YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization) - \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\/38852\/\" \/>\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, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ubaa8\ub378\ub85c, \uc601\uc0c1 \ub0b4 \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ud0d0\uc9c0\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, YOLO \ubaa8\ub378\uc740 \ud06c\uace0 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uacbd\ub7c9\ud654\uc640 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uae30\ubc95, \ud2b9\ud788 \ud504\ub8e8\ub2dd(Pruning)\uacfc \uc591\uc790\ud654(Quantization)\ub97c \uc911\uc2ec\uc73c\ub85c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. 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{"id":38852,"date":"2024-11-02T01:39:34","date_gmt":"2024-11-02T01:39:34","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38852"},"modified":"2024-11-26T06:43:11","modified_gmt":"2024-11-26T06:43:11","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-%eb%aa%a8%eb%8d%b8-%ea%b2%bd%eb%9f%89%ed%99%94-%eb%b0%8f-%ec%b5%9c%ec%a0%81%ed%99%94-%ea%b8%b0%eb%b2%95-pruning-quant","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38852\/","title":{"rendered":"YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization)"},"content":{"rendered":"

<\/p>\n

YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ubaa8\ub378\ub85c, \uc601\uc0c1 \ub0b4 \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ud0d0\uc9c0\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, YOLO \ubaa8\ub378\uc740 \ud06c\uace0 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uacbd\ub7c9\ud654\uc640 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uae30\ubc95, \ud2b9\ud788 \ud504\ub8e8\ub2dd(Pruning)<\/strong>\uacfc \uc591\uc790\ud654(Quantization)<\/strong>\ub97c \uc911\uc2ec\uc73c\ub85c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. YOLO \ubaa8\ub378 \uac1c\uc694<\/h2>\n
YOLO\ub294 \ub2e8\uc77c \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud569\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uac1d\uccb4 \ud0d0\uc9c0 \ubc29\uc2dd\uc740 \uc5ec\ub7ec \ub2e8\uacc4\ub97c \ud544\uc694\ub85c \ud588\uc73c\ub098 YOLO\ub294 \uc774\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud568\uc73c\ub85c\uc368 \ub192\uc740 \uc18d\ub3c4\uc640 \uc6b0\uc218\ud55c \uc815\ud655\ub3c4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n
1.1 YOLO \ubaa8\ub378 \uad6c\uc870<\/h3>\n
YOLO \ubaa8\ub378\uc740 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c SxS \uadf8\ub9ac\ub4dc\ub85c \ub098\ub204\uace0, \uac01 \uadf8\ub9ac\ub4dc\uc5d0\uc11c \uc608\uce21\ub41c \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \ud655\ub960\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc138\ubd84\ud654\ub41c \uc608\uce21: \uac01 \uadf8\ub9ac\ub4dc \uc140\uc740 \ub2e4\uc218\uc758 \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc73c\uba70, \ubb3c\uccb4\uc758 \uc720\ubb34\ub97c \ud310\ub2e8\ud569\ub2c8\ub2e4.<\/li>\n
\uc2e4\uc2dc\uac04 \ucc98\ub9ac: YOLO \ubaa8\ub378\uc740 \ube60\ub978 \uc18d\ub3c4\ub85c \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ud1b5\ud569 \ubaa8\ub378: \ud074\ub798\uc2a4\uc640 \ubc14\uc6b4\ub529 \ubc15\uc2a4\ub97c \ub3d9\uc2dc\uc5d0 \uc608\uce21\ud558\uc5ec \uacc4\uc0b0\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \ubaa8\ub378 \uc131\ub2a5 \ucd5c\uc801\ud654 \ud544\uc694\uc131<\/h2>\n
YOLO \ubaa8\ub378\uc740 \uace0\ud574\uc0c1\ub3c4 \uc601\uc0c1\uc5d0\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uac83\uc5d0 \uc801\ud569\ud558\uc9c0\ub9cc, \ubaa8\ub378\uc774 \ubcf5\uc7a1\ud574\uc9c8\uc218\ub85d \uc5f0\uc0b0\ub7c9\uc774 \ub9ce\uc544\uc838 \uacbd\ub7c9\ud654\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
