\uacb0\ub860<\/a><\/li>\n<\/ol>\n1. OpenCV \uc124\uce58<\/h2>\n
OpenCV\ub97c \uc0ac\uc6a9\ud558\ub824\uba74 \uba3c\uc800 \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. Python\uc758 \uacbd\uc6b0, pip\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud788 \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ucee4\ub9e8\ub4dc \ub77c\uc778\uc5d0\uc11c \ub2e4\uc74c \uba85\ub839\uc5b4\ub97c \uc785\ub825\ud558\uc138\uc694:<\/p>\n
pip install opencv-python<\/code><\/pre>\n\uadf8 \ud6c4, \ube44\ub514\uc624 \ucea1\ucc98\ub97c \uc704\ud55c \ucd94\uac00 \ud328\ud0a4\uc9c0\ub3c4 \uc124\uce58\ud574\uc57c \ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. OpenCV\uc758 \ucd94\uac00 \uae30\ub2a5\uc778 opencv-python-headless<\/code>\ub97c \uc124\uce58\ud558\uba74 GUI \uae30\ub2a5\uc774 \ud3ec\ud568\ub418\uc9c0 \uc54a\uc740 OpenCV \ubc84\uc804\uc744 \uc124\uce58\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774 \ubc84\uc804\uc740 \uc11c\ubc84\uc640 \uac19\uc740 \ud658\uacbd\uc5d0\uc11c GUI\uac00 \ud544\uc694 \uc5c6\uc744 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\npip install opencv-python-headless<\/code><\/pre>\n2. OpenCV \uae30\ubcf8 \uac1c\ub150<\/h2>\n
OpenCV\uc5d0\uc11c\ub294 \uc774\ubbf8\uc9c0\ub97c \ubc30\uc5f4 \ud615\ud0dc\ub85c \ucc98\ub9ac\ud558\uba70, \uc774 \ubc30\uc5f4\uc740 \ud53d\uc140 \uac12\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc911\uc694\ud55c \uc6a9\uc5b4 \uba87 \uac00\uc9c0\ub97c \uc815\ub9ac\ud569\ub2c8\ub2e4:<\/p>\n
\n- \uc774\ubbf8\uc9c0 (Image):<\/strong> 2D \ubc30\uc5f4\ub85c \uad6c\uc131\ub41c \ub370\uc774\ud130\ub85c, \uac01 \ud53d\uc140\uc740 \uc0c9\uc0c1 \uac12\uc744 \uac00\uc9d1\ub2c8\ub2e4.<\/li>\n
- \ube44\ub514\uc624 (Video):<\/strong> \uc5f0\uc18d\uc801\uc778 \uc774\ubbf8\uc9c0 \ud504\ub808\uc784 \ud750\ub984\uc73c\ub85c, \uc2dc\uac04\uc5d0 \ub530\ub978 \ubcc0\ud654\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n
- \ucea1\ucc98 (Capture):<\/strong> \uce74\uba54\ub77c \ub610\ub294 \ube44\ub514\uc624 \ud30c\uc77c\uc5d0\uc11c \uc774\ubbf8\uc9c0\ub97c \uc77d\uc5b4\uc624\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \ube44\ub514\uc624 \ucea1\ucc98 \uc124\uc815<\/h2>\n
\ube44\ub514\uc624 \ucea1\ucc98\ub97c \uc2dc\uc791\ud558\ub824\uba74 OpenCV\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 VideoCapture<\/code> \ud074\ub798\uc2a4\ub97c \uc0ac\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ud074\ub798\uc2a4\ub97c \ud1b5\ud574 \uce74\uba54\ub77c\uc5d0\uc11c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc2e0\ud638\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n3.1. \uce74\uba54\ub77c \uc7a5\uce58 \uc5f4\uae30<\/h3>\n
\uce74\uba54\ub77c \uc7a5\uce58 \ubc88\ud638\ub97c \ud1b5\ud574 VideoCapture<\/code> \uac1d\uccb4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud1b5\ud569 \uc6f9\ucea0\uc740 0\ubc88 \uc7a5\uce58\ub85c \uc124\uc815\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub294 \uce74\uba54\ub77c\ub97c \uc5f4\uace0 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc744 \uc0dd\uc131\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\nimport cv2\n\n# \uce74\uba54\ub77c \uc5f4\uae30\ncap = cv2.VideoCapture(0)\n\n# \uce74\uba54\ub77c\uac00 \uc5f4\ub838\ub294\uc9c0 \ud655\uc778\nif not cap.isOpened():\n print(\"\uce74\uba54\ub77c\ub97c \uc5f4 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.\")\n<\/code><\/pre>\n3.2. \ube44\ub514\uc624 \ud504\ub808\uc784 \uc77d\uae30<\/h3>\n
