{"id":38856,"date":"2024-11-02T01:39:36","date_gmt":"2024-11-02T01:39:36","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38856"},"modified":"2024-11-26T06:43:10","modified_gmt":"2024-11-26T06:43:10","slug":"yolo-%eb%aa%a8%eb%8d%b8%ec%9d%98-%ec%84%b1%eb%8a%a5-%ec%b5%9c%ec%a0%81%ed%99%94-%ed%95%98%eb%93%9c%ec%9b%a8%ec%96%b4-%ea%b0%80%ec%86%8d-gpu-tpu%ea%b3%bc-yolo-%eb%aa%a8%eb%8d%b8%ec%9d%98-%ec%84%b1","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38856\/","title":{"rendered":"YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d (GPU, TPU)\uacfc YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50"},"content":{"rendered":"

<\/p>\n

\n
\n

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

\n YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4.
\n \uc774 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\ub9cc \ubcf4\uace0 \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\uae30 \ub54c\ubb38\uc5d0 \ub9e4\uc6b0 \ube60\ub978 \uc18d\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.
\n YOLO\ub294 \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\ub97c \ub098\ub204\uace0, \uac01 \uad6c\uc5ed\uc5d0\uc11c \uac1d\uccb4\uc758 \ud074\ub798\uc2a4\uc640 \uc704\uce58\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.
\n \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 YOLO\uc758 \uc8fc\uc694 \uc7a5\uc810\uc778 \uc18d\ub3c4\uc640 \uc131\ub2a5\uc744 \uad6c\uc131\ud558\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4.\n <\/p>\n<\/section>\n

\n

2. YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654<\/h2>\n

\n YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uac1d\uccb4 \ud0d0\uc9c0\uc758 \uc815\ud655\uc131\uc744 \ub192\uc774\uace0, \ucd94\ucd9c\ub41c \uac1d\uccb4\uc758 \uc2e0\ub8b0\ub3c4\ub97c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc131\ub2a5 \ucd5c\uc801\ud654 \ubc29\ubc95\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uae30\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n

\n \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \ud06c\uae30\uc640 \ube44\uc728, \ub2e4\uc591\ud55c \ud654\uac01\uc744 \uace0\ub824\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0,
\n augmentation(\ub370\uc774\ud130 \uc99d\uac15) \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uc5ec \ub354\uc6b1 \ub2e4\uc591\ud558\uace0 \ud3ec\uad04\uc801\uc778 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n

2.2 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h3>\n

\n \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc740 \ubaa8\ub378 \uc131\ub2a5 \ucd5c\uc801\ud654\uc758 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, learning rate, batch size,
\n anchor box\uc758 \uac1c\uc218\uc640 \ud06c\uae30 \ub4f1\uc744 \uc870\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \ud559\uc2b5 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

2.3 \ubaa8\ub378 \uacbd\ub7c9\ud654<\/h3>\n

\n YOLO \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ubcc0\ud615\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. YOLOv3, YOLOv4, YOLOv5\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ubc84\uc804\uc744 \ud1b5\ud574
\n \ubaa8\ub378\uc744 \uacbd\ub7c9\ud654\ud558\uace0 \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, YOLOv5\uc758 \uacbd\uc6b0 TensorRT\ub97c \ud65c\uc6a9\ud558\uc5ec \uc2e4\ud589 \uc18d\ub3c4\ub97c \uac1c\uc120\ud588\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n

\n

3. \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d: GPU\uc640 TPU<\/h2>\n

\n \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc740 YOLO\uc640 \uac19\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud61c\ud0dd\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \ud2b9\ud788 GPU\uc640 TPU\ub97c \ud65c\uc6a9\ud558\uba74
\n \ub300\uaddc\ubaa8 \uc774\ubbf8\uc9c0 \ucc98\ub9ac \ubc0f \ub192\uc740 \uc5f0\uc0b0\ub7c9\uc744 \uc694\uad6c\ud558\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

3.1 GPU(\uadf8\ub798\ud53d \ucc98\ub9ac \uc7a5\uce58)<\/h3>\n

\n GPU\ub294 \uc218\ucc9c \uac1c\uc758 \ucf54\uc5b4\ub85c \ub3d9\uc2dc\uc5d0 \uc5f0\uc0b0\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ud559\uc2b5 \uc18d\ub3c4\ub97c \ud68d\uae30\uc801\uc73c\ub85c \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4.
\n \ud2b9\ud788 YOLO\uc640 \uac19\uc740 CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd) \ubaa8\ub378\uc5d0\uc11c\ub294 \ubcd1\ub82c \ucc98\ub9ac\ub2a5\ub825 \ub355\ubd84\uc5d0 \ub9e4\uc6b0 \ube60\ub978 \ud559\uc2b5 \uc18d\ub3c4\ub97c \uacbd\ud5d8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

