub4dd\ud558\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
YOLO(You Only Look Once) \ubaa8\ub378\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uba85\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. YOLO\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\uc131 \ubaa8\ub450\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uad00\ud55c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774 \ubaa8\ub378\uc774 \ub4dc\ub860\uc5d0\uc11c\uc758 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO … \ub354 \ubcf4\uae30 “YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801”<\/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-38877","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \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\/38877\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once) \ubaa8\ub378\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uba85\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. YOLO\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\uc131 \ubaa8\ub450\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uad00\ud55c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774 \ubaa8\ub378\uc774 \ub4dc\ub860\uc5d0\uc11c\uc758 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO … \ub354 \ubcf4\uae30 "YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38877\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:44+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:06+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\/38877\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38877\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\",\"datePublished\":\"2024-11-02T01:39:44+00:00\",\"dateModified\":\"2024-11-26T06:43:06+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38877\/\"},\"wordCount\":51,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38877\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38877\/\",\"name\":\"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-11-02T01:39:44+00:00\",\"dateModified\":\"2024-11-26T06:43:06+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38877\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/38877\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/38877\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \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\/38877\/","og_locale":"ko_KR","og_type":"article","og_title":"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"YOLO(You Only Look Once) \ubaa8\ub378\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc720\uba85\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. YOLO\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\uc131 \ubaa8\ub450\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uad00\ud55c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc774 \ubaa8\ub378\uc774 \ub4dc\ub860\uc5d0\uc11c\uc758 \uac1d\uccb4 \ucd94\uc801\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO … \ub354 \ubcf4\uae30 \"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801\"","og_url":"https:\/\/atmokpo.com\/w\/38877\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-11-02T01:39:44+00:00","article_modified_time":"2024-11-26T06:43:06+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/38877\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/38877\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801","datePublished":"2024-11-02T01:39:44+00:00","dateModified":"2024-11-26T06:43:06+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/38877\/"},"wordCount":51,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["YOLO"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/38877\/","url":"https:\/\/atmokpo.com\/w\/38877\/","name":"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-11-02T01:39:44+00:00","dateModified":"2024-11-26T06:43:06+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/38877\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/38877\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/38877\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9, \ub4dc\ub860\uacfc \uac19\uc740 \uc774\ub3d9\uccb4\uc5d0\uc11c\uc758 \uc2e4\uc2dc\uac04 \uac1d\uccb4 \ucd94\uc801"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38877","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=38877"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38877\/revisions"}],"predecessor-version":[{"id":38878,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38877\/revisions\/38878"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=38877"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=38877"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=38877"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}