\uce74\uba54\ub77c\uac00 \uc5f4\ub9ac\uba74, read()<\/code> \uba54\uc11c\ub4dc\ub97c \ud1b5\ud574 \ube44\ub514\uc624 \ud504\ub808\uc784\uc744 \uc77d\uc5b4\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uba54\uc11c\ub4dc\ub294 \ub450 \uac1c\uc758 \uac12\uc744 \ubc18\ud658\ud558\ub294\ub370, \uccab \ubc88\uc9f8\ub294 \uc131\uacf5 \uc5ec\ubd80, \ub450 \ubc88\uc9f8\ub294 \uc77d\uc740 \ud504\ub808\uc784\uc774\ub2e4. \ub2e4\uc74c\uc740 \ube44\ub514\uc624 \ucea1\ucc98\ub97c \uc2e4\ud589\ud558\ub294 \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\nwhile True:\n # \ud504\ub808\uc784\uc744 \uc77d\uc74c\n ret, frame = cap.read()\n \n if not ret:\n print(\"\ud504\ub808\uc784\uc744 \uc77d\uc744 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.\")\n break\n \n # \ud504\ub808\uc784\uc744 \ud654\uba74\uc5d0 \ud45c\uc2dc\n cv2.imshow(\"Video Frame\", frame)\n \n # q \ud0a4\ub97c \ub20c\ub7ec \uc885\ub8cc\n if cv2.waitKey(1) & 0xFF == ord('q'):\n break\n\n# \ubaa8\ub4e0 \uc790\uc6d0 \ud574\uc81c\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n4. \ube44\ub514\uc624 \ucc98\ub9ac\ud558\uae30<\/h2>\n
\ube44\ub514\uc624 \ud504\ub808\uc784\uc744 \uc77d\uc5b4\uc628 \ud6c4, \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ucc98\ub9ac \uae30\ubc95\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uadf8\ub808\uc774\uc2a4\ucf00\uc77c \ubcc0\ud658, \uc5e3\uc9c0 \uac10\uc9c0 \ub610\ub294 \uac1d\uccb4 \uc778\uc2dd \uac19\uc740 \uac83\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1. \uadf8\ub808\uc774\uc2a4\ucf00\uc77c \ubcc0\ud658<\/h3>\n
\ube44\ub514\uc624\uc5d0\uc11c \uac01\uac01\uc758 \ud504\ub808\uc784\uc744 \uadf8\ub808\uc774\uc2a4\ucf00\uc77c\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\ub294 \uac04\ub2e8\ud55c \uc608\uc81c\ub97c \ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n
while True:\n ret, frame = cap.read()\n \n if not ret:\n break\n \n # \uadf8\ub808\uc774\uc2a4\ucf00\uc77c\ub85c \ubcc0\ud658\n gray_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n \n # \ubcc0\ud658\ub41c \ud504\ub808\uc784\uc744 \ud654\uba74\uc5d0 \ud45c\uc2dc\n cv2.imshow(\"Gray Frame\", gray_frame)\n \n if cv2.waitKey(1) & 0xFF == ord('q'):\n break\n\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n4.2. \uc5e3\uc9c0 \uac10\uc9c0<\/h3>\n
\uc5e3\uc9c0 \uac10\uc9c0 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc778 Canny \uc5e3\uc9c0 \uac10\uc9c0\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube44\ub514\uc624\uc758 \uc5e3\uc9c0\ub97c \uac15\uc870\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n
while True:\n ret, frame = cap.read()\n \n if not ret:\n break\n \n # Canny \uc5e3\uc9c0 \uac10\uc9c0 \uc801\uc6a9\n edges = cv2.Canny(frame, 100, 200)\n \n # \uc5e3\uc9c0 \uac10\uc9c0 \uacb0\uacfc \ud45c\uc2dc\n cv2.imshow(\"Edges\", edges)\n \n if cv2.waitKey(1) & 0xFF == ord('q'):\n break\n\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n5. \uace0\uae09 \uae30\uc220<\/h2>\n
