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YOLO\ub294 \uac1d\uccb4 \uac80\ucd9c\uc744 \uc704\ud574 \uc124\uacc4\ub41c \uc2e0\uacbd\ub9dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \uac1d\uccb4\ub97c\u2026","rel":"","context":""YOLO"\uc5d0\uc11c","block_context":{"text":"YOLO","link":"https:\/\/atmokpo.com\/w\/category\/yolo\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":38822,"url":"https:\/\/atmokpo.com\/w\/38822\/","url_meta":{"origin":38846,"position":2},"title":"OpenCV \uac15\uc88c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378 \ube44\uad50 \ubc0f \ud29c\ub2dd","author":"root","date":"2024\ub144 11\uc6d4 02\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: [\ub0a0\uc9dc] 1. OpenCV \uc18c\uac1c OpenCV(Open Source Computer Vision Library)\ub294 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\ub97c \uc704\ud55c \uc624\ud508 \uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc2e4\uc2dc\uac04 \ucef4\ud4e8\ud130 \ube44\uc804 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc758 \uac1c\ubc1c\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. C++, Python, Java \ub4f1 \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\ub85c Python\uacfc \ud568\uaed8 OpenCV\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc744 \ube44\uad50\ud558\uace0 \ud29c\ub2dd\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":""OpenCV"\uc5d0\uc11c","block_context":{"text":"OpenCV","link":"https:\/\/atmokpo.com\/w\/category\/opencv\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":38752,"url":"https:\/\/atmokpo.com\/w\/38752\/","url_meta":{"origin":38846,"position":3},"title":"OpenCV \uac15\uc88c, Canny Edge Detection \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\ubc95","author":"root","date":"2024\ub144 11\uc6d4 02\uc77c","format":false,"excerpt":"2023\ub144 10\uc6d4 7\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. Canny Edge Detection\uc774\ub780? Canny Edge Detection\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uacbd\uacc4\ub97c \uac80\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uc874 \ub9e5\uce90\ubc14\ub2c8\uac00 \uac1c\ubc1c\ud558\uc600\uc73c\uba70, \ub6f0\uc5b4\ub09c \uc131\ub2a5\uacfc \uc800\ud56d\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. Canny Edge Detection\uc740 \uc774\ub7ec\ud55c \uacfc\uc815\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0 \ubd84\uc11d \ubc0f \uac1d\uccb4 \uac10\uc9c0\uc5d0 \ud544\uc218\uc801\uc778 \uacbd\uacc4\ub97c \uc815\ud655\ud558\uac8c \ud0d0\uc9c0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744\u2026","rel":"","context":""OpenCV"\uc5d0\uc11c","block_context":{"text":"OpenCV","link":"https:\/\/atmokpo.com\/w\/category\/opencv\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":30000,"url":"https:\/\/atmokpo.com\/w\/30000\/","url_meta":{"origin":38846,"position":4},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: [\ub0a0\uc9dc] 1. \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1(SPP)\uc774\ub780? \uacf5\uac04 \ud53c\ub77c\ubbf8\ub4dc \ud480\ub9c1(SPP, Spatial Pyramid Pooling)\uc740 \uc774\ubbf8\uc9c0 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \ube44\uc804 \ud0dc\uc2a4\ud06c\uc758 \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \uace0\uc815\ub41c \ud06c\uae30\uc758 \uc785\ub825\uc744 \ud544\uc694\ub85c \ud558\uc9c0\ub9cc, SPP\ub294 \ubcc0\ub3d9\ud558\ub294 \ud06c\uae30\uc758 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc744 \uc218 \uc788\ub294 \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 SPP\uac00 \uc785\ub825 \uc774\ubbf8\uc9c0\uc758 \ud06c\uae30\ub97c \uc5ec\ub7ec \uacb9\uc73c\ub85c \ub098\ub204\ub294\u2026","rel":"","context":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\uc5d0\uc11c","block_context":{"text":"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c","link":"https:\/\/atmokpo.com\/w\/category\/%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29291,"url":"https:\/\/atmokpo.com\/w\/29291\/","url_meta":{"origin":38846,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc804\uc774\ud559\uc2b5 \uc801\uc740 \ub370\uc774\ud130\ub85c \ub354 \ube60\ub978 \ud6c8\ub828","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38846","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=38846"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38846\/revisions"}],"predecessor-version":[{"id":38847,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/38846\/revisions\/38847"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=38846"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=38846"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=38846"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":38846,"date":"2024-11-02T01:39:32","date_gmt":"2024-11-02T01:39:32","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=38846"},"modified":"2024-11-26T06:43:12","modified_gmt":"2024-11-26T06:43:12","slug":"yolo-%eb%aa%a8%eb%8d%b8%ec%9d%98-%ed%8c%8c%eb%9d%bc%eb%af%b8%ed%84%b0-%ed%8a%9c%eb%8b%9d-%eb%b0%b0%ec%b9%98-%ed%81%ac%ea%b8%b0-%eb%b0%8f-%ec%9e%85%eb%a0%a5-%ec%9d%b4%eb%af%b8%ec%a7%80-%ed%81%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/38846\/","title":{"rendered":"YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654"},"content":{"rendered":"

<\/p>\n

YOLO(You Only Look Once) \ubaa8\ub378\uc740 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uac00 \ub192\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO \ubaa8\ub378\uc740 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ud55c\ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \ube60\ub974\uace0 \uc815\ud655\ud55c \ud0d0\uc9c0\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ub04c\uc5b4\ub0b4\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30(batch size) \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30(input image size) \uc870\uc815\uc774 \uc131\ub2a5\uc5d0 \ubbf8\uce58\ub294 \ubcc0\ud654\uc5d0 \ub300\ud558\uc5ec \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. YOLO \ubaa8\ub378 \uc18c\uac1c<\/h2>\n
YOLO\ub294 \uac1d\uccb4 \ud0d0\uc9c0\ub97c \uc704\ud55c CNN(Convolutional Neural Network) \ubaa8\ub378\ub85c, \uc774\ubbf8\uc9c0 \uc804\uccb4\ub97c \ud55c \ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud569\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc740 \uc774\ubbf8\uc9c0\ub97c \uc5ec\ub7ec \uac1c\uc758 \ud328\uce58\ub85c \ub098\ub204\uc5b4 \uac01 \ud328\uce58\ub97c \uac1c\ubcc4\uc801\uc73c\ub85c \ubd84\uc11d\ud558\ub294 \ubc18\uba74, YOLO\ub294 \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c \ub2e8\uc77c \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \ucc98\ub9ac\ud568\uc73c\ub85c\uc368 \uc18d\ub3c4\ub97c \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4. YOLO\ub294 \ud1b5\uc0c1\uc801\uc73c\ub85c \uba87 \uac00\uc9c0 \uc8fc\uc694 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n

1.1 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c<\/h3>\n

\ub124\ud2b8\uc6cc\ud06c \uc544\ud0a4\ud14d\ucc98:<\/strong> YOLO\ub294 \ub2e8\uc77c CNN\uc73c\ub85c \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4\ub97c \ud0d0\uc9c0\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c Darknet\uc774\ub77c\ub294 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\ud604\ub429\ub2c8\ub2e4.<\/li>\n
\ucd9c\ub825:<\/strong> YOLO\ub294 \ubc14\uc6b4\ub529 \ubc15\uc2a4\uc640 \ud074\ub798\uc2a4 \ud655\ub960\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \ucd9c\ub825\uc740 \ubc14\uc6b4\ub529 \ubc15\uc2a4 \uc88c\ud45c, \uc2e0\ub8b0\ub3c4 \uc810\uc218 \ubc0f \uac1d\uccb4 \ud074\ub798\uc2a4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n

\uc190\uc2e4 \ud568\uc218:<\/strong> YOLO\ub294 \ubc14\uc6b4\ub529 \ubc15\uc2a4 \ud68c\uadc0 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ud2b9\uc815 \uc190\uc2e4 \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h2>\n
YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \uc8fc\uc694 \ud30c\ub77c\ubbf8\ud130\uc640 \uadf8 \uc870\uc815 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \ud559\uc2b5\ub960 (Learning Rate)<\/h3>\n
\ud559\uc2b5\ub960\uc740 \ubaa8\ub378\uc774 \ub9e4 \ub2e8\uacc4\uc5d0\uc11c \uc5bc\ub9c8\ub098 \ud070 \ubcc0\ud654\ub97c \ud5c8\uc6a9\ud560\uc9c0\ub97c \uacb0\uc815\ud558\ub294 \uc911\uc694\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\uc785\ub2c8\ub2e4. \ud559\uc2b5\ub960\uc774 \ub108\ubb34 \ud074 \uacbd\uc6b0 \ubaa8\ub378\uc774 \ucd5c\uc801\uc758 Solution\uc744 \ub193\uce60 \uc218 \uc788\uc73c\uba70, \ub108\ubb34 \uc791\uc744 \uacbd\uc6b0 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ub290\ub824\uc9c0\uac8c \ub429\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud559\uc2b5\ub960\uc744 \ucd08\uae30\uc5d0\ub294 \ud06c\uac8c \uc124\uc815 \ud6c4 \uc810\uc9c4\uc801\uc73c\ub85c \uc904\uc5ec\uac00\ub294 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
import torch.optim as optim\n\n# Optimizer \uc124\uc815\noptimizer = optim.Adam(model.parameters(), lr=0.001)\n\n# \ud559\uc2b5\ub960 \uc870\uc815\nfor epoch in range(num_epochs):\n # learning_rate schedule\n for param_group in optimizer.param_groups:\n param_group['lr'] = initial_lr * (0.1 ** (epoch \/\/ 30))<\/code><\/pre>\n2.2 \ubc30\uce58 \ud06c\uae30 (Batch Size)<\/h3>\n\ubc30\uce58 \ud06c\uae30\ub294 \ud55c \ubc88\uc758 \uc5c5\ub370\uc774\ud2b8\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uc0d8\ud50c\uc758 \uc218\uc785\ub2c8\ub2e4. \uc791\uc740 \ubc30\uce58 \ud06c\uae30\ub294 \uc790\uc8fc \uc5c5\ub370\uc774\ud2b8\ud558\uc5ec \ub354 \uc138\ubc00\ud55c \uc870\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uc9c0\ub9cc \uc2dc\uac04\uc774 \ub354 \uac78\ub9b0\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \ud070 \ubc30\uce58 \ud06c\uae30\ub294 GPU \uba54\ubaa8\ub9ac \uc0ac\uc6a9\ub7c9\uc744 \uc99d\uac00\uc2dc\ud0a4\uba70 \uacc4\uc0b0 \uc18d\ub3c4\ub97c \ub192\uc774\ub294 \ubc18\uba74, \ucd5c\uc801\ud654\uc5d0 \ub300\ud55c \uc815\ubc00\ub3c4\uac00 \ub0ae\uc544\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \ubc30\uce58 \ud06c\uae30 \uc124\uc815\uc5d0 \ub530\ub974\ub294 \uc131\ub2a5 \ud5a5\uc0c1\uc744 \uc704\ud574\uc11c\ub294 \ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \ubc30\uce58 \ud06c\uae30\ub97c \ucc3e\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n 3. \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815<\/h2>\n\uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\ub294 YOLO \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc694\uc18c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c YOLO\ub294 416×416, 608×608\uc640 \uac19\uc740 \uc815\uc0ac\uac01\ud615 \ud06c\uae30\uc758 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc2b5\ub2c8\ub2e4. \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\uc5d0 \ub530\ub77c \ud0d0\uc9c0 \uc131\ub2a5\uacfc \uc18d\ub3c4\uac00 \ub2ec\ub77c\uc9c0\uac8c \ub429\ub2c8\ub2e4.<\/p>\n 3.1 \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\uc640 \uc131\ub2a5 \uad00\uacc4<\/h3>\n\uc785\ub825 \uc774\ubbf8\uc9c0\uc758 \ud06c\uae30\uac00 \ucee4\uc9c8\uc218\ub85d \uc5ec\ub7ec \uc791\uc740 \uac1d\uccb4\ub4e4\uc744 \ub354 \uc798 \ud0d0\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774 \uacbd\uc6b0 \ubaa8\ub378\uc758 \uacc4\uc0b0 \ube44\uc6a9\uc774 \uc99d\uac00\ud558\uac8c \ub418\uc5b4 \ucc98\ub9ac \uc18d\ub3c4\uac00 \uac10\uc18c\ud558\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\ub300\ub85c, \uc791\uc740 \uc785\ub825 \ud06c\uae30\ub294 \uc18d\ub3c4\ub97c \ub192\uc774\uc9c0\ub9cc \uac1d\uccb4 \ud0d0\uc9c0\uc758 \uc815\ubc00\ub3c4\uac00 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n from models import Model\n\n# YOLO \ubaa8\ub378 \uc0dd\uc131\nmodel = Model(\"cfg\/yolov3.cfg\", \"weights\/yolov3.weights\")\nmodel.eval()\n\n# \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc124\uc815\ninput_size = (416, 416)\nimage = preprocess_image(image_path, input_size)\noutput = model(image.unsqueeze(0))<\/code><\/pre>\n3.2 \uc2e4\ud5d8 \uc608\uc81c<\/h3>\n\uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\uc640 \ubc30\uce58 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654\ub97c \uc2e4\ud5d8\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n import numpy as np\nimport time\n\n# \uc131\ub2a5 \ubcc0\ud654\ub97c \uae30\ub85d\ud558\uae30 \uc704\ud55c \ub9ac\uc2a4\ud2b8\nresults = []\n\nfor batch_size in [1, 8, 16]:\n for input_size in [416, 608]:\n model.eval()\n \n # \ud14c\uc2a4\ud2b8 \uc774\ubbf8\uc9c0 \uc900\ube44\n test_images = [preprocess_image(image_path, (input_size, input_size)) for _ in range(batch_size)]\n input_tensor = torch.stack(test_images)\n\n # \uc2dc\uac04 \uce21\uc815 \uc2dc\uc791\n start_time = time.time()\n with torch.no_grad():\n output = model(input_tensor)\n elapsed_time = time.time() - start_time\n\n # \uae30\ub85d\n results.append((batch_size, input_size, elapsed_time))\n\n# \uacb0\uacfc \ucd9c\ub825\nfor batch_size, input_size, elapsed_time in results:\n print(f\"Batch Size: {batch_size}, Input Size: {input_size}, Time: {elapsed_time:.2f}s\")<\/code><\/pre>\n4. \uc131\ub2a5 \ubd84\uc11d<\/h2>\n\uc704\uc758 \ucf54\ub4dc\ub97c \ud1b5\ud574 \ubc30\uce58 \ud06c\uae30\uc640 \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\ub97c \ubcc0\ud654\uc2dc\ud0a4\uba70 \uc131\ub2a5\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacb0\uacfc\uc801\uc73c\ub85c \ub2e4\uc591\ud55c \uc870\ud569\uc744 \ud1b5\ud574 YOLO \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \ub3d9\uc791\ud558\ub294\uc9c0\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc131\ub2a5 \ubd84\uc11d \uc2dc \uace0\ub824\ud560 \uc0ac\ud56d\uc740 \uc544\ub798\uc640 \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uad50\ucc28 \uac80\uc99d\uc744 \ud1b5\ud574 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n \uac01 \ubc30\uce58 \ud06c\uae30\uc640 \uc785\ub825 \ud06c\uae30\uc5d0\uc11c\uc758 \uc815\ud655\ub3c4 \ubc0f \ucc98\ub9ac \uc18d\ub3c4\ub97c \ube44\uad50\ud569\ub2c8\ub2e4.<\/li>\n \ucd5c\uc801\uc758 \uc870\ud569\uc744 \ucc3e\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc2dc\ud5d8\ud574\ubcf4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n5. \uacb0\ub860<\/h2>\nYOLO \ubaa8\ub378\uc740 \uac15\ub825\ud55c \uac1d\uccb4 \ud0d0\uc9c0 \uc131\ub2a5\uc744 \uc81c\uacf5\ud558\uc9c0\ub9cc, \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \ud29c\ub2dd\ud558\uace0 \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30\ub97c \uc870\uc815\ud588\uc744 \ub54c \uc131\ub2a5 \ubcc0\ud654\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \uc124\uc815\uc744 \ucc3e\uc544\uc57c \ud558\uba70, \uc774\ub97c \ud1b5\ud574 YOLO\uc758 \uc7a0\uc7ac\ub825\uc744 \ucd5c\ub300\ud55c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 6. \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nRedmon, J., & Farhadi, A. (2018). YOLOv3: An Incremental Improvement.<\/li>\n Darknet: https:\/\/pjreddie.com\/darknet\/<\/a><\/li>\n PyTorch: https:\/\/pytorch.org\/<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"YOLO(You Only Look Once) \ubaa8\ub378\uc740 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uac00 \ub192\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO \ubaa8\ub378\uc740 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ud55c\ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \ube60\ub974\uace0 \uc815\ud655\ud55c \ud0d0\uc9c0\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ub04c\uc5b4\ub0b4\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30(batch size) \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30(input image size) \uc870\uc815\uc774 \uc131\ub2a5\uc5d0 \ubbf8\uce58\ub294 \ubcc0\ud654\uc5d0 \ub300\ud558\uc5ec … \ub354 \ubcf4\uae30 “YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654”<\/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-38846","post","type-post","status-publish","format-standard","hentry","category-yolo"],"yoast_head":"\nYOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654 - \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\/38846\/\" \/>\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 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"YOLO(You Only Look Once) \ubaa8\ub378\uc740 \uac1d\uccb4 \ud0d0\uc9c0 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uac00 \ub192\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. YOLO \ubaa8\ub378\uc740 \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c \ud55c\ubc88\uc5d0 \ucc98\ub9ac\ud558\uc5ec \ube60\ub974\uace0 \uc815\ud655\ud55c \ud0d0\uc9c0\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \ub04c\uc5b4\ub0b4\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30(batch size) \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30(input image size) \uc870\uc815\uc774 \uc131\ub2a5\uc5d0 \ubbf8\uce58\ub294 \ubcc0\ud654\uc5d0 \ub300\ud558\uc5ec … \ub354 \ubcf4\uae30 "YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/38846\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-11-02T01:39:32+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:43:12+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/38846\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38846\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654\",\"datePublished\":\"2024-11-02T01:39:32+00:00\",\"dateModified\":\"2024-11-26T06:43:12+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/38846\/\"},\"wordCount\":59,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"YOLO\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/38846\/\",\"url\":\"https:\/\/atmokpo.com\/w\/38846\/\",\"name\":\"YOLO \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \ubc30\uce58 \ud06c\uae30 \ubc0f \uc785\ub825 \uc774\ubbf8\uc9c0 \ud06c\uae30 \uc870\uc815\uc5d0 \ub530\ub978 \uc131\ub2a5 \ubcc0\ud654 - 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YOLO\ub294 \uac1d\uccb4 \uac80\ucd9c\uc744 \uc704\ud574 \uc124\uacc4\ub41c \uc2e0\uacbd\ub9dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \uac1d\uccb4\ub97c\u2026","rel":"","context":""YOLO"\uc5d0\uc11c","block_context":{"text":"YOLO","link":"https:\/\/atmokpo.com\/w\/category\/yolo\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":38822,"url":"https:\/\/atmokpo.com\/w\/38822\/","url_meta":{"origin":38846,"position":2},"title":"OpenCV \uac15\uc88c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378 \ube44\uad50 \ubc0f \ud29c\ub2dd","author":"root","date":"2024\ub144 11\uc6d4 02\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: [\ub0a0\uc9dc] 1. 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C++, Python, Java \ub4f1 \ub2e4\uc591\ud55c \uc5b8\uc5b4\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\ub85c Python\uacfc \ud568\uaed8 OpenCV\ub97c \ud65c\uc6a9\ud55c \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc744 \ube44\uad50\ud558\uace0 \ud29c\ub2dd\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 2.\u2026","rel":"","context":""OpenCV"\uc5d0\uc11c","block_context":{"text":"OpenCV","link":"https:\/\/atmokpo.com\/w\/category\/opencv\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":38752,"url":"https:\/\/atmokpo.com\/w\/38752\/","url_meta":{"origin":38846,"position":3},"title":"OpenCV \uac15\uc88c, Canny Edge Detection \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\ubc95","author":"root","date":"2024\ub144 11\uc6d4 02\uc77c","format":false,"excerpt":"2023\ub144 10\uc6d4 7\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. Canny Edge Detection\uc774\ub780? Canny Edge Detection\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uacbd\uacc4\ub97c \uac80\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc774 \uc54c\uace0\ub9ac\uc998\uc740 \uc874 \ub9e5\uce90\ubc14\ub2c8\uac00 \uac1c\ubc1c\ud558\uc600\uc73c\uba70, \ub6f0\uc5b4\ub09c \uc131\ub2a5\uacfc \uc800\ud56d\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4. 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