\n
\ubaa8\ubc14\uc77c \ubc0f \uc5e3\uc9c0 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c\uc758 \uc0ac\uc6a9: \ub192\uc740 \uc5f0\uc0b0\ub7c9\uc740 \uc81c\ud55c\ub41c \uc790\uc6d0\uc744 \uac00\uc9c4 \ub514\ubc14\uc774\uc2a4\uc5d0\uc11c \ucc98\ub9ac\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubc30\ud130\ub9ac \uc18c\ubaa8 \ucd5c\uc18c\ud654: \uacbd\ub7c9\ud654\ub41c \ubaa8\ub378\uc740 \ubc30\ud130\ub9ac \uc18c\ubaa8\ub97c \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc751\ub2f5 \uc2dc\uac04 \uac1c\uc120: \ub0ae\uc740 \ub808\uc774\ud134\uc2dc\ub294 \uc2e4\uc2dc\uac04 \ucc98\ub9ac\ub97c \uc704\ud55c \ud544\uc218 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \uc131\ub2a5 \ucd5c\uc801\ud654 \uae30\ubc95<\/h2>\n
\uc5ec\ub7ec \uac00\uc9c0 \ucd5c\uc801\ud654 \uae30\ubc95 \uc911\uc5d0\uc11c\ub3c4 \ud504\ub8e8\ub2dd<\/strong>\uacfc \uc591\uc790\ud654<\/strong>\ub294 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n
3.1 \ud504\ub8e8\ub2dd (Pruning)<\/h3>\n
\ud504\ub8e8\ub2dd\uc740 \uc2e0\uacbd\ub9dd\uc5d0\uc11c \uc911\uc694\ub3c4\uac00 \ub0ae\uc740 \ub274\ub7f0\uc774\ub098 \uac00\uc911\uce58\ub97c \uc81c\uac70\ud558\uc5ec \ubaa8\ub378 \ud06c\uae30\ub97c \uc904\uc774\uace0 \uc5f0\uc0b0 \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ub450 \ub2e8\uacc4\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc0ac\uc804 \ud6c8\ub828<\/strong>: \ubaa8\ub378\uc744 \uc77c\ubc18\uc801\uc73c\ub85c \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\ud504\ub8e8\ub2dd \uc801\uc6a9<\/strong>: \uac01 \ub808\uc774\uc5b4\uc5d0\uc11c \uc911\uc694\ub3c4\uac00 \ub0ae\uc740 \ud30c\ub77c\ubbf8\ud130\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
\ud504\ub8e8\ub2dd\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ubaa8\ub378\uc758 \uacbd\ub7c9\ud654: \uc81c\uac70\ub41c \uac00\uc911\uce58\ub85c \uc778\ud574 \uba54\ubaa8\ub9ac\uc640 \uacc4\uc0b0\ub7c9\uc774 \uc904\uc5b4\ub4ed\ub2c8\ub2e4.<\/li>\n
\uc774\ud574\uc640 \ud574\uc11d\ub825 \ud5a5\uc0c1: \ub354 \uac04\uacb0\ud55c \ubaa8\ub378\uc740 \ubd84\uc11d\ud558\uae30 \uc26c\uc6cc\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.1.1 \ud504\ub8e8\ub2dd \uc608\uc81c \ucf54\ub4dc (Python)<\/h4>\n
\nimport torch<\/span>\nimport torch.nn.utils.prune as prune<\/span>\n\nclass SimpleModel(torch.nn.Module):<\/span>\n def __init__(self):<\/span>\n # \ubaa8\ub378 \uc815\uc758<\/span>\n super(SimpleModel, self).__init__()<\/span>\n self.conv1 = torch.nn.Conv2d(3, 16, kernel_size=3)<\/span>\n self.fc1 = torch.nn.Linear(16 * 6 * 6, 10)<\/span>\n\n def forward(self, x):<\/span>\n x = self.conv1(x)<\/span>\n x = x.view(x.size(0), -1)<\/span>\n x = self.fc1(x)<\/span>\n return x<\/span>\n\nmodel = SimpleModel()<\/span>\n# \ud504\ub8e8\ub2dd \uc801\uc6a9<\/span>\nprune.l1_unstructured(model.conv1, name=\"weight\", amount=0.3)<\/span>\n <\/pre>\n
\uc704 \ucf54\ub4dc\ub294 SimpleModel<\/code>\uc774\ub77c\ub294 \uac04\ub2e8\ud55c \ubaa8\ub378\uc744 \uc815\uc758\ud558\uace0, YOLO\uc758 \uccab \ubc88\uc9f8 \ud569\uc131 \uacf1 \ub808\uc774\uc5b4\uc5d0 L1 \ube44\uad6c\uc870\uc801 \ud504\ub8e8\ub2dd\uc744 \uc801\uc6a9\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. amount<\/code> \ud30c\ub77c\ubbf8\ud130\ub294 \uc81c\uac70\ud560 \uac00\uc911\uce58\uc758 \ube44\uc728\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/p>\n
