{"id":38897,"date":"2024-11-02T01:39:53","date_gmt":"2024-11-02T01:39:53","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38897"},"modified":"2024-11-26T06:43:01","modified_gmt":"2024-11-26T06:43:01","slug":"yolo%ec%9d%98-%ea%b0%9c%eb%85%90%ea%b3%bc-%ec%97%ad%ec%82%ac-yolo-%eb%aa%a8%eb%8d%b8%ec%9d%98-%ec%a7%84%ed%99%94-yolov1%ec%97%90%ec%84%9c-yolov5-%eb%b0%8f-%ec%b5%9c%ec%8b%a0-%eb%b2%84%ec%a0%84","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38897\/","title":{"rendered":"YOLO\uc758 \uac1c\ub150\uacfc \uc5ed\uc0ac, YOLO \ubaa8\ub378\uc758 \uc9c4\ud654 YOLOv1\uc5d0\uc11c YOLOv5 \ubc0f \ucd5c\uc2e0 \ubc84\uc804\uae4c\uc9c0 \uc8fc\uc694 \uac1c\uc120 \uc0ac\ud56d \uc18c\uac1c"},"content":{"rendered":"

<\/p>\n

1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n

\n YOLO(You Only Look Once)\ub294 \uc2e4\uc2dc\uac04 \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc704\ud55c \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.
\n YOLO\ub294 \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ub2e8 \ud55c \ubc88\ub9cc \uc0b4\ud3b4\ubcf4\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud558\uc5ec, \ube60\ub978 \uc18d\ub3c4\ub85c \uc5ec\ub7ec \ubb3c\uccb4\ub97c \ucc3e\uace0 \uc778\uc2dd\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n \uc774\ub294 \uae30\uc874\uc758 \ubb3c\uccb4 \uac80\ucd9c \uc54c\uace0\ub9ac\uc998\ub4e4\uc774 \uac01 \uac1d\uccb4\uc5d0 \ub300\ud574 \ubcc4\ub3c4\ub85c \uc608\uce21\ud558\ub294 \uac83\uacfc \ub300\uc870\uc801\uc785\ub2c8\ub2e4.
\n \ub530\ub77c\uc11c YOLO\ub294 \uc18d\ub3c4\uc640 \uc815\ud655\uc131\uc744 \ub3d9\uc2dc\uc5d0 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2. YOLO\uc758 \uc5ed\uc0ac<\/h2>\n

\n YOLO\ub294 2015\ub144\uc5d0 Joseph Redmon \ub4f1\uc5d0 \uc758\ud574 \ucc98\uc74c \uc18c\uac1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc774\ud6c4\ub85c \uc5ec\ub7ec \ubc84\uc804\uc774 \ub9b4\ub9ac\uc988\ub418\uba70
\n \uc131\ub2a5 \uac1c\uc120\uacfc \ud568\uaed8 \ub2e4\uc591\ud55c \uae30\ub2a5\uc774 \ucd94\uac00\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc744 \ud1b5\ud574 YOLO\ub294 \ud604\uc7ac \ubb3c\uccb4 \uc778\uc2dd \ubc0f \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c
\n \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.1 YOLOv1<\/h3>\n

\n YOLOv1\uc740 \ucd08\ucc3d\uae30 YOLO \ubaa8\ub378\ub85c, \uc8fc\uc5b4\uc9c4 \uc774\ubbf8\uc9c0\ub97c 7×7 \uadf8\ub9ac\ub4dc\ub85c \ub098\ub204\uace0 \uac01 \uadf8\ub9ac\ub4dc\uc140\uc5d0\uc11c \ubb3c\uccb4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.
\n \uac01\uac01\uc758 \uadf8\ub9ac\ub4dc\uc5d0\uc11c \ubb3c\uccb4\uac00 \uc77c\uc5b4\ub0a0 \ud655\ub960\uc744 \uacc4\uc0b0\ud558\uace0 \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \uc815\ubcf4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.
\n \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\ub97c \ub2e8\uc21c\ud654\ud558\uace0, \ub192\uc740 FPS(\ucd08\ub2f9 \ud504\ub808\uc784 \uc218)\ub97c \uc720\uc9c0\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.\n <\/p>\n