3.2 TPU(\ud150\uc11c \ucc98\ub9ac \uc7a5\uce58)<\/h3>\n

\n TPU\ub294 \uad6c\uae00\uc774 \ub9cc\ub4e0 \ub525\ub7ec\ub2dd \uc804\uc6a9 \ud558\ub4dc\uc6e8\uc5b4\ub85c, \ub300\uaddc\ubaa8 \ud150\uc11c \uacc4\uc0b0\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.
\n TPU\ub294 \ud2b9\ud788 \ub300\uaddc\ubaa8 \ubd84\uc0b0 \ud559\uc2b5\uc5d0 \uc801\ud569\ud558\uba70, \ubaa8\ub378\uc758 \uc5f0\uc0b0 \uadf8\ub798\ud504\ub97c \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.
\n YOLO \ubaa8\ub378\uc744 TPU\uc5d0\uc11c \uc2e4\ud589\ud588\uc744 \ub54c \uc0c1\ub300\uc801\uc73c\ub85c \ub354 \ub192\uc740 \ucc98\ub9ac \uc18d\ub3c4\uc640 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.\n <\/p>\n<\/section>\n

\n

4. YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50<\/h2>\n

\n YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \uc5ec\ub7ec \uc694\uc778\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 YOLOv3\uc640 YOLOv5 \ubaa8\ub378\uc744 \ube44\uad50\ud558\uc5ec \ub450 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744
\n \ud558\ub4dc\uc6e8\uc5b4\uc5d0 \ub530\ub77c \uc5b4\ub5bb\uac8c \ub2ec\ub77c\uc9c0\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

4.1 YOLOv3 \uc131\ub2a5<\/h3>\n

\n YOLOv3\ub294 \ub2e4\uc591\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uae30\ub2a5\uc744 \ud3ed\ub113\uac8c \uc9c0\uc6d0\ud558\uba70, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.
\n \uc77c\ubc18\uc801\uc73c\ub85c GPU\ub97c \uc0ac\uc6a9\ud560 \uacbd\uc6b0, YOLOv3\ub294 \ucd08\ub2f9 \uc218\uc2ed \ud504\ub808\uc784\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \ud558\uc9c0\ub9cc \ub354 \ubcf5\uc7a1\ud55c \uac1d\uccb4\ub97c \uc778\uc2dd\ud560 \uacbd\uc6b0 \uc815\ud655\ub3c4\uc5d0 \ud55c\uacc4\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n

4.2 YOLOv5 \uc131\ub2a5<\/h3>\n

\n YOLOv5\ub294 YOLOv3\ubcf4\ub2e4 \uacbd\ub7c9\ud654\ub41c \ubaa8\ub378\uc774\uba70, \ud559\uc2b5 \uc18d\ub3c4\uc640 \ucd94\ub860 \uc18d\ub3c4 \ubaa8\ub450 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\n TPU\ub97c \ud65c\uc6a9\ud560 \uacbd\uc6b0, YOLOv5\ub294 \ub9e4\uc6b0 \ube60\ub978 \ub2e8\uc704\ub85c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud560 \uc218 \uc788\uc73c\uba70, \ud2b9\ud788 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.
\n YOLOv5\ub294 \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\uc774 \uc6a9\uc774\ud558\uc5ec, \ub2e4\uc591\ud55c \ud658\uacbd\uc5d0\uc11c \ucd5c\uc801\ud654\ub41c \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n

\n

5. YOLO \ubaa8\ub378 \uc131\ub2a5 \ud14c\uc2a4\ud2b8 \ucf54\ub4dc<\/h2>\n

\n \ub2e4\uc74c\uc740 YOLOv5\ub97c \uc774\uc6a9\ud574 \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uac04\ub2e8\ud55c \ud30c\uc774\uc36c \ucf54\ub4dc\uc785\ub2c8\ub2e4. \uc774 \ucf54\ub4dc\ub294 YOLOv5 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc774\uc6a9\ud558\uc5ec
\n \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\uace0 \uacb0\uacfc\ub97c \uc2dc\uac01\ud654\ud569\ub2c8\ub2e4.\n <\/p>\n

