{"id":29906,"date":"2024-10-28T03:18:36","date_gmt":"2024-10-28T03:18:36","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29906"},"modified":"2024-11-26T06:50:53","modified_gmt":"2024-11-26T06:50:53","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c-fast-r-cnn","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29906\/","title":{"rendered":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN"},"content":{"rendered":"<p><body><\/p>\n<p>\n    Fast R-CNN\uc740 \uac1d\uccb4 \uac10\uc9c0(object detection) \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. R-CNN(Regions with CNN features)\uc774\ub77c\ub294 \uae30\ubc95\uc758 \uac1c\uc120\ub41c \ubc84\uc804\uc73c\ub85c, \uc18d\ub3c4\ub97c \ub300\ud3ed \ud5a5\uc0c1\uc2dc\ud0b4\uacfc \ub3d9\uc2dc\uc5d0 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uace0\uc790 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Fast R-CNN\uc758 \uae30\ubcf8 \uac1c\ub150, \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c \ubc0f \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c \uc2e4\uc2b5 \uc608\uc81c\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n<h2>1. Fast R-CNN \uac1c\uc694<\/h2>\n<p>\n    Fast R-CNN\uc740 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uac01\uac01\uc758 \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0, \uac01\uac01\uc758 \uac1d\uccb4\uc5d0 \ub300\ud574 \uacbd\uacc4 \uc0c1\uc790(bounding box)\ub97c \ucd9c\ub825\ud558\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. Fast R-CNN\uc758 \ud575\uc2ec \uc544\uc774\ub514\uc5b4\ub294 \uc804\uccb4 \uc774\ubbf8\uc9c0\ub97c CNN(Convolutional Neural Network)\uc5d0 \ud55c \ubc88\ub9cc \ud1b5\uacfc\uc2dc\ud0a4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 R-CNN\uc774 \uac00\uc9c0\uace0 \uc788\ub358 \ub290\ub9b0 \uc18d\ub3c4\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud569\ub2c8\ub2e4.\n<\/p>\n<h3>1.1. Fast R-CNN\uc758 \ud2b9\uc9d5<\/h3>\n<ul>\n<li>\uc804\uc5ed \ud53c\uccd0 \ub9f5(global feature map): \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c CNN\uc744 \ud1b5\ud574 \ud55c\ubc88 \ucc98\ub9ac\ud558\uc5ec \uc804\uccb4\uc801\uc778 \ud53c\uccd0 \ub9f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>RoI \ud480\ub9c1(Region of Interest pooling): \uac1d\uccb4 \ud6c4\ubcf4 \uc601\uc5ed\uc5d0 \ub300\ud574 \uace0\uc815\ub41c \ud06c\uae30\uc758 \ud53c\uccd0\ub97c \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li>Fast learning: SGD(Stochastic Gradient Descent)\uc640 end-to-end \ud559\uc2b5 \ubc29\uc2dd\uc73c\ub85c \ube60\ub978 \uc9c4\ud589 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<li>Softmax Classification: \uac1d\uccb4\uc758 \uc885\ub958\ub97c \ubd84\ub958\ud558\uace0, \uacbd\uacc4 \uc0c1\uc790\ub97c \ubcf4\uc815\ud558\ub294 \ub450 \uac00\uc9c0 \ucd9c\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. Fast R-CNN \uad6c\uc870<\/h2>\n<p>\n    Fast R-CNN\uc740 \ud06c\uac8c \ub124 \uac00\uc9c0 \ub2e8\uacc4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uccab \ubc88\uc9f8\ub294 CNN\uc744 \ud1b5\ud574 \ud53c\uccd0 \ub9f5\uc744 \uc0dd\uc131\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \ub450 \ubc88\uc9f8\ub294 \ud6c4\ubcf4 \uc601\uc5ed\uc744 \ucd94\ucd9c\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc138 \ubc88\uc9f8\ub294 \uac01 \ud6c4\ubcf4 \uc601\uc5ed\uc5d0 \ub300\ud574 RoI \ud480\ub9c1\uc744 \uc218\ud589\ud558\uc5ec \uace0\uc815 \ud06c\uae30\uc758 \ud53c\uccd0\ub97c \uc0dd\uc131\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \ub9c8\uc9c0\ub9c9\uc73c\ub85c\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud074\ub798\uc2dc\ud53c\ucf00\uc774\uc158 \ubc0f \uacbd\uacc4 \ubc15\uc2a4 \ud68c\uadc0\ub97c \ud1b5\ud55c \ucd5c\uc885 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.\n<\/p>\n<h3>2.1. CNN\uc744 \ud1b5\ud55c Feature Map \uc0dd\uc131<\/h3>\n<p>\n    \uc785\ub825 \uc774\ubbf8\uc9c0\ub97c CNN\uc744 \ud1b5\uacfc\uc2dc\ucf1c \ud53c\uccd0 \ub9f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c VGG16\uc774\ub098 ResNet\uacfc \uac19\uc740 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.\n<\/p>\n<h3>2.2. \ud6c4\ubcf4 \uc601\uc5ed(Region Proposal) \ucd94\ucd9c<\/h3>\n<p>\n    Fast R-CNN\uc740 Selective Search\uc640 \uac19\uc740 \ubc29\ubc95(Region Proposal Network\ub294 \uc544\ub2d9\ub2c8\ub2e4.)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud6c4\ubcf4 \uc601\uc5ed\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774 \ud6c4\ubcf4 \uc601\uc5ed\uc740 \ud6c4\uc18d \ub2e8\uacc4\uc5d0\uc11c RoI \ud480\ub9c1\uc744 \ud1b5\ud574 \uace0\uc815\ub41c \ud06c\uae30\uc758 \ud53c\uccd0 \ubca1\ud130\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4.