2.2 YOLOv2<\/h3>\n

\n YOLOv1\uc758 \uac1c\uc120\ub41c \ubc84\uc804\uc778 YOLOv2\ub294 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ubcc0\ud654\ub97c \uc801\uc6a9\ud588\uc2b5\ub2c8\ub2e4.
\n \uadf8 \uc911 \ud558\ub098\ub294 \uc575\ucee4 \ubc15\uc2a4(anchor boxes) \uac1c\ub150\uc758 \ub3c4\uc785\uc73c\ub85c, \uc774\ub294 \uac1d\uccb4 \ud06c\uae30\uc640 \ube44\uc728\uc5d0 \ub300\ud55c \uc0ac\uc804 \uc9c0\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec
\n \ub354\uc6b1 \uc815\ud655\ud55c \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \uc791\uc740 \ubb3c\uccb4\uc5d0 \ub300\ud55c \uc778\uc2dd\ub960\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.3 YOLOv3<\/h3>\n

\n YOLOv3\ub294 \ub2e4\uc911 \uc2a4\ucf00\uc77c \uc608\uce21\uc744 \ub3c4\uc785\ud558\uc5ec, \ub2e4\uc591\ud55c \uc2a4\ucf00\uc77c\uc758 \ubb3c\uccb4\ub97c \uc778\uc2dd\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n \ub610\ud55c, \uc0c8\ub85c\uc6b4 \ud2b9\uc9d5 \ucd94\ucd9c \ub124\ud2b8\uc6cc\ud06c\uc778 Darknet-53\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub354 \uae4a\uace0 \uac15\ub825\ud55c \ub124\ud2b8\uc6cc\ud06c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n YOLOv3\ub294 \uc5ec\ub7ec \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud655\ub960\uc744 \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\uc5ec, \ub354\uc6b1 \uc815\ud655\ud55c \ubb3c\uccb4 \uc778\uc2dd\uc744 \uac00\ub2a5\ud558\uac8c \ud588\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.4 YOLOv4<\/h3>\n

\n YOLOv4\ub294 Google\uc758 TensorFlow\uc640 NVIDIA\uc758 CUDA\ub97c \ud1b5\ud574 GPU \uac00\uc18d\uc744 \ucd5c\uc801\ud654\ud588\uc2b5\ub2c8\ub2e4.
\n \uc774\ub85c \uc778\ud574 \uc18d\ub3c4\uc640 \uc815\ud655\uc131\uc744 \ub3d9\uc2dc\uc5d0 \ub192\uc77c \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc218\ub9ce\uc740 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc774 \ub3c4\uc785\ub418\uc5b4 \ubcf4\ub2e4 \uc815\uad50\ud55c
\n \ubb3c\uccb4 \uc778\uc2dd \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n \uc608\ub97c \ub4e4\uc5b4, \ub370\uc774\ud130 \uc99d\uc2dd(data augmentation) \uae30\ubc95\uc744 \ud1b5\ud574 \ud559\uc2b5 \ub370\uc774\ud130\uc758 \ub2e4\uc591\uc131\uc744 \uc99d\uac00\uc2dc\ucf30\uace0,
\n CSPNet\uacfc \uac19\uc740 \ucd5c\ucca8\ub2e8 \ub124\ud2b8\uc6cc\ud06c \uad6c\uc131 \uc694\uc18c\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud588\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.5 YOLOv5<\/h3>\n

