\ub514\ucf54\ub529 \ub2e8\uacc4<\/strong>: \uc7a0\uc7ac \uacf5\uac04\uc758 \ubca1\ud130\ub97c \uc785\ub825 \uc774\ubbf8\uc9c0\uc640 \ub3d9\uc77c\ud55c \ud06c\uae30\ub85c \ubcf5\uc6d0\ud569\ub2c8\ub2e4.\n <\/li>\n<\/ol>\n4. \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\ub97c \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h2>\n
\n \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uae08\uc735 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uc5ec \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c
\n \uc720\uc6a9\ud558\uac8c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uac00\uaca9 \ucc28\ud2b8 \ub370\uc774\ud130\ub97c \uc774\ubbf8\uc9c0 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec
\n \uc774 \ubaa8\ub378\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.1. \ub370\uc774\ud130 \uc900\ube44<\/h3>\n
\n \uae08\uc735 \ub370\uc774\ud130\ub294 \ubcf4\ud1b5 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub85c \uc81c\uacf5\ub418\uc9c0\ub9cc, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\uc5d0 \uc785\ub825\ud558\uae30 \uc704\ud574
\n \uc774\ubbf8\uc9c0\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacfc\uac70 N\uc77c\uac04\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c
\n \uce94\ub4e4 \ucc28\ud2b8 \ud615\ud0dc\ub85c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.2. \ubaa8\ub378 \uad6c\ucd95<\/h3>\n
\n \ud30c\uc774\uc36c\uacfc \ud150\uc11c\ud50c\ub85c(TensorFlow)\ub97c \ud65c\uc6a9\ud55c \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378 \uad6c\ucd95 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n <\/p>\n
import tensorflow as tf\nfrom tensorflow.keras import layers, models\n\ndef build_cae(input_shape):\n # \uc778\ucf54\ub354 \ubd80\ubd84\n input_img = layers.Input(shape=input_shape)\n x = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(input_img)\n x = layers.MaxPooling2D((2, 2), padding='same')(x)\n x = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(x)\n encoded = layers.MaxPooling2D((2, 2), padding='same')(x)\n\n # \ub514\ucf54\ub354 \ubd80\ubd84\n x = layers.Conv2D(16, (3, 3), activation='relu', padding='same')(encoded)\n x = layers.UpSampling2D((2, 2))(x)\n x = layers.Conv2D(32, (3, 3), activation='relu', padding='same')(x)\n x = layers.UpSampling2D((2, 2))(x)\n decoded = layers.Conv2D(1, (3, 3), activation='sigmoid', padding='same')(x)\n\n cae = models.Model(input_img, decoded)\n cae.compile(optimizer='adam', loss='mean_squared_error')\n return cae\n\nmodel = build_cae((64, 64, 1))\n <\/code><\/pre>\n4.3. \ubaa8\ub378 \ud559\uc2b5<\/h3>\n
\n \ud559\uc2b5 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uc815\uc0c1\uc801\uc778 \uac70\ub798 \ud328\ud134\uc744 \ud3ec\ud568\ud574\uc57c \ud558\uba70, \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a8 \ud6c4
\n \uac80\uc99d \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.\n <\/p>\n
4.4. \ubaa8\ub378 \uc801\uc6a9<\/h3>\n
\n \ud559\uc2b5 \uc644\ub8cc\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uac00\uaca9 \ucc28\ud2b8\ub97c \uc778\ucf54\ub529\ud558\uace0, \uc7ac\uad6c\uc131\ub41c \ucc28\ud2b8\ub97c \ubd84\uc11d\ud558\uc5ec
\n \uc774\uc0c1 \ud328\ud134\uc744 \ud0d0\uc9c0\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc790\ub3d9 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5. \ubaa8\ub378 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h2>\n
\n \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc131\ub2a5\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc9c0\ud45c\ub85c \ud3c9\uac00\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \ub300\ud45c\uc801\uc73c\ub85c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE), \uc815\ud655\ub3c4(Accuracy), \uc815\ubc00\ub3c4(Precision) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n- \nMSE<\/strong>: \uc6d0\ub798 \ub370\uc774\ud130\uc640 \ubcf5\uc6d0\ub41c \ub370\uc774\ud130 \uac04\uc758 \ucc28\uc774\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.\n <\/li>\n
- \n\uc815\ud655\ub3c4<\/strong>: \ud2b8\ub808\uc774\ub529 \uc2e0\ud638\uc758 \uc62c\ubc14\ub978 \uc608\uce21 \ube44\uc728\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.\n <\/li>\n
- \n\uc815\ubc00\ub3c4<\/strong>: \uc2e4\uc81c \uac70\ub798 \uc2e0\ud638\uc640 \ubaa8\ub378\uc758 \uc608\uce21 \uac04\uc758 \uc77c\uce58 \uc815\ub3c4\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.\n <\/li>\n<\/ul>\n
6. \uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud070 \ubcc0\ud654\ub97c \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\ub294 \ub370\uc774\ud130\uc758 \ucc28\uc6d0 \ucd95\uc18c\uc640 \ud2b9\uc9d5 \ucd94\ucd9c\uc744 \ud1b5\ud574 \ud6a8\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc2e0\ud638 \uc0dd\uc131\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.
\n \uc774\ub97c \ud1b5\ud574 \ud22c\uc790\uc790\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \ub354 \ub098\uc740 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc55e\uc73c\ub85c\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uae08\uc735\uc2dc\uc7a5\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc62c \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.\n <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud22c\uc790 \uacb0\uc815\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc790\ub3d9 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \uc77c\ud658\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \ud65c\uc6a9\ubc95\uacfc \ud2b9\ud788 \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354(Convolutional Autoencoder, CAE)\uc758 \uc801\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc2dc\uc2a4\ud15c\uc774 \ub370\uc774\ud130\ub97c … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354”<\/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":[29],"tags":[],"class_list":["post-29479","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354 - \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\/29479\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud22c\uc790 \uacb0\uc815\uc740 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud328\ud134\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ub2a5\ub825\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \ud328\ud134\uc744 \ubd84\uc11d\ud558\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc790\ub3d9 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc758 \uc77c\ud658\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \ud65c\uc6a9\ubc95\uacfc \ud2b9\ud788 \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354(Convolutional Autoencoder, CAE)\uc758 \uc801\uc6a9\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc2dc\uc2a4\ud15c\uc774 \ub370\uc774\ud130\ub97c … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29479\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:18:38+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:29+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\/29479\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29479\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354\",\"datePublished\":\"2024-10-27T16:18:38+00:00\",\"dateModified\":\"2024-11-26T06:52:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29479\/\"},\"wordCount\":15,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29479\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29479\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud569\uc131\uacf1 \uc624\ud1a0\uc778\ucf54\ub354 - 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