{"id":39683,"date":"2024-11-02T06:50:59","date_gmt":"2024-11-02T06:50:59","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39683"},"modified":"2024-11-26T06:41:04","modified_gmt":"2024-11-26T06:41:04","slug":"%eb%a9%80%ed%8b%b0%eb%aa%a8%eb%8b%ac-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-%eb%b3%b5%ed%95%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0-flickr30k-%ec%9d%b4%eb%af%b8%ec%a7%80%ec%99%80-%ec%ba%a1%ec%85%98-%eb%8d%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39683\/","title":{"rendered":"\uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b (\ubcf5\ud569 \ub370\uc774\ud130), Flickr30k  \uc774\ubbf8\uc9c0\uc640 \ucea1\uc158 \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<div class=\"post-content\">\n<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud0d0\uc0c9\ub418\uace0 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uba40\ud2f0\ubaa8\ub2ec(multi-modal) \ub370\uc774\ud130\uc14b\uc740 \ud2b9\ud788 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\ub780 \uc11c\ub85c \ub2e4\ub978 \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc0ac\uc6a9\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc758\ubbf8\ud558\uba70, \uc608\ub97c \ub4e4\uc5b4 \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624 \ub4f1\uc758 \ub2e4\uc591\ud55c \ud0c0\uc785\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\ub4e4\uc740 \ubaa8\ub378\uc758 \ud559\uc2b5\uc5d0 \uc788\uc5b4 \ud48d\ubd80\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uba70, \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \ud0c0\uc785 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<h2>1. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc758 \ud544\uc694\uc131\uacfc \uc911\uc694\uc131<\/h2>\n<p>\ud604\uc7ac\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc8fc\ub85c \ub2e8\uc77c \ubaa8\ub4dc\uc758 \ub370\uc774\ud130\uc5d0 \uc758\uc874\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ud604\uc2e4 \uc138\uacc4\uc758 \ub9ce\uc740 \ubb38\uc81c\ub294 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub370\uc774\ud130\uac00 \uc0c1\ud638\uc791\uc6a9\ud558\ub294 \ubcf5\uc7a1\ud55c \uc0c1\ud669\uc785\ub2c8\ub2e4. \uc608\ucee8\ub300, \uc774\ubbf8\uc9c0 \ucea1\uc154\ub2dd(image captioning) \ubb38\uc81c\ub294 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc640 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uacb0\ud569\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uba40\ud2f0\ubaa8\ub2ec \uc811\uadfc\uc740 \ubaa8\ub378\uc774 \ubcf4\ub2e4 \ud48d\ubd80\ud55c \uc758\ubbf8\ub97c \uc774\ud574\ud558\uace0, \uadf8\uc5d0 \ub530\ub77c \ub354 \ub098\uc740 \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c \ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc5f0\uad6c\uc5d0\uc11c, \uba40\ud2f0\ubaa8\ub2ec \ud559\uc2b5\uc758 \ud6a8\uacfc\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uc7a5\uc810\uc73c\ub85c \uc785\uc99d\ub418\uc5c8\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub2e4\uc591\ud55c \ud45c\ud604\ub825: \uc5ec\ub7ec \uac00\uc9c0 \ub370\uc774\ud130 \ud615\ud0dc\uac00 \uacb0\ud569\ub428\uc73c\ub85c\uc368 \ubcf4\ub2e4 \ub2e4\uc591\ud558\uace0 \uae4a\uc774 \uc788\ub294 \ud45c\ud604\uc774 \uac00\ub2a5\ud574 \uc9d1\ub2c8\ub2e4.