3.2 \uc591\uc790\ud654 (Quantization)<\/h3>\n\uc591\uc790\ud654\ub294 \ubd80\ub3d9\uc18c\uc218\uc810 \uc218\uce58\ub97c \uc815\uc218\ub85c \ubcc0\ud658\ud558\uc5ec \ubaa8\ub378\uc758 \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uacfc \uacc4\uc0b0\ub7c9\uc744 \uc904\uc774\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ub429\ub2c8\ub2e4:<\/p>\n \n\uc804\ud1b5\uc801 \uc591\uc790\ud654<\/strong>: 32\ube44\ud2b8 \ubd80\ub3d9\uc18c\uc218\uc810 \uc218\uce58\ub97c 8\ube44\ud2b8 \uc815\uc218\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n \ub3d9\uc801 \uc591\uc790\ud654<\/strong>: \ubaa8\ub378\uc774 \uc2e4\ud589\ub418\ub294 \ub3d9\uc548 \uc190\uc2e4\uc774 \ubc1c\uc0dd\ud558\uc9c0 \uc54a\ub3c4\ub85d \uc2e4\uc2dc\uac04\uc73c\ub85c \uc591\uc790\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc591\uc790\ud654\uc758 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\ubaa8\ub378 \ud06c\uae30 \uac10\uc18c: \uba54\ubaa8\ub9ac \uc694\uad6c\uc0ac\ud56d\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n \uc18d\ub3c4 \ud5a5\uc0c1: \uc815\uc218 \uc5f0\uc0b0\uc774 \ubd80\ub3d9\uc18c\uc218\uc810 \uc5f0\uc0b0\ubcf4\ub2e4 \ube60\ub974\uae30 \ub54c\ubb38\uc5d0 \ucc98\ub9ac \uc18d\ub3c4\uac00 \uc99d\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n3.2.1 \uc591\uc790\ud654 \uc608\uc81c \ucf54\ub4dc (Python)<\/h4>\n\nimport torch<\/span>\nimport torch.quantization<\/span>\n\nmodel = SimpleModel()<\/span>\nmodel.eval()<\/span>\n\n# \uc591\uc790\ud654 \uc900\ube44<\/span>\nmodel.qconfig = torch.quantization.get_default_qconfig('fbgemm')<\/span>\ntorch.quantization.prepare(model, inplace=True)<\/span>\n\n# \uc591\uc790\ud654 \uc218\ud589<\/span>\ntorch.quantization.convert(model, inplace=True)<\/span>\n <\/pre>\n\uc704 \ucf54\ub4dc\ub294 \ubaa8\ub378\uc5d0 \ub300\ud574 \uae30\ubcf8 \uc591\uc790\ud654 \uad6c\uc131\uc73c\ub85c \uc591\uc790\ud654\ub97c \uc801\uc6a9\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. \ubaa8\ub378\uc774 \ud3c9\uac00 \ubaa8\ub4dc\ub85c \uc124\uc815\ub418\uba74, prepare<\/code> \ud568\uc218\ub85c \uc591\uc790\ud654 \uc900\ube44\ub97c \ud558\uace0, convert<\/code> \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc81c \uc591\uc790\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/p>\n 4. \uc2e4\uc81c YOLO \ubaa8\ub378\uc5d0\uc11c\uc758 \uc801\uc6a9<\/h2>\n\uc2e4\uc81c\ub85c YOLO \ubaa8\ub378\uc5d0\uc11c\ub3c4 \ud504\ub8e8\ub2dd\uacfc \uc591\uc790\ud654\ub97c \ud1b5\ud574 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \uc774\ub8f0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. YOLOv5\uc640 \uac19\uc740 \ucd5c\uc2e0 YOLO \ubcc0\ud615 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uae30\ubc95\uc744 \uc9c0\uc6d0\ud558\uba70, \ubaa8\ub378\uc758 \uacbd\ub7c9\ud654 \ubc0f \uc751\ub2f5\uc2dc\uac04 \uac1c\uc120\uc5d0 \ud070 \ud6a8\uacfc\ub97c \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n 4.1 YOLOv5\uc5d0\uc11c \ud504\ub8e8\ub2dd \ubc0f \uc591\uc790\ud654 \uc801\uc6a9<\/h3>\nYOLOv5\ub294 PyTorch \uae30\ubc18\uc758 \uad6c\ud604\uc73c\ub85c, \ud504\ub8e8\ub2dd\uacfc \uc591\uc790\ud654\uc758 \uc801\uc6a9\uc774 \uc6a9\uc774\ud569\ub2c8\ub2e4. GitHub\uc640 \ubb38\uc11c\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \uc608\uc81c\uc640 \ud568\uaed8 \uc791\uc5c5\uc744 \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 4.1.1 YOLOv5 \ud504\ub8e8\ub2dd \ucf54\ub4dc \uc608\uc81c<\/h4>\n\nimport torch<\/span>\nfrom models.experimental import attempt_load<\/span>\n\nmodel = attempt_load(\"yolov5s.pt\")<\/span>\n# \ud504\ub8e8\ub2dd \uc801\uc6a9<\/span>\nprune.l1_unstructured(model.model[0], name=\"weight\", amount=0.3)<\/span>\n <\/pre>\n4.1.2 YOLOv5 \uc591\uc790\ud654 \ucf54\ub4dc \uc608\uc81c<\/h4>\n\nmodel.eval()<\/span>\nmodel.qconfig = torch.quantization.get_default_qconfig('fbgemm')<\/span>\ntorch.quantization.prepare(model, inplace=True)<\/span>\ntorch.quantization.convert(model, inplace=True)<\/span>\n <\/pre>\n5. \uacb0\ub860<\/h2>\nYOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654 \ubc0f \uacbd\ub7c9\ud654\ub294 \uace0\ud574\uc0c1\ub3c4 \uc601\uc0c1\uc5d0\uc11c \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc218\ud589\ud560 \ub54c \ubc18\ub4dc\uc2dc \ud544\uc694\ud569\ub2c8\ub2e4. \ud504\ub8e8\ub2dd\uacfc \uc591\uc790\ud654 \uae30\ubc95\uc740 \uc774\ub97c \uac00\ub2a5\ud558\uac8c \ud558\ub294 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc774\uba70, \uc2e4\uc2dc\uac04 \ucc98\ub9ac\ub97c \uc704\ud55c \ud575\uc2ec \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc774\ub7ec\ud55c \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uace0 \uc608\uc81c \ucf54\ub4dc\ub97c \uc81c\uacf5\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 YOLO \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc788\uc5b4 \uc131\ub2a5 \ucd5c\uc801\ud654\uac00 \uc2dc\uae09\ud55c \ubb38\uc81c\uc784\uc744 \uc778\uc2dd\ud558\uace0, \uc9c0\uc18d\uc801\uc73c\ub85c \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \uc774\uc5b4\uac00\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n \n\u00a9 2023 YOLO Optimization. All Rights Reserved.<\/p>\n<\/footer>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ubaa8\ub378\ub85c, \uc601\uc0c1 \ub0b4 \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ud0d0\uc9c0\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, YOLO \ubaa8\ub378\uc740 \ud06c\uace0 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uacbd\ub7c9\ud654\uc640 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uae30\ubc95, \ud2b9\ud788 \ud504\ub8e8\ub2dd(Pruning)\uacfc \uc591\uc790\ud654(Quantization)\ub97c \uc911\uc2ec\uc73c\ub85c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. YOLO … \ub354 \ubcf4\uae30 “YOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization)”<\/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-38852","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO \ubaa8\ub378\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization) - \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\/38852\/\" \/>\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, \ubaa8\ub378 \uacbd\ub7c9\ud654 \ubc0f \ucd5c\uc801\ud654 \uae30\ubc95 (Pruning, Quantization) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once)\ub294 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ubaa8\ub378\ub85c, \uc601\uc0c1 \ub0b4 \uc5ec\ub7ec \uac1d\uccb4\ub97c \ub3d9\uc2dc\uc5d0 \ud0d0\uc9c0\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc, YOLO \ubaa8\ub378\uc740 \ud06c\uace0 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4 \uacbd\ub7c9\ud654\uc640 \uc131\ub2a5 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04 \ucc98\ub9ac \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uae30\ubc95, \ud2b9\ud788 \ud504\ub8e8\ub2dd(Pruning)\uacfc \uc591\uc790\ud654(Quantization)\ub97c \uc911\uc2ec\uc73c\ub85c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. 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3. \uc131\ub2a5 \ucd5c\uc801\ud654 \uae30\ubc95<\/h2>\n\uc5ec\ub7ec \uac00\uc9c0 \ucd5c\uc801\ud654 \uae30\ubc95 \uc911\uc5d0\uc11c\ub3c4 \ud504\ub8e8\ub2dd<\/strong>\uacfc \uc591\uc790\ud654<\/strong>\ub294 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n

3. \uc131\ub2a5 \ucd5c\uc801\ud654 \uae30\ubc95<\/h2>\n
\uc5ec\ub7ec \uac00\uc9c0 \ucd5c\uc801\ud654 \uae30\ubc95 \uc911\uc5d0\uc11c\ub3c4 \ud504\ub8e8\ub2dd<\/strong>\uacfc \uc591\uc790\ud654<\/strong>\ub294 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n