{"id":61451,"date":"2022-01-13T22:45:35","date_gmt":"2022-01-13T13:45:35","guid":{"rendered":"https:\/\/smilegate.ai\/?p=61451"},"modified":"2022-01-24T09:19:27","modified_gmt":"2022-01-24T00:19:27","slug":"%eb%b3%b4%ea%b3%a0-%eb%93%a3%eb%8a%94-%ea%b2%83%ec%9c%bc%eb%a1%9c-%eb%a7%90%ec%9d%84-%ec%9d%b4%ed%95%b4%ed%95%98%eb%8a%94-ai","status":"publish","type":"post","link":"https:\/\/smilegate.ai\/cn\/2022\/01\/13\/%eb%b3%b4%ea%b3%a0-%eb%93%a3%eb%8a%94-%ea%b2%83%ec%9c%bc%eb%a1%9c-%eb%a7%90%ec%9d%84-%ec%9d%b4%ed%95%b4%ed%95%98%eb%8a%94-ai\/","title":{"rendered":"\ubcf4\uace0 \ub4e3\ub294 \uac83\uc73c\ub85c \ub9d0\uc744 \uc774\ud574\ud558\ub294 AI"},"content":{"rendered":"<p>[\u670d\u52a1\u5f00\u53d1\u56e2\u961f\uff0cHyun-Jun Han]<br><br><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u4ecb\u7ecd<\/strong><\/p>\n\n\n\n<p>  \uc0ac\ub78c\ub4e4\uc740 AI \uc2a4\ud53c\ucee4\uc5d0\uc11c \ub09c\uccad \uc7a5\uc560\uac00 \uc788\ub294 \uc0ac\ub78c\ub4e4\uc744 \uc704\ud55c \ub3c4\uad6c \uac1c\ubc1c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uad11\ubc94\uc704\ud55c \uc74c\uc131 \uc778\uc2dd \ubc0f \uc774\ud574 \uc791\uc5c5\uc5d0 AI\ub97c \uc774\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uc74c\uc131 \uc774\ud574 \uc2dc\uc2a4\ud15c\uc740 \uc77c\uc0c1 \uc0c1\ud669\uc5d0\uc11c \uc885\uc885 \uc798 \uc791\ub3d9\ud558\uc9c0 \uc54a\uc744 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uc0ac\ub78c\uc774 \ub3d9\uc2dc\uc5d0 \ub9d0\uc744 \ud558\uac70\ub098 \ubc30\uacbd \uc18c\uc74c\uc774 \ub9ce\uc740 \uacbd\uc6b0, \uc815\uad50\ud55c \uc18c\uc74c \uc5b5\uc81c \uae30\uc220\uc870\ucc28\ub3c4 \uc774\ub7ec\ud55c \uc0c1\ud669\uc744 \uc644\ubcbd\ud788 \uc81c\uc5b4\ud558\uc9c0 \ubabb\ud558\ub294 \uc0c1\ud669\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. <br>  \ud604\uc7ac \uc778\uac04\uc774 AI\ubcf4\ub2e4 \ub9d0\uc744 \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc774\uc720\ub294 \uc778\uac04\uc774 \ub9d0\uc744 \uc774\ud574\ud558\ub294 \uacfc\uc815\uc5d0\uc11c \uadc0 \ubfd0\ub9cc \uc544\ub2c8\ub77c \ub208\ub3c4 \uc0ac\uc6a9\ud558\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubcf4\uc790\uba74 \uc9c0\uae08 \ub4e3\uace0 \uc788\ub294 \ubaa9\uc18c\ub9ac\uac00 \ub204\uad70\uac00\uc758 \uc785\uc774 \uc6c0\uc9c1\uc774\ub294 \uac83\uc744 \ubcf4\uace0 \uadf8 \uc0ac\ub78c\uc5d0\uac8c\uc11c \ub098\uc624\ub294 \uac83\uc774\ub77c\ub294 \uac83\uc744 \uc9c1\uad00\uc801\uc73c\ub85c \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0c1\ud669\uc5d0\uc11c Meta\ub294 \uc74c\uc131\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574 \ubcf4\uace0 \ub4e3\ub294 \uac83\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc778 AV-HuBERT(Audio-Visual Hidden Unit BERT)\ub97c \uacf5\uac1c\ud588\uc2b5\ub2c8\ub2e4.<br>  AV-HuBERT\ub294 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub418\uc9c0 \uc54a\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ub9d0\uacfc \uc785\uc220 \uc6c0\uc9c1\uc784\uc744 \uacf5\ub3d9\uc73c\ub85c \ubaa8\ub378\ub9c1\ud558\ub294 \ucd5c\ucd08\uc758 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ub610\ud55c \ud654\uc790\uc758 \uc18c\ub9ac\uc640 \uc774\ubbf8\uc9c0\ub97c \ubaa8\ub450 \uc0ac\uc6a9\ud574\uc11c \ub9d0\ud558\ub294 \uc0ac\ub78c\uc758 \ub9d0\uc744 \uc774\ud574\ud558\ub294 \ucd5c\uace0\uc758 AVSR(Audio visual speech recognition) \uc2dc\uc2a4\ud15c\ubcf4\ub2e4 75%\ub354 \uc815\ud655\ud558\uace0 \uc131\ub2a5 \ub610\ud55c \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\uc758 1\/10\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<br><br><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_1-1.png\" alt=\"\" class=\"wp-image-61456\" width=\"530\" height=\"299\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_1-1.png 835w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_1-1-300x169.