\n \uc624\ub298\ub0a0\uc758 \uc778\uacf5\uc9c0\ub2a5(AI) \uae30\uc220 \uc9c4\ubcf4\ub85c \uc778\ud574 \uac1d\uccb4 \uac80\ucd9c \uae30\uc220\uc774 \ud06c\uac8c \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \n YOLO\ub294 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ube60\ub974\uac8c \uc778\uc2dd\ud558\uace0 \uc774\ub97c \uacbd\uacc4 \uc0c1\uc790(bounding box)\ub85c \ud45c\uc2dc\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \n \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub294 \ub370\uc774\ud130 \uc800\uc7a5, \ucc98\ub9ac, \uad00\ub9ac \ub4f1\uc744 \uc778\ud130\ub137\uc744 \ud1b5\ud574 \uc81c\uacf5\ud558\ub294 \uc11c\ube44\uc2a4\uc785\ub2c8\ub2e4. \n YOLO \ubaa8\ub378\uc740 \ud6a8\uc728\uc801\uc778 \uc5d4\ub4dc\ud3ec\uc778\ud2b8 \ubc0f \ubc31\uc5d4\ub4dc \uc11c\ubc84\uc5d0\uc11c \uc791\ub3d9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \n YOLO \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uace0 \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. YOLOv5\ub97c \uc120\ud0dd\ud558\uc5ec \uc124\uce58\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4. \n \uc5ec\uae30\uc11c AWS\ub97c \uc608\ub85c \ub4e4\uc5b4 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \uc124\uc815\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \n EC2 \uc778\uc2a4\ud134\uc2a4\uc5d0 YOLO \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uc5ec \uc6f9 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uacb0\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \n \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c YOLO \ubaa8\ub378\uc774 \uc791\ub3d9\ud558\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 Postman\uacfc \uac19\uc740 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc694\uccad\uc744 \ubcf4\ub0b4\uace0 \n \uc608\uce21 \uacb0\uacfc\ub294 JSON \ud615\uc2dd\uc73c\ub85c \ubc18\ud658\ub418\uba70, \uac01 \uac1d\uccb4\uc758 \ud074\ub798\uc2a4, \ud655\ub960 \ubc0f \uc704\uce58\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.\n<\/p>\n \n YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc758 \uc870\ud569\uc740 \uac1d\uccb4 \uac80\ucd9c \uc194\ub8e8\uc158\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uc720\uc5f0\uc131\uacfc \ud655\uc7a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\n YOLO(You Only Look Once)<\/strong>\ub294 \uadf8 \uc18d\ub3c4\uc640 \uc815\ud655\ub3c4\ub85c \uc778\ud574 \ub9ce\uc740 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc744 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\uc640 \uc5f0\ub3d9\ud558\uc5ec \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744
\n \uc790\uc138\ud788 \uc124\uba85\ud569\ub2c8\ub2e4.\n<\/p>\n1. YOLO\ub780?<\/h2>\n
\n \uae30\uc874\uc758 \uac1d\uccb4 \uac80\ucd9c \ubc29\ubc95\ub4e4\uc774 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc5ec\ub7ec \ubc88 \ud0d0\uc0c9\uc744 \uc218\ud589\ud558\uace0 \uac1d\uccb4\uc758 \uc704\uce58\ub97c \uc608\uce21\ud558\ub294 \uac83\uacfc\ub294 \ub2ec\ub9ac,
\n YOLO\ub294 \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\ub9cc \ubcf4\uace0 \ubaa8\ub4e0 \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc774\ub85c \uc778\ud574 YOLO\ub294 \uc18d\ub3c4\uac00 \ub9e4\uc6b0 \ube60\ub974\uba70, \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uac80\ucd9c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.\n<\/p>\n2. \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub780?<\/h2>\n
