{"id":39663,"date":"2024-11-02T06:50:51","date_gmt":"2024-11-02T06:50:51","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39663"},"modified":"2024-11-26T06:41:07","modified_gmt":"2024-11-26T06:41:07","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-vqa-visual-question-answering-%ec%9d%b4%eb%af%b8%ec%a7%80%ec%99%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39663\/","title":{"rendered":"\uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b (\ubcf5\ud569 \ub370\uc774\ud130), VQA (Visual Question Answering)  \uc774\ubbf8\uc9c0\uc640 \uc9c8\ubb38-\ub2f5\ubcc0 \uc30d \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p><body><\/p>\n<article>\n<p>\ub525\ub7ec\ub2dd \ubc0f \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd\uacfc \uadf8\uc5d0 \ub300\ud55c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uacfc VQA(Visual Question Answering) \ub370\uc774\ud130\uc14b\uc740 \ube44\uc804 \ubc0f \uc5b8\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc774 \ubb34\uc5c7\uc778\uc9c0, VQA\uc758 \uac1c\ub150, \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc774\ub780?<\/h2>\n<p>\uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc740 \uc11c\ub85c \ub2e4\ub978 \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \uc870\ud569\ud558\uc5ec \ub9cc\ub4e0 \ub370\uc774\ud130\uc14b\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc624\ub514\uc624, \ube44\ub514\uc624 \ub4f1 \ub2e4\uc591\ud55c \ud615\uc2dd\uc758 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubcf5\ud569 \ub370\uc774\ud130\ub294 \uac01 \ubaa8\ub2ec\ub9ac\ud2f0 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uc5ec, \ub354\uc6b1 \ud48d\ubd80\ud55c \uc815\ubcf4\uc640 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc740 \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ucef4\ud4e8\ud130 \ube44\uc804 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>2. VQA(Visual Question Answering)\ub780?<\/h2>\n<p>VQA\ub294 &#8216;\uc2dc\uac01\uc801 \uc9c8\ubb38 \uc751\ub2f5&#8217;\uc744 \uc758\ubbf8\ud558\uba70, \uc8fc\uc5b4\uc9c4 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uace0 \ub2f5\ubcc0\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uac1c\ubc1c\ud558\ub294 \uacfc\uc81c\ub97c \ub9d0\ud569\ub2c8\ub2e4. VQA \uc2dc\uc2a4\ud15c\uc740 \uc774\ubbf8\uc9c0\uc758 \ub0b4\uc6a9\uc5d0 \ub300\ud55c \uc774\ud574\uc640 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub2a5\ub825\uc744 \ub3d9\uc2dc\uc5d0 \uc694\uad6c\ud558\uc5ec, \uba40\ud2f0\ubaa8\ub2ec \ud559\uc2b5\uc758 \uc88b\uc740 \uc608\uc2dc\ub85c \uaf3d\ud799\ub2c8\ub2e4. VQA\ub294 \uc608\ub97c \ub4e4\uc5b4, &#8220;\uc774 \uc774\ubbf8\uc9c0\uc5d0\uc11c \uc0ac\ub78c\uc758 \uc218\ub294 \uba87 \uba85\uc778\uac00?&#8221;\uc640 \uac19\uc740 \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc774\ubbf8\uc9c0\uc758 \ub0b4\uc6a9\uc744 \ubd84\uc11d\ud558\uace0 \uc815\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uc791\uc5c5\uc73c\ub85c, \uadf8 \uc790\uccb4\ub85c\ub3c4 \ub9ce\uc740 \uc5f0\uad6c\uac00 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. VQA \ub370\uc774\ud130\uc14b\uc758 \uad6c\uc870<\/h2>\n<p>VQA \ub370\uc774\ud130\uc14b\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc774\ubbf8\uc9c0, \uc9c8\ubb38, \ub2f5\ubcc0\uc758 \uc138 \uac00\uc9c0 \uc694\uc18c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc131 \uc694\uc18c \uac01\uac01\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc815\ubcf4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc774\ubbf8\uc9c0:<\/strong> \ub2e4\uc591\ud55c \uc0c1\ud669\uc5d0\uc11c \ucd2c\uc601\ub41c \uc0ac\uc9c4\uc73c\ub85c, \uc9c8\ubb38\uc758 \ub0b4\uc6a9\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud544\uc694\ud55c \ube44\uc8fc\uc5bc \uc815\ubcf4\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38:<\/strong> \uc774\ubbf8\uc9c0\uc640 \uad00\ub828\ub41c \uc790\uc5f0\uc5b4 \uc9c8\ubb38\uc73c\ub85c, \uc0ac\uc6a9\uc790 \ub610\ub294 \uc2dc\uc2a4\ud15c\uc774 \uc774\ubbf8\uc9c0\uc758 \ud2b9\uc815 \ub0b4\uc6a9\uc744 \ubb3c\uc5b4\ubcf4\ub294 \ud615\uc2dd\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2f5\ubcc0:<\/strong> \ud574\ub2f9 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0\uc73c\ub85c, \uc77c\ubc18\uc801\uc73c\ub85c \ub2e8\uc5b4 \ub610\ub294 \ubb38\uc7a5 \ud615\uc2dd\uc73c\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. VQA \ub370\uc774\ud130\uc14b \uc720\ud615<\/h2>\n<p>VQA \ub370\uc774\ud130\uc14b\uc740 \ub300\uac1c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uae30\uacc4 \uc0dd\uc131 \ub370\uc774\ud130\uc14b:<\/strong> \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ub41c \uc9c8\ubb38\uacfc \ub2f5\ubcc0 \uc30d\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ubbf8\uc9c0\uc5d0\uc11c \uac1d\uccb4 \uac10\uc9c0 \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc9c8\ubb38\uc744 \ub9cc\ub4e4\uace0, \uadf8 \uac1d\uccb4\uc5d0 \ub300\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud568\uc73c\ub85c\uc368 \u043e\u0442\u0432\u0435\u0442\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc0ac\ub78c \uc0dd\uc131 \ub370\uc774\ud130\uc14b:<\/strong> \uc0ac\ub78c\uc774 \uc9c1\uc811 \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud55c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \ud488\uc9c8\uc774 \ub192\uace0 \ub2e4\uc591\ud55c \uc9c8\ubb38 \uc720\ud615\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \ub300\ud45c\uc801\uc778 VQA \ub370\uc774\ud130\uc14b<\/h2>\n<p>\ub2e4\uc591\ud55c VQA \ub370\uc774\ud130\uc14b\uc774 \uc874\uc7ac\ud558\uba70, \uadf8\uc911 \uba87 \uac00\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n<h3>5.1. VQA v2.0<\/h3>\n<p>VQA v2.0\uc740 \uc54c\ub824\uc9c4 \uc774\ubbf8\uc9c0-\uc9c8\ubb38 \uc30d\uc758 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc774\ubbf8\uc9c0\uc640 \uc9c8\ubb38\uc744 \ud1b5\ud574 \uc0ac\ub78c\ub4e4\uc740 \uc5b4\ub5a4 \uc885\ub958\uc758 \uc9c8\ubb38\uc744 \ud560 \uc218 \uc788\ub294\uc9c0\ub97c \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 265,000\uac1c \uc774\uc0c1\uc758 \uc774\ubbf8\uc9c0\uc5d0 \ub300\ud55c \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, \uc778\uac04 \ud3c9\uac00\uc790\uc5d0 \uc758\ud574 \uac80\uc99d\ub41c \uace0\ud488\uc9c8\uc758 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4.<\/p>\n<h3>5.2. COCO-QA<\/h3>\n<p>COCO-QA\ub294 Microsoft\uc758 COCO \ub370\uc774\ud130\uc14b\uc5d0 \uae30\ubc18\ud558\uc5ec \uc0dd\uc131\ub41c VQA \ub370\uc774\ud130\uc14b\uc73c\ub85c, COCO \ub370\uc774\ud130\uc14b\uc758 \uc774\ubbf8\uc9c0\ub97c \ud65c\uc6a9\ud558\uc5ec \uc9c8\ubb38\uacfc \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 180,000\uac1c\uc758 \uc9c8\ubb38-\ub2f5\ubcc0 \uc30d\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.3. TDIUC<\/h3>\n<p>TDIUC(Tasks, Domains, and Image Understanding Challenge)\ub294 \ub2e4\uc591\ud55c \ud0dc\uc2a4\ud06c\uc640 \ub3c4\uba54\uc778\uc5d0 \ub300\ud55c \uc774\ubbf8\uc9c0 \uc774\ud574 \ub2a5\ub825\uc744 \ud3c9\uac00\ud558\ub294 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uc8fc\uc81c\uc640 \uc0c1\ud669\uc744 \ud3ec\ud568\ud558\uba70, \uc9c8\ubb38\uacfc \ub300\ub2f5\uc774 \ud48d\ubd80\ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uba40\ud2f0\ubaa8\ub2ec \ud559\uc2b5\uc758 \uc911\uc694\uc131<\/h2>\n<p>\uba40\ud2f0\ubaa8\ub2ec \ud559\uc2b5\uc740 \ub2e8\uc77c \ubaa8\ub2ec\ub9ac\ud2f0 \ub370\uc774\ud130\ub85c\ub294 \ud30c\uc545\ud558\uae30 \uc5b4\ub824\uc6b4 \ubcf5\uc7a1\ud55c \ud328\ud134\uacfc \uc0c1\uad00\uad00\uacc4\ub97c \ubc1d\ud600\ub0bc \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uc885\ub958\uc758 \ub370\uc774\ud130\uac00 \ubaa8\uc5ec \uc788\ub294 \uba40\ud2f0\ubaa8\ub2ec \uc0c1\ud669\uc5d0\uc11c \ud559\uc2b5\ud55c \ubaa8\ub378\uc740 \uac01 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \ubcf4\ub2e4 \uc815\ud655\ud558\uace0 \uc77c\ubc18\ud654\ub41c \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. VQA \uae30\uc220 \ubc0f \ubc29\ubc95<\/h2>\n<p>VQA \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc811\uadfc \ubc29\ubc95\uc774 \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc694 \ubc29\ubc95\uc73c\ub85c\ub294:<\/p>\n<h3>7.1. CNN(Convolutional Neural Networks)<\/h3>\n<p>\uc774\ubbf8\uc9c0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud574 CNN\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. CNN\uc744 \ud1b5\ud574 \uc774\ubbf8\uc9c0\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \uc774\ub7ec\ud55c \ud2b9\uc9d5\uc744 \uc9c8\ubb38\uacfc \uacb0\ud569\ud558\uc5ec \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>7.2. RNN(Recurrent Neural Networks)<\/h3>\n<p>\uc9c8\ubb38\uc758 \uc21c\ucc28\uc801 \ud2b9\uc131\uc744 \ucc98\ub9ac\ud558\uae30 \uc704\ud574 RNN \ub610\ub294 LSTM(Long Short-Term Memory)\uacfc \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc9c8\ubb38\uc758 \uc758\ubbf8\ub97c \ub2e4\ub978 \ub2e8\uc5b4\ub4e4\uacfc\uc758 \uad00\uacc4\uc5d0\uc11c \uc774\ud574\ud568\uc73c\ub85c\uc368, \ubcf4\ub2e4 \uc815\ubc00\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>7.3. Attention Mechanisms<\/h3>\n<p>\uc8fc\uc5b4\uc9c4 \uc774\ubbf8\uc9c0\uc640 \uc9c8\ubb38\uc758 \uc815\ubcf4 \uc911\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \ubd80\ubd84\uc5d0 \uc9d1\uc911\ud558\uae30 \uc704\ud574 Attention \uba54\ucee4\ub2c8\uc998\uc774 \ub3c4\uc785\ub429\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \uc774\ubbf8\uc9c0 \ub0b4\uc758 \ud2b9\uc815 \ubd80\ubd84\uc5d0 \uc788\uc73c\uba70 \uc9c8\ubb38\uacfc \uad00\ub828\ub41c \uc815\ubcf4\ub97c \uac15\uc870\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>8. \uacf5\uac1c \ub370\uc774\ud130\uc14b\uacfc \uc790\ub8cc<\/h2>\n<p>VQA \ubc0f \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \uacf5\uac1c\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uadf8\ub7f0 \ub370\uc774\ud130\uc14b\uc744 \ucc3e\uc744 \uc218 \uc788\ub294 \uba87 \uac00\uc9c0 \ub9c1\ud06c\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"http:\/\/visualqa.org\/\">VQA v2.0<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/COCOQA\/COCO-QA\">COCO-QA<\/a><\/li>\n<li><a href=\"http:\/\/tdiuc.csail.mit.edu\/\">TDIUC<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/VisualQA\/VisualQA\">VisualQA<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/datasets\/kazanova\/smartphone-vqa\">Smartphone VQA<\/a><\/li>\n<\/ul>\n<h2>9. \uacb0\ub860<\/h2>\n<p>\ubcf8 \uae00\uc5d0\uc11c\ub294 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uacfc VQA\uc758 \uac1c\ub150, \uad6c\uc870, \uae30\uc220 \ubc0f \ud65c\uc6a9 \uac00\ub2a5\uc131 \ub4f1\uc744 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc758 \ubc1c\uc804\uc740 \uc778\uacf5\uc9c0\ub2a5 \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354\uc6b1 \ub9ce\uc740 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub525\ub7ec\ub2dd\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c\uc758 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc758 \uc911\uc694\uc131\uc744 \uc774\ud574\ud558\uace0, VQA \uae30\uc220\uc744 \ub9c8\uc2a4\ud130\ud568\uc73c\ub85c\uc368 \ucd5c\uc2e0 \uacbd\ud5a5\uc5d0 \ub4a4\uccd0\uc9c0\uc9c0 \uc54a\ub3c4\ub85d \uc8fc\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\uc2e0\ub9cc\uc758 \ud504\ub85c\uc81d\ud2b8\ub97c \uc9c4\ud589\ud574\ubcf4\ub294 \uac83\ub3c4 \uc88b\uc740 \uacbd\ud5d8\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<\/article>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd \ubc0f \uba38\uc2e0\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4, \ub2e4\uc591\ud55c \ub370\uc774\ud130 \ud615\uc2dd\uacfc \uadf8\uc5d0 \ub300\ud55c \uc5f0\uad6c\uac00 \ud65c\ubc1c\ud788 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uacfc VQA(Visual Question Answering) \ub370\uc774\ud130\uc14b\uc740 \ube44\uc804 \ubc0f \uc5b8\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc774 \ubb34\uc5c7\uc778\uc9c0, VQA\uc758 \uac1c\ub150, \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc774\ub780? \uba40\ud2f0\ubaa8\ub2ec \ub370\uc774\ud130\uc14b\uc740 \uc11c\ub85c \ub2e4\ub978 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/39663\/\" class=\"more-link\">\ub354 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