\n YOLOv5\ub294 PyTorch \uae30\ubc18\uc73c\ub85c \uac1c\ubc1c\ub418\uc5c8\uc73c\uba70, \uc5ec\ub7ec \uac00\uc9c0 \uc720\uc6a9\ud55c \uae30\ub2a5\uc744 \ucd94\uac00\ud558\uc5ec \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4.
\n \uc774 \ubc84\uc804\uc740 \ubaa8\ub378\uc758 \ud06c\uae30\uc640 \uc131\ub2a5\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubcc0\ud615\uc744 \uc81c\uacf5\ud558\uc5ec, \uc0ac\uc6a9\uc790\uac00 \uac01 \uc218\uc694\uc5d0 \ub9de\ucdb0 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n YOLOv5\ub294 \uc804\ub840 \uc5c6\uc774 \ube60\ub978 \uc18d\ub3c4\uc640 \uc801\uc740 \uacc4\uc0b0 \ube44\uc6a9\uc73c\ub85c \uc720\uba85\ud558\uba70, \ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc0ac\uc6a9\ub418\uae30 \uc801\ud569\ud569\ub2c8\ub2e4.\n <\/p>\n

3. YOLO \ubaa8\ub378\uc758 \uc8fc\uc694 \uac1c\uc120 \uc0ac\ud56d<\/h2>\n

3.1 \uc18d\ub3c4<\/h3>\n

\n YOLO\uc758 \uac00\uc7a5 \ud070 \uc7a5\uc810 \uc911 \ud558\ub098\ub294 \uc18d\ub3c4\uc785\ub2c8\ub2e4.
\n \ud2b9\ud788 \ucd5c\uadfc \ubc84\uc804\uc740 GPU \uac00\uc18d\uc744 \ud1b5\ud574 \ub354 \ube60\ub978 \uc18d\ub3c4\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n YOLOv4\uc758 \uacbd\uc6b0 \ucd08\ub2f9 65 \ud504\ub808\uc784\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, YOLOv5\ub294 \ub354 \ub192\uc740 \uc18d\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.
\n \uc774\ub4e4\uc740 \uc2e4\uc2dc\uac04 \ube44\ub514\uc624 \uc2a4\ud2b8\ub9ac\ubc0d\uacfc \uac19\uc774 \ub192\uc740 FPS\uac00 \ud544\uc694\ud55c \uc791\uc5c5\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n <\/p>\n

3.2 \uc815\ud655\ub3c4<\/h3>\n

\n YOLO\ub294 \ub2e4\uc591\ud55c \ubc84\uc804\uc5d0\uc11c \uc815\ud655\ub3c4\ub97c \uacc4\uc18d\ud574\uc11c \ub192\uc5ec\uc654\uc2b5\ub2c8\ub2e4.
\n \ucd08\uae30 \ubc84\uc804\uc5d0\uc11c\ub294 \uc791\uc740 \ubb3c\uccb4 \uc778\uc2dd\uc5d0 \ud55c\uacc4\uac00 \uc788\uc5c8\uc73c\ub098, YOLOv3 \uc774\ud6c4\ub85c\ub294 \ub2e4\uc911 \uc2a4\ucf00\uc77c \uc608\uce21\uc744 \ud1b5\ud574
\n \uc791\uc740 \ubb3c\uccb4\uc5d0 \ub300\ud55c \uc778\uc2dd\ub960\uc774 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n YOLOv4 \ubc0f YOLOv5\uc5d0\uc11c\ub294 \ub2e4\uc591\ud558\uace0 \uc815\uad50\ud55c \ud559\uc2b5 \ubc29\uc2dd\uc774 \ucd94\uac00\ub418\uc5b4 \uc815\ud655\ub3c4\ub97c \ub354\uc6b1 \ub192\uc600\uc2b5\ub2c8\ub2e4.\n <\/p>\n

3.3 \uacbd\ub7c9\ud654<\/h3>\n

\n \ub9ce\uc740 \uacbd\uc6b0, \uacbd\ub7c9\ud654\ub294 \ubaa8\ub378\uc758 \uc18d\ub3c4\uc640 \uc6b4\uc601\uc758 \uc6a9\uc774\uc131\uc744 \uacb0\uc815\uc9d3\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.
\n YOLOv5\ub294 \uacbd\ub7c9\ud654\uac00 \uac15\uc870\ub41c \uc5ec\ub7ec \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uba70, \ud544\uc694\uc5d0 \ub9de\ucdb0 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc791\uc740 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c\ub3c4 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc810\uc774 \ud2b9\uc9d5\uc785\ub2c8\ub2e4.\n <\/p>\n