\n AWS, Google Cloud, Microsoft Azure \ub4f1 \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc774 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574
\n \uc0ac\uc6a9\uc790\ub294 \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \uc790\uc6d0\uacfc \uc2a4\ud1a0\ub9ac\uc9c0\ub97c \uc190\uc27d\uac8c \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n3. YOLO\uc640 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc5f0\ub3d9\uc758 \ud544\uc694\uc131<\/h2>\n
\n \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4\ub97c \ud1b5\ud574 YOLO \ubaa8\ub378\uc744 \ud638\uc2a4\ud305\ud558\uba74 \ub2e4\uc74c\uacfc \uac19\uc740 \uc774\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n\n
4. \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18 \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ub2e8\uacc4<\/h2>\n
4.1 YOLO \ubaa8\ub378 \uc900\ube44<\/h3>\n
\n YOLOv5\ub294 PyTorch\ub85c \uad6c\ud604\ub418\uc5b4 \uc788\uc73c\uba70 \uc0ac\uc6a9\ud558\uae30 \uac04\ud3b8\ud569\ub2c8\ub2e4.\n<\/p>\n \n# YOLOv5\ub97c \uc124\uce58\ud558\uae30 \uc704\ud55c \ucf54\ub4dc\n!git clone https:\/\/github.com\/ultralytics\/yolov5 # YOLOv5 repo \ud074\ub85c\ub2dd\n%cd yolov5\n!pip install -r requirements.txt # \uc758\uc874\uc131 \uc124\uce58\n<\/code><\/pre>\n4.2 \ud074\ub77c\uc6b0\ub4dc \uc11c\ube44\uc2a4 \uc124\uc815<\/h3>\n
\n AWS EC2 \uc778\uc2a4\ud134\uc2a4\ub97c \uc0dd\uc131\ud558\uace0, \ud544\uc694\ud55c \ub9ac\uc18c\uc2a4\ub97c \ubc30\ud3ec\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.\n<\/p>\n\n
4.3 YOLO \ubaa8\ub378 \ubc30\ud3ec<\/h3>\n
\n XGBoost\ub97c \uc0ac\uc6a9\ud558\uc5ec YOLO \ubaa8\ub378\uc744 HTTP \uc694\uccad\uc73c\ub85c \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.\n<\/p>\n\n# Flask \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc124\uce58\n!pip install Flask\n\n# app.py\ub77c\ub294 \ud30c\uc77c\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.\nfrom flask import Flask, request, jsonify\nimport torch\n\napp = Flask(__name__)\n\n@app.route('\/predict', methods=['POST'])\ndef predict():\n # \uc774\ubbf8\uc9c0 \ud30c\uc77c \uc218\uc2e0\n file = request.files['file']\n img = Image.open(file)\n \n # YOLO \ubaa8\ub378 \ub85c\ub4dc\n model = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\n \n # \uac1d\uccb4 \uac80\ucd9c\n results = model(img)\n \n # \uacb0\uacfc\ub97c JSON \ud615\uc2dd\uc73c\ub85c \ubc18\ud658\n return jsonify(results.pandas().xyxy[0].to_json())\n\nif __name__ == '__main__':\n app.run(host='0.0.0.0', port=5000)\n<\/code><\/pre>\n4.4 \uacb0\uacfc \ud655\uc778 \ubc0f \ud14c\uc2a4\ud2b8<\/h3>\n
\n \uacb0\uacfc\ub97c \ubc1b\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n\n# Postman\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14c\uc2a4\ud2b8\nPOST http:\/\/5. \uacb0\ub860<\/h2>\n
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c \uc124\uba85\ud55c \ub2e8\uacc4\ub97c \ud1b5\ud574 \uc5ec\ub7ec\ubd84\ub3c4 \ud074\ub77c\uc6b0\ub4dc \uae30\ubc18\uc758 \uac1d\uccb4 \uac80\ucd9c \uc2dc\uc2a4\ud15c\uc744 \uc27d\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \ub098\uc544\uac00 \uc774\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \uc2e4\uc2dc\uac04 \uac1d\uccb4 \uc778\uc2dd\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n