<\/li>\n<li>\uc0c1\ud638 \ubcf4\uc644: \uac01 \ubaa8\ub4dc\uc758 \uc57d\uc810\uc744 \ubcf4\uc644\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc774 \ucee4\uc9d1\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud560 \ub54c, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uac00 \ubaa8\ub378\uc758 \uc608\uce21\uc744 \ubcf4\uac15\ud558\ub294 \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uc9c1\uad00\uc801\uc778 \uc774\ud574: \uc778\uac04\uc758 \uc0ac\uace0 \ubc29\uc2dd\uacfc \uc720\uc0ac\ud55c \uc811\uadfc\uc744 \uac00\ub2a5\ud558\uac8c \ud574, \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc758 \uc774\ud574\ub825\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. Flickr30k \ub370\uc774\ud130\uc14b \uc18c\uac1c<\/h2>\n<p>Flickr30k \ub370\uc774\ud130\uc14b\uc740 \uc774\ubbf8\uc9c0\uc640 \ud574\ub2f9 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc124\uba85(\ucea1\uc158)\uc73c\ub85c \uad6c\uc131\ub41c \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc6d0\ub798 \uc218\ucc9c \uba85\uc758 \uc0ac\uc6a9\uc790\uac00 Flickr \uc6f9\uc0ac\uc774\ud2b8\uc5d0 \uc5c5\ub85c\ub4dc\ud55c \uc0ac\uc9c4\uc5d0\uc11c \uc0dd\uc131\ub41c \uac83\uc73c\ub85c, \uac01 \uc0ac\uc9c4\uc5d0 \ub300\ud574\uc11c 5\uac1c\uc758 \ucea1\uc158\uc73c\ub85c \uc124\uba85\ub429\ub2c8\ub2e4. Flickr30k \ub370\uc774\ud130\uc14b\uc740 \uc774\ubbf8\uc9c0 \uc774\ud574 \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc5f0\uad6c\uc5d0 \uc788\uc5b4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ub370\uc774\ud130\uc14b \uad6c\uc131<\/h3>\n<p>Flickr30k\ub294 \uc57d 31,000\uc7a5\uc758 \uc774\ubbf8\uc9c0\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \uac01 \uc774\ubbf8\uc9c0\ub9c8\ub2e4 5\uac1c\uc758 \ud14d\uc2a4\ud2b8 \ucea1\uc158\uc774 \uc8fc\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uac01 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud574 \ub2e4\uc591\ud55c \uc124\uba85\uc744 \uc81c\uacf5\ud558\uc5ec \ubaa8\ub378\uc774 \uc774\ubbf8\uc9c0\uc758 \uc758\ubbf8\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud558\ub098\uc758 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud574 &#8220;\uc138 \uba85\uc758 \ub0a8\uc131\uc774 \uc2a4\ud2b8\ub9ac\ud2b8\uc5d0\uc11c \ub18d\uad6c\ub97c \ud558\uace0 \uc788\ub294 \ubaa8\uc2b5&#8221;\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ucea1\uc158\uc774 \uc81c\uacf5\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.2 \ud65c\uc6a9 \uc0ac\ub840<\/h3>\n<p>Flickr30k \ub370\uc774\ud130\uc14b\uc740 \uc774\ubbf8\uc9c0 \ucea1\uc154\ub2dd, \ube44\ub514\uc624 \uc124\uba85, \uc774\ubbf8\uc9c0 \ubd84\ub958 \ub4f1 \ub2e4\uc591\ud55c \ub525\ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\uc5d0\uc11c \uad11\ubc94\uc704\ud558\uac8c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, CNN(Convolutional Neural Network)\uacfc RNN(Recurrent Neural Network)\uc744 \uacb0\ud569\ud55c \ubaa8\ub378\ub4e4\uc774 \uc774 \ub370\uc774\ud130\uc14b\uc73c\ub85c \ud559\uc2b5\ud558\uba70, \ubcf5\ud569 \ub370\uc774\ud130 \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h2>3. \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ubc0f \uc811\uadfc \ubc29\ubc95<\/h2>\n<p>Flickr30k \ub370\uc774\ud130\uc14b\uc740 \ud559\uc220 \uc5f0\uad6c\ub97c \uc704\ud55c \ubaa9\uc801\uc73c\ub85c \ubb34\ub8cc\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uc758 \ub9c1\ud06c\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"http:\/\/shannon.cs.illinois.edu\/DenotationGraph\/\" target=\"_blank\" rel=\"noopener\">Flickr30k \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc \ub9c1\ud06c<\/a><\/li>\n<\/ul>\n<p>\ub2e4\uc6b4\ub85c\ub4dc \ud6c4, \ub370\uc774\ud130\uc14b\uc740 \uc774\ubbf8\uc9c0 \ud30c\uc77c \ubc0f \ucea1\uc158\uc774 \ud3ec\ud568\ub41c \ud14d\uc2a4\ud2b8 \ud30c\uc77c\ub85c \ubd84\ub9ac\ub418\uc5b4 \uc81c\uacf5\ub429\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uae30 \uc804\uc5d0\ub294 \uc800\uc791\uad8c \uc870\uac74\uc744 \uaf2d \ud655\uc778\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>4. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud55c \ubaa8\ub378\ub9c1<\/h2>\n<p>Flickr30k\uc640 \uac19\uc740 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud2b9\uc815 \ubaa8\ub378\ub9c1 \uc811\uadfc \ubc29\uc2dd\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c\ub294 \ub450 \uac1c\uc758 \uc8fc\uc694 \uc544\ud0a4\ud14d\ucc98\uac00 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc774\ubbf8\uc9c0-\ud14d\uc2a4\ud2b8 \ubaa8\ub378<\/strong>: \uc774 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0\uc640 \ucea1\uc158\uc744 \ud568\uaed8 \ucc98\ub9ac\ud558\uc5ec \uc774\ubbf8\uc9c0 \uc774\ud574 \ubc0f \uc124\uba85 \uc0dd\uc131\uc744 \ubaa9\uc801\uc73c\ub85c \ud569\ub2c8\ub2e4. CNN\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\ub97c \ud2b9\uc9d5 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uace0, RNN\uc774\ub098 LSTM(Long Short-Term Memory)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ucea1\uc158\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0c1\ud638 \uacbd\ud569 \ubaa8\ub378<\/strong>: \uae30\ubc18 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uae30 \uc704\ud574, Attention \uba54\ucee4\ub2c8\uc998\uc744 \ud65c\uc6a9\ud558\ub294 \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud574 \uac00\uc7a5 \uad00\ub828\uc774 \ub192\uc740 \ub2e8\uc5b4\ub97c \uc120\ud0dd\ud558\uc5ec \ub354 \ub098\uc740 \ud559\uc2b5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.1 \uc774\ubbf8\uc9c0-\ud14d\uc2a4\ud2b8 \ubaa8\ub378 \uc608\uc2dc<\/h3>\n<p>\uc774\ubbf8\uc9c0-\ud14d\uc2a4\ud2b8 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c CNN\uacfc LSTM \uc870\ud569\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. CNN\uc740 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc2dc\uac01\uc801 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \uc774\ub7ec\ud55c \ud2b9\uc9d5\uc744 LSTM \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uc774 \uacfc\uc815\uc744 \uac04\ub7b5\ud558\uac8c \uc124\uba85\ud55c \uac83\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uccab \ub2e8\uacc4\ub85c, CNN\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\ub97c \uc785\ub825 \ubc1b\uc544 \ud2b9\uc9d5 \ub9f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc0dd\uc131\ub41c \ud2b9\uc9d5 \ub9f5\uc744 Flatten\ud558\uc5ec \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud55c \ud6c4, LSTM\uc758 \ucd08\uae30 \uc0c1\ud0dc\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li>LSTM\uc740 \ucd08\uae30 \uc0c1\ud0dc\uc640 \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.2 \uc0c1\ud638 \uacbd\ud569 \ubaa8\ub378 \uc608\uc2dc<\/h3>\n<p>\uc0c1\ud638 \uacbd\ud569 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0\uc758 \ub2e4\uc591\ud55c \uc601\uc5ed\uacfc \ud14d\uc2a4\ud2b8\uc758 \ub2e4\uc591\ud55c \ubd80\ubd84 \uac04\uc758 \uc5f0\uad00\uc131\uc744 \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. Attention \uba54\ucee4\ub2c8\uc998\uc740 \ucef4\ud4e8\ud130 \ube44\uc804\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud569\uc131\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \ub9cc\ub4e4\uc5b4\ub0b4\ub294\ub370 \uc788\uc5b4 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ubaa8\ub378 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc774\ubbf8\uc9c0\uc758 \uac01\uac01\uc758 \uc9c0\uc5ed\uc801 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud55c \ud6c4, \uadf8\uac83\uc744 \uc801\uc808\ud55c \ube44\uc911\uc73c\ub85c \ud14d\uc2a4\ud2b8\uc640 \ub9e4\ud551\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774 \ub9e4\ud551\uc740 \uac01 \ub2e8\uc5b4\uc758 \uae30\uc5ec\ub3c4\ub97c \ubcc0\ud658\ud558\uc5ec \uc2dc\uac01\uc801 \uc815\ubcf4\uac00 \ud14d\uc2a4\ud2b8 \uc124\uba85\uc5d0 \uc5b4\ub5bb\uac8c \uc5f0\uacb0\ub418\ub294\uc9c0\ub97c \uba85\ud655\ud788 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uba40\ud2f0\ubaa8\ub2ec \ud559\uc2b5\uc758 \ubbf8\ub798<\/h2>\n<p>\uac01 \ubd84\uc57c\uc5d0\uc11c \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc758 \ud544\uc694\uc131\uacfc \ud65c\uc6a9\ub3c4\uac00 \ub192\uc544\uc9d0\uc5d0 \ub530\ub77c, \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \uc5f0\uad6c\uac00 \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. Flickr30k\uc640 \uac19\uc740 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c\uc758 \ub525\ub7ec\ub2dd \ubaa8\ub378 \ud559\uc2b5\uc5d0 \uae30\ucd08\uac00 \ub420 \uc218 \uc788\uc73c\uba70, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ucef4\ud4e8\ud130 \ube44\uc804(CV) \ubd84\uc57c\uc758 \uc735\ud569\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uc0ac\ud68c\uc801 \uc774\uc288 \ud574\uacb0\uacfc \uac19\uc740 \uc2e4\uc9c8\uc801\uc778 \ubb38\uc81c\ub97c \ub2e4\ub8e8\ub294 \ub370 \uc788\uc5b4\uc11c\ub3c4 \uba40\ud2f0\ubaa8\ub2ec \uc811\uadfc\uc774 \ud544\uc218\uc801\uc77c \uac83\uc785\ub2c8\ub2e4. \ucd5c\uc885\uc801\uc73c\ub85c, \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uacfc \uae30\uc220\ub4e4\uc740 AI \uc5f0\uad6c\uc758 \uacbd\uacc4\ub97c \ub118\uc5b4 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525\ub7ec\ub2dd \ubc0f \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc758 \uc911\uc694\uc131\uc774 \uc810\ucc28 \ucee4\uc9c0\uace0 \uc788\uc73c\uba70, Flickr30k \ub370\uc774\ud130\uc14b\uc740 \uc774\ubbf8\uc9c0\uc640 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uac04\uc758 \ubcf5\ud569\uc801\uc778 \uad00\uacc4\ub97c \uac1c\ubc1c\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc758 \ud65c\uc6a9\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0, \ub354 \ub098\uc544\uac00 \uc778\uacf5\uc9c0\ub2a5\uc758 \uc774\ud574\ub825\uc744 \ub192\uc774\ub294 \ub370 \uc774\ubc14\uc9c0\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774\uc640 \uac19\uc740 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uc5f0\uad6c\uc640 \uc559\uc0c1\ube14 \uae30\ubc95\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud558\uba70, \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\uc5d0\uc11c \uacc4\uc18d\ud574\uc11c \uc8fc\ubaa9\ubc1b\uc744 \uac83\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud0d0\uc0c9\ub418\uace0 \uc788\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uba40\ud2f0\ubaa8\ub2ec(multi-modal) \ub370\uc774\ud130\uc14b\uc740 \ud2b9\ud788 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\ub780 \uc11c\ub85c \ub2e4\ub978 \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \uacb0\ud569\ud558\uc5ec \uc0ac\uc6a9\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc758\ubbf8\ud558\uba70, \uc608\ub97c \ub4e4\uc5b4 \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624 \ub4f1\uc758 \ub2e4\uc591\ud55c \ud0c0\uc785\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\ub4e4\uc740 \ubaa8\ub378\uc758 \ud559\uc2b5\uc5d0 \uc788\uc5b4 \ud48d\ubd80\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\uba70, \uc11c\ub85c \ub2e4\ub978 \ub370\uc774\ud130 \ud0c0\uc785 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39683\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b (\ubcf5\ud569 \ub370\uc774\ud130), Flickr30k  \uc774\ubbf8\uc9c0\uc640 \ucea1\uc158 \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-39683","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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