OpenCV\ub294 \ub2e4\uc591\ud55c \uace0\uae09 \uae30\ub2a5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uac1d\uccb4 \uac10\uc9c0, \uc5bc\uad74 \uc778\uc2dd, \uadf8\ub9ac\uace0 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9ac\ubc0d \ubd84\uc11d \ub4f1\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 Haar Cascades\ub97c \uc0ac\uc6a9\ud55c \uc5bc\uad74 \uc778\uc2dd \uc608\uc81c\uc785\ub2c8\ub2e4:<\/p>\n
5.1. \uc5bc\uad74 \uc778\uc2dd \uc608\uc81c<\/h3>\n
Haar Cascade \ubd84\ub958\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc0ac\ub78c\uc758 \uc5bc\uad74\uc744 \uc778\uc2dd\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. \uba3c\uc800 \ubd84\ub958\uae30 \ud30c\uc77c\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud574\uc57c \ud569\ub2c8\ub2e4. OpenCV\ub294 \uae30\ubcf8\uc801\uc73c\ub85c \uc81c\uacf5\ud558\ub294 \ubd84\ub958\uae30 \ud30c\uc77c\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n
face_cascade = cv2.CascadeClassifier(cv2.data.haarcascades + 'haarcascade_frontalface_default.xml')\n\nwhile True:\n ret, frame = cap.read()\n \n if not ret:\n break\n \n # \uadf8\ub808\uc774\uc2a4\ucf00\uc77c\ub85c \ubcc0\ud658\n gray_frame = cv2.cvtColor(frame, cv2.COLOR_BGR2GRAY)\n\n # \uc5bc\uad74 \uc778\uc2dd\n faces = face_cascade.detectMultiScale(gray_frame, scaleFactor=1.1, minNeighbors=5, minSize=(30, 30))\n \n # \uc778\uc2dd\ub41c \uc5bc\uad74\uc5d0 \uc0ac\uac01\ud615 \uadf8\ub9ac\uae30\n for (x, y, w, h) in faces:\n cv2.rectangle(frame, (x, y), (x + w, y + h), (255, 0, 0), 2)\n \n cv2.imshow(\"Face Detection\", frame)\n \n if cv2.waitKey(1) & 0xFF == ord('q'):\n break\n\ncap.release()\ncv2.destroyAllWindows()\n<\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n
\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 OpenCV\ub97c \uc0ac\uc6a9\ud558\uc5ec \uce74\uba54\ub77c\ub85c\ubd80\ud130 \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825\uc744 \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ubc30\uc6b0\uc558\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud55c \ube44\ub514\uc624 \ucea1\ucc98 \uc124\uc815\ubd80\ud130 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ucc98\ub9ac \uae30\ubc95\uae4c\uc9c0 \ud6c4\uc18d \uc791\uc5c5\uc744 \ud1b5\ud574 \uc2e4\uc81c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. OpenCV\ub294 \uac15\ub825\ud55c \uae30\ub2a5\uc744 \uac16\ucd98 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc5ec\ub7ec\ubd84\uc774 \uc6d0\ud558\ub294 \ucef4\ud4e8\ud130 \ube44\uc804 \ud504\ub85c\uc81d\ud2b8\ub97c \uc2e4\ud604\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc990\uac81\uace0 \uc720\uc775\ud55c OpenCV \uac1c\ubc1c\uc744 \uae30\uc6d0\ud569\ub2c8\ub2e4!<\/p>\n