\n                \nimport torch\nimport cv2\nimport matplotlib.pyplot as plt\n\n# YOLOv5 \ubaa8\ub378 \ub85c\ub4dc\nmodel = torch.hub.load('ultralytics\/yolov5', 'yolov5s', pretrained=True)\n\n# \uc774\ubbf8\uc9c0 \uc77d\uae30\nimg = cv2.imread('test.jpg')  # 'test.jpg'\ub294 \ud0d0\uc9c0\ud560 \uc774\ubbf8\uc9c0 \ud30c\uc77c\uc785\ub2c8\ub2e4.\n\n# \uc774\ubbf8\uc9c0 \uc804\ucc98\ub9ac \ubc0f \uac1d\uccb4 \ud0d0\uc9c0\nresults = model(img)\n\n# \uacb0\uacfc \uc2dc\uac01\ud654\nresults.show()\n                <\/code>\n            <\/pre>\n
\n                \uc704 \ucf54\ub4dc\ub294 YOLOv5\ub97c \uc774\uc6a9\ud574 \ubaa8\ub378\uc744 \ub85c\ub4dc\ud558\uace0, \uc9c0\uc815\ud55c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uacfc\uc815\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.
\n                cv2.imread()<\/strong>\ub85c \uc774\ubbf8\uc9c0\ub97c \ubd88\ub7ec\uc624\uace0 model()<\/strong> \ud568\uc218\ub97c \ud1b5\ud574 \ud0d0\uc9c0\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.\n            <\/p>\n<\/section>\n
\n
6. \uacb0\ub860<\/h2>\n
\n                YOLO \ubaa8\ub378\uc740 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uba70, \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc131\ub2a5\uc744
\n                \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uacfc \uac19\uc740 \ucd5c\uc801\ud654 \ubc29\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758
\n                \uc815\ud655\ub3c4\uc640 \uc18d\ub3c4\ub97c \ubaa8\ub450 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n                \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d\uc778 GPU \ubc0f TPU\uc758 \ub3c4\uc6c0\uc744 \ud1b5\ud574 YOLO \ubaa8\ub378\uc758 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uac8c \ub418\uc5c8\uc73c\uba70,
\n                \ucd5c\uc2e0 YOLO \ubaa8\ub378 \ubc84\uc804\uc740 \uc774\uc804 \ubc84\uc804\ub4e4\uacfc \ube44\uad50\ud588\uc744 \ub54c \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc131\ub2a5\uc744 \uc790\ub791\ud569\ub2c8\ub2e4.\n            <\/p>\n
\n                YOLO \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc640 \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \uacf5\ubd80\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744
\n                \uad6c\ucd95\ud558\uace0, \ub354 \ub098\uc544\uac00 \ub2e4\uc591\ud55c \ud601\uc2e0\uc801\uc778 \uc194\ub8e8\uc158\uc744 \ub9cc\ub4e4\uc5b4 \ub098\uac08 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n            <\/p>\n<\/section>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. YOLO\ub780 \ubb34\uc5c7\uc778\uac00? YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0\ub97c \ud55c \ubc88\ub9cc \ubcf4\uace0 \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\uae30 \ub54c\ubb38\uc5d0 \ub9e4\uc6b0 \ube60\ub978 \uc18d\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4. YOLO\ub294 \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\ub97c \ub098\ub204\uace0, \uac01 \uad6c\uc5ed\uc5d0\uc11c \uac1d\uccb4\uc758 \ud074\ub798\uc2a4\uc640 \uc704\uce58\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 YOLO\uc758 \uc8fc\uc694 \uc7a5\uc810\uc778 \uc18d\ub3c4\uc640 \uc131\ub2a5\uc744 \uad6c\uc131\ud558\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4. 2. YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654 YOLO \ubaa8\ub378\uc758 … \ub354 \ubcf4\uae30 “YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d (GPU, TPU)\uacfc YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50”<\/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-38856","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d (GPU, TPU)\uacfc YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50 - \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\/38856\/\" \/>\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 \uc131\ub2a5 \ucd5c\uc801\ud654, \ud558\ub4dc\uc6e8\uc5b4 \uac00\uc18d (GPU, TPU)\uacfc YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ube44\uad50 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. 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