{"id":39705,"date":"2024-11-02T06:51:08","date_gmt":"2024-11-02T06:51:08","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39705"},"modified":"2024-11-26T06:41:01","modified_gmt":"2024-11-26T06:41:01","slug":"%ec%bb%b4%ed%93%a8%ed%84%b0-%eb%b9%84%ec%a0%84-%eb%b6%84%ec%95%bc%ec%9d%98-%ec%a3%bc%ec%9a%94-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-imagenet-%ec%9d%b4%eb%af%b8%ec%a7%80-%eb%b6%84%eb%a5%98-%eb%b0%8f","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39705\/","title":{"rendered":"\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, ImageNet  \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p>\ucef4\ud4e8\ud130 \ube44\uc804(computer vision) \ubd84\uc57c\ub294 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uacfc \ubaa8\ub378\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\uc640 \ube44\ub514\uc624 \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc57c\uc758 \ubc1c\uc804\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ud2b9\ud788 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uace0\ud488\uc9c8\uc758 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 ImageNet\uc740 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 ImageNet\uc758 \uc5ed\uc0ac, \uad6c\uc870, \ubc1c\uc804 \uae30\uc5ec\ub3c4 \ubc0f \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. ImageNet\uc758 \uc5ed\uc0ac<\/h2>\n<p>ImageNet \ud504\ub85c\uc81d\ud2b8\ub294 2009\ub144 Stanford \ub300\ud559\uc758 Fei-Fei Li \uad50\uc218\uac00 \uc8fc\ub3c4\ud558\uc5ec \uc2dc\uc791\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ucd08\uae30 \ubaa9\ud45c\ub294 \uc774\ubbf8\uc9c0 \uc778\uc2dd\uc758 \ubc1c\uc804\uc744 \uc704\ud574 \ub300\uaddc\ubaa8\ub85c \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uc14b\uc744 \ub9cc\ub4dc\ub294 \uac83\uc774\uc5c8\uc2b5\ub2c8\ub2e4. ImageNet\uc740 14,197,122\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, 20,000\uac1c \uc774\uc0c1\uc758 \uac1c\uccb4 \uce74\ud14c\uace0\ub9ac\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub9e4\ub144 \uc5f4\ub9ac\ub294 <strong>ImageNet Large Scale Visual Recognition Challenge (ILSVRC)<\/strong>\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \uc774\ub294 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5f0\uad6c \ub300\ud68c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. ImageNet\uc758 \uad6c\uc870<\/h2>\n<p>ImageNet\uc758 \ub370\uc774\ud130\uc14b\uc740 \uc8fc\ub85c \uc138 \uac00\uc9c0 \ubd80\ubd84\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud6c8\ub828 \uc138\ud2b8 (Training Set)<\/strong>: \uc57d 1,200\ub9cc \uc7a5\uc758 \uc774\ubbf8\uc9c0\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc73c\uba70, \uac01 \uc774\ubbf8\uc9c0\ub294 \ud2b9\uc815 \uac1c\uccb4 \uce74\ud14c\uace0\ub9ac\uc5d0 \ub808\uc774\ube14\uc774 \ubd80\uc5ec\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uac80\uc99d \uc138\ud2b8 (Validation Set)<\/strong>: \uc57d 5\ub9cc \uc7a5\uc758 \uc774\ubbf8\uc9c0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774 \ub370\uc774\ud130\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud14c\uc2a4\ud2b8 \uc138\ud2b8 (Test Set)<\/strong>: \ube44\uacf5\uc2dd\uc801\uc73c\ub85c \uc81c\uacf5\ub418\ub294 \uc774\ubbf8\uc9c0 \uc138\ud2b8\ub85c, \uc774 \ub370\uc774\ud130\ub294 \uc5f0\uad6c\uc790\ub4e4\uc774 \uc81c\ucd9c\ud55c \uacb0\uacfc\ub97c \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc774 \ub370\uc774\ud130\uc14b\uc758 \ud074\ub798\uc2a4\ub97c \uad6c\uc131\ud558\ub294 \ubc29\ubc95\uc740 <strong>WordNet<\/strong>\uc774\ub77c\ub294 \uc5b8\uc5b4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac01 \uac1c\uccb4\uc758 \uacc4\uce35 \uad6c\uc870\ub97c \uc815\uc758\ud568\uc73c\ub85c\uc368 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uac01 \uac1c\uccb4 \uce74\ud14c\uace0\ub9ac\ub294 <em>synset<\/em>\uc73c\ub85c \uc54c\ub824\uc9c4 \uc758\ubbf8 \ub2e8\uc704\uc5d0 \ub9de\ucdb0 \uc124\uc815\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ub354 \ub098\uc740 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n<h2>3. ImageNet\uc758 \ubc1c\uc804 \uae30\uc5ec\ub3c4<\/h2>\n<p>ImageNet \ub370\uc774\ud130\uc14b\uc758 \ucd9c\ud604\uc740 \ub525\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \ucd09\uc9c4\ud588\uc2b5\ub2c8\ub2e4. 2012\ub144 ILSVRC \ub300\ud68c\uc5d0\uc11c AlexNet\uc774\ub77c\ub294 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud558\uc5ec \uc774\ubbf8\uc9c0 \ubd84\ub958\uc5d0\uc11c 15.3%\uc758 \uc624\ub958\uc728\ub85c \ucd5c\uc885 \uc6b0\uc2b9\uc744 \ucc28\uc9c0\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uae30\uc874\uc758 \ubc29\ubc95\uc5d0 \ube44\ud574 \ud604\uc800\ud788 \ub0ae\uc740 \uc218\uce58\ub85c, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc774\ubbf8\uc9c0 \uc778\uc2dd\uc5d0 \uc788\uc5b4 \ud68d\uae30\uc801\uc778 \uc804\ud658\uc810\uc774 \ub418\uc5c8\uc74c\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. AlexNet\uc740 \ub354 \uae4a\uc740 \uc2e0\uacbd\ub9dd \uad6c\uc870\uc640 \ub354 \ub113\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc758 \ud65c\uc6a9\uc73c\ub85c \uc778\ud574 \ub180\ub77c\uc6b4 \uc131\ub2a5\uc744 \ubcf4\uc600\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uadf8 \uc774\ud6c4\ub85c VGG, GoogLeNet, ResNet \ub4f1\uc758 \ub2e4\uc591\ud55c \ubaa8\ub378\ub4e4\uc774 \ub4f1\uc7a5\ud558\uc5ec ImageNet \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud574 \ub098\uac14\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc740 ImageNet\uc758 \uaddc\ubaa8\uc640 \ub2e4\uc591\uc131 \ub355\ubd84\uc5d0 \uac00\ub2a5\ud588\uc73c\uba70, \uc5f0\uad6c\uc790\ub4e4\uc740 \uc774\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uace0 \ucd5c\uc801\ud654\ud558\ub294 \ub370 \uc911\uc694\ud55c \uae30\ucd08 \uc790\ub8cc\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. ImageNet \ub370\uc774\ud130\uc14b \ud65c\uc6a9 \ubc29\ubc95<\/h2>\n<p>ImageNet \ub370\uc774\ud130\uc14b\uc740 \ud559\uc2b5, \ud3c9\uac00 \ubc0f \ud14c\uc2a4\ud2b8\uc758 \ub2e4\uc591\ud55c \ubaa9\uc801\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \ud65c\uc6a9 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc804\uc774 \ud559\uc2b5 (Transfer Learning)<\/strong>: \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\ub978 \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc5d0\uc11c \ud6c8\ub828\ub41c \uc2e0\uacbd\ub9dd\uc744 \uc791\uc740 \uc758\ub8cc \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc14b\uc5d0 \uc801\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ud06c\uac8c \uac1c\uc120\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b4\ub5a4 \ubc29\uc2dd\uc73c\ub85c\ub4e0 \ubcc0\ud615\ub41c \ubaa8\ub378 \ud559\uc2b5<\/strong>: \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud2b9\uc815 \ub3c4\uba54\uc778\uc774\ub098 \uc791\uc5c5\uc5d0 \ub9de\uac8c \uc870\uc815\ud558\ub294 \uac83\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uad50 \uc5f0\uad6c<\/strong>: \uc5f0\uad6c\uc790\ub4e4\uc740 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uc811\uadfc\ubc95\uc744 \uc81c\uc548\ud558\uace0 ImageNet\uc744 \uae30\uc900\uc73c\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uc5ec \ub2e4\ub978 \uc5f0\uad6c\uc640 \ube44\uad50\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. ImageNet \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ubc29\ubc95<\/h2>\n<p>ImageNet \ub370\uc774\ud130\uc14b\uc740 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc0ac\uc6a9\uc790\ub294 \ub4f1\ub85d \ud6c4 \ub370\uc774\ud130\uc14b\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\uc73c\uba70, \uc2e0\uccad\uc11c\ub97c \uc81c\ucd9c\ud558\uc5ec \uc2b9\uc778\uc744 \ubc1b\uc544\uc57c \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \uc808\ucc28\uc785\ub2c8\ub2e4:<\/p>\n<ol>\n<li>ImageNet \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8(<a href=\"http:\/\/www.image-net.org\/\">http:\/\/www.image-net.org\/<\/a>)\uc5d0 \ubc29\ubb38\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud68c\uc6d0 \uac00\uc785\uc744 \ud558\uc5ec \ub85c\uadf8\uc778\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130\uc14b \ud398\uc774\uc9c0\ub85c \uc774\ub3d9\ud558\uc5ec \ud544\uc694\ud55c \ubd80\ubb38\uc758 \uc774\ubbf8\uc9c0\ub97c \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774\ubbf8\uc9c0 \ub2e4\uc6b4\ub85c\ub4dc \uc694\uccad\uc744 \uc81c\ucd9c\ud558\uace0 \uc2b9\uc778\uc744 \uae30\ub2e4\ub9bd\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>6. \uacb0\ub860<\/h2>\n<p>ImageNet \ub370\uc774\ud130\uc14b\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\ub85c, \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c\uc758 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc5d0 \ud070 \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \ubc1c\uc804\uc744 \uc774\ub04c\uba70, \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc758 \uc131\ub2a5 \ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654\uc758 \uae30\uc900\uc73c\ub85c \uc790\ub9ac\uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4\uc5d0\ub3c4 ImageNet\uc740 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc5f0\uad6c\uc790\ub4e4\uc5d0\uac8c \uc9c0\uc18d\uc801\uc73c\ub85c \ud65c\uc6a9\ub420 \uac83\uc774\uba70, \uadf8 \uc911\uc694\uc131\uc740 \ub354\uc6b1 \ucee4\uc9c8 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub294 \uc774 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud558\uc5ec \ucef4\ud4e8\ud130 \ube44\uc804 \uae30\uc220\uc758 \uacbd\uacc4\ub97c \ub113\ud600\uac08 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucef4\ud4e8\ud130 \ube44\uc804(computer vision) \ubd84\uc57c\ub294 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uacfc \ubaa8\ub378\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\uc640 \ube44\ub514\uc624 \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc774 \ubd84\uc57c\uc758 \ubc1c\uc804\uc740 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ud2b9\ud788 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uace0\ud488\uc9c8\uc758 \ub370\uc774\ud130\uac00 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 ImageNet\uc740 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 ImageNet\uc758 \uc5ed\uc0ac, \uad6c\uc870, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39705\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc758 \uc8fc\uc694 \ub370\uc774\ud130\uc14b, ImageNet  \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uc778\uc2dd \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b&#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":[199],"tags":[],"class_list":["post-39705","post","type-post","status-publish","format-standard","hentry","category-199"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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