\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud504\ub808\uc784 \ub2e8\uc704\ub85c \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\uacfc \uac04\ub2e8\ud55c \uc774\ubbf8\uc9c0 \ubcc0\ud658, \uac1d\uccb4 \uac10\uc9c0 \uae30\ubc95\uae4c\uc9c0 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ucd94\uac00\ub85c \ub354 \uae4a\uc774 \uc788\ub294 \uc8fc\uc81c\ub4e4, \uc608\ub97c \ub4e4\uc5b4 \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ube44\ub514\uc624 \ubd84\uc11d \ubc29\ubc95, \uac1d\uccb4 \ucd94\uc801 \uae30\ubc95 \ub4f1\uc740 \ucd94\ud6c4 \uac15\uc88c\ub85c \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\ub4e4\uc774 OpenCV\uc758 \uc138\uacc4\ub97c \ud0d0\ud5d8\ud558\ub294 \ub370 \uc788\uc5b4 \uc774 \uac15\uc88c\uac00 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
OpenCV(\uc624\ud508\uc18c\uc2a4 \ucef4\ud4e8\ud130 \ube44\uc804 \ub77c\uc774\ube0c\ub7ec\ub9ac)\ub294 \ucef4\ud4e8\ud130 \ube44\uc804\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 OpenCV\ub97c \uc0ac\uc6a9\ud558\uc5ec \uce74\uba54\ub77c\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825\uc744 \ucc98\ub9ac\ud558\uace0, \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc744 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc744 \uc6b0\uc120\uc801\uc73c\ub85c \ub2e4\ub8e8\uba70, \ud0c0 \uc5b8\uc5b4\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc5b8\uae09\ub3c4 \ud3ec\ud568\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ubaa9\ucc28 OpenCV \uc124\uce58 OpenCV \uae30\ubcf8 \uac1c\ub150 \ube44\ub514\uc624 \ucea1\ucc98 \uc124\uc815 \ube44\ub514\uc624 \ucc98\ub9ac\ud558\uae30 \uace0\uae09 \uae30\uc220 \uacb0\ub860 1. OpenCV \uc124\uce58 OpenCV\ub97c \uc0ac\uc6a9\ud558\ub824\uba74 … \ub354 \ubcf4\uae30 “OpenCV \uac15\uc88c, \uce74\uba54\ub77c\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825 \ucc98\ub9ac”<\/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":[187],"tags":[],"class_list":["post-38746","post","type-post","status-publish","format-standard","hentry","category-opencv"],"yoast_head":"\nOpenCV \uac15\uc88c, \uce74\uba54\ub77c\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825 \ucc98\ub9ac - \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\/38746\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"OpenCV \uac15\uc88c, \uce74\uba54\ub77c\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825 \ucc98\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"OpenCV(\uc624\ud508\uc18c\uc2a4 \ucef4\ud4e8\ud130 \ube44\uc804 \ub77c\uc774\ube0c\ub7ec\ub9ac)\ub294 \ucef4\ud4e8\ud130 \ube44\uc804\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 OpenCV\ub97c \uc0ac\uc6a9\ud558\uc5ec \uce74\uba54\ub77c\ub97c \ud1b5\ud55c \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc785\ub825\uc744 \ucc98\ub9ac\ud558\uace0, \ube44\ub514\uc624 \uc2a4\ud2b8\ub9bc\uc744 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud30c\uc774\uc36c\uc744 \uc6b0\uc120\uc801\uc73c\ub85c \ub2e4\ub8e8\uba70, \ud0c0 \uc5b8\uc5b4\uc5d0 \ub300\ud55c \uac04\ub2e8\ud55c \uc5b8\uae09\ub3c4 \ud3ec\ud568\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ubaa9\ucc28 OpenCV \uc124\uce58 OpenCV \uae30\ubcf8 \uac1c\ub150 \ube44\ub514\uc624 \ucea1\ucc98 \uc124\uc815 \ube44\ub514\uc624 \ucc98\ub9ac\ud558\uae30 \uace0\uae09 \uae30\uc220 \uacb0\ub860 1. 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