{"id":29863,"date":"2024-10-28T03:00:36","date_gmt":"2024-10-28T03:00:36","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29863"},"modified":"2024-11-26T06:51:04","modified_gmt":"2024-11-26T06:51:04","slug":"%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98%eb%a5%bc-%ed%99%9c%ec%9a%a9%ed%95%9c-gan-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%b2%ab-%eb%b2%88%ec%a7%b8-cyclegan","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29863\/","title":{"rendered":"\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804 \uc911 \ud558\ub098\ub294 \uc801\ub300\uc801 \uc0dd\uc131 \uc2e0\uacbd\ub9dd(Generative Adversarial Networks, GAN)\uc758 \ucd9c\ud604\uc785\ub2c8\ub2e4. GAN\uc740 \ub450 \uac1c\uc758 \uc2e0\uacbd\ub9dd\uc774 \uc11c\ub85c \uacbd\uc7c1\ud558\ub294 \uad6c\uc870\ub85c, \uc0dd\uc131\uc790(Generator)\uc640 \ud310\ubcc4\uc790(Discriminator)\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 GAN\uc758 \ud55c \ubcc0\ud615\uc778 CycleGAN\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \ud65c\uc6a9\ud558\uc5ec \uc774\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. GAN\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>GAN\uc740 Ian Goodfellow\uac00 2014\ub144\uc5d0 \uc81c\uc548\ud55c \ubaa8\ub378\ub85c, \ub450 \uac1c\uc758 \ub124\ud2b8\uc6cc\ud06c\uac00 \uc11c\ub85c \ub300\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \ub3d9\uc791\ud569\ub2c8\ub2e4. \uc0dd\uc131\uc790\ub294 \ub370\uc774\ud130\ub97c \uc0dd\uc131\ud558\uace0, \ud310\ubcc4\uc790\ub294 \uadf8 \ub370\uc774\ud130\uac00 \uc9c4\uc9dc\uc778\uc9c0 \uac00\uc9dc\uc778\uc9c0\ub97c \ud310\ub2e8\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc0dd\uc131\uc790\ub294 \ud310\ubcc4\uc790\ub97c \uc18d\uc77c \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\uae30 \uc704\ud574 \uc810\uc810 \ub354 \ubc1c\uc804\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h2>2. CycleGAN \uc18c\uac1c<\/h2>\n<p>CycleGAN\uc740 \ub450 \uac00\uc9c0 \ub3c4\uba54\uc778 \uac04\uc758 \uc774\ubbf8\uc9c0 \ubcc0\ud658\uc744 \ud559\uc2b5\ud558\ub294 GAN\uc758 \ubcc0\ud615\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5ec\ub984 \ud48d\uacbd \uc774\ubbf8\uc9c0\ub97c \uaca8\uc6b8 \ud48d\uacbd \uc774\ubbf8\uc9c0\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CycleGAN\uc740 \uc30d\uc758 \ud6c8\ub828 \ub370\uc774\ud130 \uc5c6\uc774\ub3c4 \ub450 \ub3c4\uba54\uc778 \uac04\uc758 \ub9e4\ud551\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc5d0\uc11c \ud070 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub450 \uac1c\uc758 \uc0dd\uc131\uc790\uc640 \ub450 \uac1c\uc758 \ud310\ubcc4\uc790\ub85c \uad6c\uc131\ub41c \uad6c\uc870\uc785\ub2c8\ub2e4. \uc774 \uad6c\uc870\uc5d0\uc11c \uc0dd\uc131\uc790\ub294 \ud2b9\uc815 \ub3c4\uba54\uc778\uc758 \uc774\ubbf8\uc9c0\ub97c \ub2e4\ub978 \ub3c4\uba54\uc778\uc758 \uc774\ubbf8\uc9c0\ub85c \ubcc0\ud658\ud558\uba70, \uc0ac\uc774\ud074 \uc77c\uad00\uc131(cycle consistency)\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud574 \ubcc0\ud658\ub41c \uc774\ubbf8\uc9c0\ub97c \ub2e4\uc2dc \uc6d0\ub798 \ub3c4\uba54\uc778\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/p>\n<h2>3. CycleGAN\uc758 \uae30\ubcf8 \uc544\uc774\ub514\uc5b4<\/h2>\n<p>CycleGAN\uc758 \uae30\ubcf8 \uc544\uc774\ub514\uc5b4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub450 \uac1c\uc758 \ub3c4\uba54\uc778, A\uc640 B\uac00 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4. \uac01 \ub3c4\uba54\uc778\uc5d0\ub294 \uc11c\ub85c \ub2e4\ub978 \ud2b9\uc131\uc744 \uac00\uc9c4 \uc774\ubbf8\uc9c0\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc0dd\uc131\uc790 G\ub294 \ub3c4\uba54\uc778 A\uc758 \uc774\ubbf8\uc9c0\ub97c \ub3c4\uba54\uc778 B\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0dd\uc131\uc790 F\ub294 \ub3c4\uba54\uc778 B\uc758 \uc774\ubbf8\uc9c0\ub97c \ub3c4\uba54\uc778 A\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0ac\uc774\ud074 \uc77c\uad00\uc131\uc744 \uc720\uc9c0\ud558\uae30 \uc704\ud574, A\uc758 \uc774\ubbf8\uc9c0\ub97c B\ub85c \ubcc0\ud658\ud55c \ud6c4 \ub2e4\uc2dc A\ub85c \ubcc0\ud658\ud560 \ub54c \uc6d0\ub798\uc758 \uc774\ubbf8\uc9c0\uc640 \uc720\uc0ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uc6d0\ub9ac\ub97c &#8220;Cycle Consistency Loss&#8221;\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. CycleGAN\uc744 \uc704\ud55c \uc190\uc2e4 \ud568\uc218<\/h2>\n<p>CycleGAN\uc758 \uc190\uc2e4 \ud568\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc8fc\uc694 \uc190\uc2e4\n<ul>\n<li>Adversarial Loss: \uc0dd\uc131\ub41c \uc774\ubbf8\uc9c0\uac00 \uc9c4\uc9dc\uc778\uc9c0 \uac00\uc9dc\uc778\uc9c0\ub97c \ud310\ubcc4\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub418\ub294 \uc190\uc2e4<\/li>\n<li>Cycle Consistency Loss: \ubcc0\ud658\ub41c \uc774\ubbf8\uc9c0\uac00 \uc6d0\ubcf8 \uc774\ubbf8\uc9c0\ub85c \ub418\ub3cc\uc544\uac08 \uc218 \uc788\ub294\uc9c0\ub97c \ud655\uc778\ud558\uae30 \uc704\ud55c \uc190\uc2e4<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<p>Handel 2\uac1c\uc758 \ub3c4\uba54\uc778\uc5d0\uc11c \uac01\uac01 \uc0dd\uc131\uc790\uc640 \ud310\ubcc4\uc790\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc190\uc2e4 \ud568\uc218\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4. \ucd5c\uc885 \uc190\uc2e4 \ud568\uc218\ub294 Adversarial Loss\uc640 Cycle Consistency Loss\uc758 \uac00\uc911\uce58 \ud569\uc73c\ub85c \uc815\uc758\ub429\ub2c8\ub2e4.<\/p>\n<h2>5. CycleGAN \uad6c\ud604\ud558\uae30: \ud30c\uc774\ud1a0\uce58 \uc608\uc81c<\/h2>\n<p>\uc774\uc81c CycleGAN\uc744 \ud30c\uc774\ud1a0\uce58\ub85c \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ud504\ub85c\uc81d\ud2b8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li>data\/\n<ul>\n<li>trainA\/ (\ub3c4\uba54\uc778 A\uc758 \uc774\ubbf8\uc9c0)<\/li>\n<li>trainB\/ (\ub3c4\uba54\uc778 B\uc758 \uc774\ubbf8\uc9c0)<\/li>\n<\/ul>\n<\/li>\n<li>models.py<\/li>\n<li>train.py<\/li>\n<li>utils.py<\/li>\n<\/ul>\n<h3>5.1 \ub370\uc774\ud130 \ub85c\ub529<\/h3>\n<p>CycleGAN\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud574 \uba3c\uc800 \ub370\uc774\ud130\ub97c \ub85c\ub529\ud558\ub294 \ucf54\ub4dc\ub97c \uc791\uc131\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ud30c\uc774\ud1a0\uce58\uc758 Dataset\uacfc DataLoader\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc900\ube44\ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804 \uc911 \ud558\ub098\ub294 \uc801\ub300\uc801 \uc0dd\uc131 \uc2e0\uacbd\ub9dd(Generative Adversarial Networks, GAN)\uc758 \ucd9c\ud604\uc785\ub2c8\ub2e4. GAN\uc740 \ub450 \uac1c\uc758 \uc2e0\uacbd\ub9dd\uc774 \uc11c\ub85c \uacbd\uc7c1\ud558\ub294 \uad6c\uc870\ub85c, \uc0dd\uc131\uc790(Generator)\uc640 \ud310\ubcc4\uc790(Discriminator)\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 GAN\uc758 \ud55c \ubcc0\ud615\uc778 CycleGAN\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \ud65c\uc6a9\ud558\uc5ec \uc774\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. GAN\uc758 \uae30\ubcf8 \uac1c\ub150 GAN\uc740 Ian Goodfellow\uac00 2014\ub144\uc5d0 \uc81c\uc548\ud55c \ubaa8\ub378\ub85c, \ub450 \uac1c\uc758 \ub124\ud2b8\uc6cc\ud06c\uac00 \uc11c\ub85c \ub300\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29863\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN&#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":[32],"tags":[],"class_list":["post-29863","post","type-post","status-publish","format-standard","hentry","category-gan--"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN - \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\/29863\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc778\uacf5\uc9c0\ub2a5\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804 \uc911 \ud558\ub098\ub294 \uc801\ub300\uc801 \uc0dd\uc131 \uc2e0\uacbd\ub9dd(Generative Adversarial Networks, GAN)\uc758 \ucd9c\ud604\uc785\ub2c8\ub2e4. GAN\uc740 \ub450 \uac1c\uc758 \uc2e0\uacbd\ub9dd\uc774 \uc11c\ub85c \uacbd\uc7c1\ud558\ub294 \uad6c\uc870\ub85c, \uc0dd\uc131\uc790(Generator)\uc640 \ud310\ubcc4\uc790(Discriminator)\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 GAN\uc758 \ud55c \ubcc0\ud615\uc778 CycleGAN\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud30c\uc774\ud1a0\uce58(PyTorch)\ub97c \ud65c\uc6a9\ud558\uc5ec \uc774\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. GAN\uc758 \uae30\ubcf8 \uac1c\ub150 GAN\uc740 Ian Goodfellow\uac00 2014\ub144\uc5d0 \uc81c\uc548\ud55c \ubaa8\ub378\ub85c, \ub450 \uac1c\uc758 \ub124\ud2b8\uc6cc\ud06c\uac00 \uc11c\ub85c \ub300\ub9bd\uc801\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c &hellip; \ub354 \ubcf4\uae30 &quot;\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29863\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:00:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:51:04+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\/29863\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29863\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN\",\"datePublished\":\"2024-10-28T03:00:36+00:00\",\"dateModified\":\"2024-11-26T06:51:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29863\/\"},\"wordCount\":67,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"GAN \ub525\ub7ec\ub2dd \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29863\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29863\/\",\"name\":\"\ud30c\uc774\ud1a0\uce58\ub97c \ud65c\uc6a9\ud55c GAN \ub525\ub7ec\ub2dd, \uccab \ubc88\uc9f8 CycleGAN - 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