\n<\/p>\n<h3>2.3. RoI \ud480\ub9c1<\/h3>\n<p>\n    RoI \ud480\ub9c1 \ub2e8\uacc4\uc5d0\uc11c\ub294 \ud6c4\ubcf4 \uc601\uc5ed\uc5d0 \ud574\ub2f9\ud558\ub294 \ud53c\uccd0 \ub9f5\uc744 \uace0\uc815\ub41c \ud06c\uae30\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc591\ud55c \ud06c\uae30\uc758 \uc601\uc5ed\uc744 \ub3d9\uc77c\ud55c \ud06c\uae30\uc758 \ud150\uc11c\ub85c \ubcc0\ud658\ud558\uc5ec \ub124\ud2b8\uc6cc\ud06c\uac00 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.\n<\/p>\n<h3>2.4. \ucd5c\uc885 Classification \ubc0f Bounding Box \ud68c\uadc0<\/h3>\n<p>\n    \ub9c8\uc9c0\ub9c9\uc73c\ub85c, RoI \ud480\ub9c1\uc744 \ud1b5\ud574 \uc0dd\uc131\ub41c \ud53c\uccd0\ub294 \ub450 \uac1c\uc758 \ubcc4\ub3c4\uc758 Fully Connected Layer\ub97c \ud1b5\uacfc\ud558\uac8c \ub429\ub2c8\ub2e4. \ud558\ub098\ub294 \ud074\ub798\uc2a4 \uc608\uce21\uc744 \uc704\ud55c Softmax Layer\uc774\uba70, \ub2e4\ub978 \ud558\ub098\ub294 \uacbd\uacc4 \uc0c1\uc790\ub97c \uc870\uc815\ud558\ub294 \ud68c\uadc0 \ub808\uc774\uc5b4\uc785\ub2c8\ub2e4.\n<\/p>\n<h2>3. Fast R-CNN \uad6c\ud604<\/h2>\n<p>\n    \uc774\uc81c Fast R-CNN\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud588\uc73c\ub2c8, \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uae30\ubcf8\uc801\uc778 Fast R-CNN \ubaa8\ub378\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc758 \ucf54\ub4dc\ub294 Fast R-CNN\uc758 \uae30\ubcf8 \uad6c\uc870\ub97c \uad6c\uc131\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4.\n<\/p>\n<h3>3.1. \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n<pre>\n<\/pre>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Fast R-CNN\uc740 \uac1d\uccb4 \uac10\uc9c0(object detection) \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. R-CNN(Regions with CNN features)\uc774\ub77c\ub294 \uae30\ubc95\uc758 \uac1c\uc120\ub41c \ubc84\uc804\uc73c\ub85c, \uc18d\ub3c4\ub97c \ub300\ud3ed \ud5a5\uc0c1\uc2dc\ud0b4\uacfc \ub3d9\uc2dc\uc5d0 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uace0\uc790 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Fast R-CNN\uc758 \uae30\ubcf8 \uac1c\ub150, \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c \ubc0f \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c \uc2e4\uc2b5 \uc608\uc81c\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. Fast R-CNN \uac1c\uc694 Fast R-CNN\uc740 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uac01\uac01\uc758 \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0, \uac01\uac01\uc758 \uac1d\uccb4\uc5d0 \ub300\ud574 \uacbd\uacc4 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29906\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN&#8221;<\/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":[33],"tags":[],"class_list":["post-29906","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN - \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\/29906\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"Fast R-CNN\uc740 \uac1d\uccb4 \uac10\uc9c0(object detection) \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. R-CNN(Regions with CNN features)\uc774\ub77c\ub294 \uae30\ubc95\uc758 \uac1c\uc120\ub41c \ubc84\uc804\uc73c\ub85c, \uc18d\ub3c4\ub97c \ub300\ud3ed \ud5a5\uc0c1\uc2dc\ud0b4\uacfc \ub3d9\uc2dc\uc5d0 \uc815\ud655\ub3c4\ub97c \uc720\uc9c0\ud558\uace0\uc790 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Fast R-CNN\uc758 \uae30\ubcf8 \uac1c\ub150, \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c \ubc0f \ud30c\uc774\ud1a0\uce58\ub97c \uc774\uc6a9\ud55c \uc2e4\uc2b5 \uc608\uc81c\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. Fast R-CNN \uac1c\uc694 Fast R-CNN\uc740 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uac01\uac01\uc758 \uac1d\uccb4\ub97c \uac10\uc9c0\ud558\uace0, \uac01\uac01\uc758 \uac1d\uccb4\uc5d0 \ub300\ud574 \uacbd\uacc4 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29906\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:18:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:50:53+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<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29906\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29906\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN\",\"datePublished\":\"2024-10-28T03:18:36+00:00\",\"dateModified\":\"2024-11-26T06:50:53+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29906\/\"},\"wordCount\":87,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29906\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29906\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, Fast R-CNN - 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