3.4 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/h3>\n

\n YOLO\ub294 \uc790\uc728\uc8fc\ud589\ucc28, \ub4dc\ub860 \ube44\uc804, \uac10\uc2dc \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n \ub610\ud55c, TensorFlow, PyTorch, Keras \ub4f1 \uc5ec\ub7ec \ud504\ub808\uc784\uc6cc\ud06c\uc5d0\uc11c \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc5b4,
\n \uc0ac\uc6a9\uc790\ub4e4\uc774 \uc790\uc2e0\uc758 \ud658\uacbd\uc5d0 \ub9de\uac8c YOLO\ub97c \uad6c\ud604\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

4. YOLO \ubaa8\ub378 \uc0ac\uc6a9 \uc608\uc2dc<\/h2>\n

\n YOLOv5 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc81c\ub85c \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc218\ud589\ud558\ub294 \uc608\uc81c\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.
\n YOLOv5\ub294 GitHub\uc5d0\uc11c \uc27d\uac8c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc73c\uba70, PyTorch\ub97c \uae30\ubc18\uc73c\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.\n <\/p>\n

4.1 YOLOv5 \uc124\uce58<\/h3>\n
!git clone https:\/\/github.com\/ultralytics\/yolov5.git\ncd yolov5\npip install -r requirements.txt\n<\/code><\/pre>\n
4.2 \ubaa8\ub378 \ub2e4\uc6b4\ub85c\ub4dc<\/h3>\n
\n        \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc0ac\uc6a9\ud569\ub2c8\ub2e4.
\n        YOLOv5 GitHub \ud398\uc774\uc9c0\uc5d0\uc11c \ubaa8\ub378 \ud30c\uc77c\uc744 \ucc3e\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
4.3 \ubb3c\uccb4 \uc778\uc2dd \ucf54\ub4dc \uc608\uc81c<\/h3>\n
\n        YOLOv5\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \ubd84\uc11d\ud558\uace0, \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud558\ub294 \uae30\ubcf8 \ucf54\ub4dc \uc608\uc81c\uc785\ub2c8\ub2e4.\n    <\/p>\n
import torch\nfrom PIL import Image\nimport cv2\nimport numpy as np\n\n# \ubaa8\ub378 \ub85c\ub4dc\nmodel = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\n\n# \uc774\ubbf8\uc9c0 \ub85c\ub4dc\nimg = Image.open('path\/to\/your\/image.jpg')\n\n# \uc778\uc2dd \uc218\ud589\nresults = model(img)\n\n# \uacb0\uacfc \ud45c\uc2dc\nresults.show()\n<\/code><\/pre>\n
4.4 \uacb0\uacfc \ud574\uc11d<\/h3>\n
\n        \uc704 \ucf54\ub4dc\uc5d0\uc11c\ub294 \ub85c\ub4dc\ud55c \uc774\ubbf8\uc9c0\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ub41c \ubb3c\uccb4\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \ud3ec\ud568\ud55c \uc774\ubbf8\uc9c0\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4.
\n        results.show()<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubd84\uc11d \uacb0\uacfc\ub97c \uc27d\uac8c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
5. \uacb0\ub860<\/h2>\n
\n        YOLO\ub294 \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c, \ud2b9\ud788 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.
\n        \ubaa8\ub378\uc758 \uc9c4\ud654\ub97c \ud1b5\ud574 \uc131\ub2a5\uacfc \uc815\ud655\ub3c4\uac00 \ud06c\uac8c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \ud604\uc7ac \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.
\n        YOLOv5\ub294 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\uc640 \uacbd\ub7c9\ud654\ub41c \uad6c\uc870\ub85c \ub9ce\uc740 \uc774\ub4e4\uc5d0\uac8c \uc27d\uac8c \uc811\uadfc\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.
\n        \uc55e\uc73c\ub85c\ub3c4 YOLO \ubaa8\ub378\uc758 \ubc1c\uc804\uc774 \uae30\ub300\ub418\uba70, \ubb3c\uccb4 \uc778\uc2dd \uae30\uc220\uc758 \ub2e4\uc591\ud55c \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc904 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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