\n \ucef4\ud4e8\ud130 \ube44\uc804\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uac1d\uccb4 \uac80\ucd9c\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac1d\uccb4 \uac80\ucd9c\uc740 \uc774\ubbf8\uc9c0\ub098 \ube44\ub514\uc624\uc5d0\uc11c \ud2b9\uc815 \uac1d\uccb4\ub97c \uc778\uc2dd\ud558\uace0 \uadf8 \uc704\uce58\ub97c \ud30c\uc545\ud558\ub294 \uacfc\uc815\uc73c\ub85c, \uc790\uc728\uc8fc\ud589\ucc28, \ubcf4\uc548 \uac10\uc2dc, \ub85c\ubd07 \ube44\uc804 \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 YOLO(You Only Look Once) \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1d\uccb4 \uac80\ucd9c\uc744 \uc2dc\uc791\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n YOLO\ub294 \uac1d\uccb4 \uac80\ucd9c\uc744 \uc704\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\uc758 \uc704\uce58\uc640 \uc885\ub958\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \uac80\ucd9c \uc54c\uace0\ub9ac\uc998\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc5ec\ub7ec \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc9c0\ub9cc, YOLO\ub294 \uc774\ub97c \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc73c\ub85c \ud1b5\ud569\ud558\uc5ec \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4\ub97c \ubaa8\ub450 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.\n <\/p>\n
\n YOLO \uc54c\uace0\ub9ac\uc998\uc740 \uc5ec\ub7ec \ubc84\uc804\uc774 \uc788\uc73c\uba70, \uac01 \ubc84\uc804\ub9c8\ub2e4 \uc131\ub2a5\uacfc \ud6a8\uc728\uc131\uc5d0\uc11c \ucc28\ubcc4\ud654\ub41c \ud2b9\uc131\uc744 \ubcf4\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 YOLOv5\ub97c \uc911\uc2ec\uc73c\ub85c \uac1d\uccb4 \uac80\ucd9c\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n YOLO\ub294 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c S x S\uc758 \uadf8\ub9ac\ub4dc\ub85c \ub098\ub204\uace0, \uac01 \uadf8\ub9ac\ub4dc \uc140\uc5d0\uc11c B\uac1c\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uac01 \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub294 \uac1d\uccb4\uac00 \uc788\uc744 \ud655\ub960\uacfc \uac1d\uccb4\uc758 \ud074\ub798\uc2a4 \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ucd5c\uc885\uc801\uc73c\ub85c Non-Maximum Suppression(NMS) \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc911\ubcf5\ub41c \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc81c\uac70\ud558\uace0 \ucd5c\uc885 \uac1d\uccb4 \uac80\ucd9c \uacb0\uacfc\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.\n <\/p>\n
\n YOLO \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 Python \ud658\uacbd\uacfc \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc124\uce58\ub418\uc5b4 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4. YOLOv5\ub97c \uc2e4\ud589\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \uae30\ubcf8 \ud658\uacbd\uc744 \uc124\uc815\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \n # Anaconda \ud639\uc740 Virtualenv \uc124\uce58 \ud6c4\n conda create -n yolov5 python=3.8\n conda activate yolov5\n\n # \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58\n pip install torch torchvision torchaudio\n pip install opencv-python\n pip install matplotlib\n pip install pillow\n <\/code>\n <\/pre>\nYOLOv5 \ud074\ub860<\/h3>\n\n \n # YOLOv5 GitHub \ub9ac\ud3ec\uc9c0\ud1a0\ub9ac \ud074\ub860\n git clone https:\/\/github.com\/ultralytics\/yolov5.git\n cd yolov5\n pip install -r requirements.txt\n <\/code>\n <\/pre>\n5. \uc608\uc81c \ucf54\ub4dc<\/h2>\n
\n YOLOv5\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \ucc98\ub9ac\ud558\ub294 \uae30\ubcf8\uc801\uc778 \uac1d\uccb4 \uac80\ucd9c \uacfc\uc815\uc744 \uc608\uc81c \ucf54\ub4dc\ub85c \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \ucf54\ub4dc\ub294 \uc8fc\uc5b4\uc9c4 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \uac80\ucd9c\ud558\uace0 \uacb0\uacfc\ub97c \ud45c\uc2dc\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n <\/p>\n
\uac1d\uccb4 \uac80\ucd9c \ucf54\ub4dc<\/h3>\n\n \n import torch\n import cv2\n import matplotlib.pyplot as plt\n\n # YOLOv5 \ubaa8\ub378 \ub85c\ub4dc\n model = torch.hub.load('ultralytics\/yolov5', 'yolov5s') # yolov5s, yolov5m, yolov5l, yolov5x \uc120\ud0dd \uac00\ub2a5\n\n # \uc774\ubbf8\uc9c0 \ub85c\ub4dc\n img = 'path\/to\/your\/image.jpg' # \uc774\ubbf8\uc9c0 \uacbd\ub85c\n results = model(img) # \uac1d\uccb4 \uac80\ucd9c\n\n # \uacb0\uacfc \ucd9c\ub825\n results.print() # \uac80\ucd9c \uacb0\uacfc \ucd9c\ub825\n results.show() # \uac80\ucd9c\ub41c \uc774\ubbf8\uc9c0\ub97c \ud654\uba74\uc5d0 \ud45c\uc2dc\n\n # \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \uc815\ubcf4 \uac00\uc838\uc624\uae30\n detections = results.xyxy[0] #\uac1d\uccb4 \uc815\ubcf4\n for *box, conf, cls in detections.tolist():\n print(f'Class: {model.names[int(cls)]}, Confidence: {conf:.2f}, Box: {box}')\n <\/code>\n <\/pre>\n\uacb0\uacfc \uc774\ubbf8\uc9c0 \uc800\uc7a5\ud558\uae30<\/h3>\n\n \n # \uac80\ucd9c\ub41c \uc774\ubbf8\uc9c0 \uc800\uc7a5\n results.save() # \uc9c0\uc815\ub41c \ub514\ub809\ud1a0\ub9ac\uc5d0 \uac80\ucd9c \uacb0\uacfc \uc800\uc7a5\n <\/code>\n <\/pre>\n\ucf54\ub4dc \uc124\uba85<\/h4>\n
\n 1. torch.hub.load<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec YOLOv5 \ubaa8\ub378\uc744 \ub85c\ub4dc\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\uc11c\ub294 ‘yolov5s’ \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc600\uc9c0\ub9cc, \ud544\uc694\uc5d0 \ub530\ub77c \ub2e4\ub978 \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n\n 2. \uc774\ubbf8\uc9c0 \uacbd\ub85c\ub97c \uc9c0\uc815\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \ub85c\ub4dc\ud558\uace0, model(img)<\/code>\ub97c \ud1b5\ud574 \uac1d\uccb4 \uac80\ucd9c\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.\n <\/p>\n\n 3. results.print()<\/code>\ub294 \uac80\ucd9c \uacb0\uacfc\ub97c \ucd9c\ub825\ud558\uace0, results.show()<\/code>\ub294 \uac80\ucd9c\ub41c \uc774\ubbf8\uc9c0\ub97c \ud654\uba74\uc5d0 \ud45c\uc2dc\ud569\ub2c8\ub2e4.\n <\/p>\n\n 4. results.xyxy[0]<\/code>\ub97c \ud1b5\ud574 \uac01 \uac1d\uccb4\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4, \ud074\ub798\uc2a4, \uc2e0\ub8b0\ub3c4 \uc815\ubcf4\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n