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_1-1-768x433.png 768w\" sizes=\"(max-width: 530px) 100vw, 530px\" \/><\/figure><\/div>\n\n\n\n<p><br><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\uc74c\uc131 \uc778\uc2dd\uc744 \uad6c\ucd95\ud558\ub294 \uba40\ud2f0 \ubaa8\ub2ec \ubc29\ubc95<\/strong><\/p>\n\n\n\n<p>  \uc624\ub298\ub0a0\uc758 \uc74c\uc131 \uc778\uc2dd \ubaa8\ub378\uc740 \uc785\ub825\uc73c\ub85c \uc624\ub514\uc624\ub9cc \uc0ac\uc6a9\ud558\ubbc0\ub85c \ud55c \uc0ac\ub78c \ub610\ub294 \uc5ec\ub7ec \uc0ac\ub78c\uc774 \ub9d0\ud558\uace0 \uc788\ub294\uc9c0 \uc544\ub2c8\uba74 \uc18c\ub9ac\uac00 \ubc30\uacbd \uc18c\uc74c\uc778\uc9c0\ub97c \ucd94\uce21\ud574\uc57c \ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 AV-HuBERT\ub294 \uc74c\uc131 \ubc0f \uc785\uc220 \uc6c0\uc9c1\uc784 \uc2e0\ud638\uc758 \uc870\ud569\uc744 \ud1b5\ud574 \uc5b8\uc5b4\ub97c \uc778\uc9c0\ud558\uace0 \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \uc0ac\ub78c\ub4e4\uc774 \uc0c8\ub85c\uc6b4 \uae30\uc220\uc744 \uba40\ud2f0 \ubaa8\ub2ec\uc758 \ud615\ud0dc\ub85c \uc2b5\ub4dd\ud558\ub294 \ubc29\ubc95\uacfc \uc720\uc0ac\ud558\uac8c \ubc30\uc6c1\ub2c8\ub2e4. \uacf5\uac1c\uc801\uc73c\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c LRS3 \ubc0f VoxCeleb \ub370\uc774\ud130 \uc138\ud2b8\uc778 \ube44\ub514\uc624 \ub179\ud654\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n<p>AV-HuBERT\ub294 \ud45c\ud604 \ud559\uc2b5\uc744 \uc704\ud55c \uccad\uac01 \uc815\ubcf4\uc640 \ud568\uaed8 \ub9d0\ud558\ub294 \ub3d9\uc548 \uc785\uc220\uacfc \uce58\uc544\uc758 \uc6c0\uc9c1\uc784\uacfc \uac19\uc740 \uc2dc\uac01\uc801 \uc2e0\ud638\ub97c \uacb0\ud569\ud558\uc5ec \uc0ac\uc804 \ud6c8\ub828\uc744 \uc704\ud574 \ud6e8\uc52c \uc801\uc740 \uc591\uc758 \uc804\uc0ac\ub418\uc9c0 \uc54a\uc740 \ube44\ub514\uc624 \ub370\uc774\ud130\ub85c\ub3c4 \ub450 \uc785\ub825 \uc2a4\ud2b8\ub9bc \uac04\uc758 \ubbf8\ubb18\ud55c \uc5f0\uad00\uc131\uc744 \ud6a8\uc728\uc801\uc73c\ub85c \ucea1\ucc98\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br>\uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc774 \uad6c\uc870\uc640 \uc0c1\uad00 \uad00\uacc4\ub97c \uc798 \ud559\uc2b5\ud558\uba74 \ud2b9\uc815 \uc791\uc5c5\uc774\ub098 \ub2e4\ub978 \uc5b8\uc5b4\uc5d0 \ub300\ud55c \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \ub370 \uc18c\ub7c9\uc758 \ub808\uc774\ube14\uc774 \uc9c0\uc815\ub41c \ub370\uc774\ud130\ub9cc \ud544\uc694\ud569\ub2c8\ub2e4.<br><br><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_2.png\" alt=\"\" class=\"wp-image-61460\" width=\"711\" height=\"399\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_2.png 834w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_2-300x168.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_2-768x431.png 768w\" sizes=\"(max-width: 711px) 100vw, 711px\" \/><\/figure><\/div>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" src=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_3.png\" alt=\"\" class=\"wp-image-61457\" width=\"707\" height=\"397\" srcset=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_3.png 835w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_3-300x169.png 300w, https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/meta_video_pic_3-768x431.png 768w\" sizes=\"(max-width: 707px) 100vw, 707px\" \/><\/figure><\/div>\n\n\n\n<p>\uc704 \uadf8\ub9bc\uc740 AV-HuBERT \uc811\uadfc \ubc29\uc2dd\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub9c8\uc2a4\ud0b9\ub41c \uc624\ub514\uc624 \ubc0f \uc774\ubbf8\uc9c0 \uc2dc\ud000\uc2a4\ub97c \ud558\uc774\ube0c\ub9ac\ub4dc ResNet-Transformer \uc544\ud0a4\ud14d\ucc98\ub97c \ud1b5\ud574 \uc2dc\uccad\uac01 \uae30\ub2a5\uc73c\ub85c \uc778\ucf54\ub529\ud558\uc5ec \ubbf8\ub9ac \uacb0\uc815\ub41c \uac1c\ubcc4 \ud074\ub7ec\uc2a4\ud130 \ud560\ub2f9 \uc2dc\ud000\uc2a4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. <a href=\"https:\/\/ai.facebook.com\/blog\/hubert-self-supervised-representation-learning-for-speech-recognition-generation-and-compression\/\" class=\"rank-math-link\" target=\"_blank\" rel=\"noopener\">Meta AI\u2019s audio HuBERT approach<\/a>\ub97c \ubaa8\ud2f0\ube0c\ub85c \uc790\uac00 \uc9c0\ub3c4 \uc74c\uc131 \ud45c\ud604\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud574 AV-HuBERT\uc758 \ub300\uc0c1 \ud074\ub7ec\uc2a4\ud130 \ud560\ub2f9\uc740 \ucc98\uc74c\uc5d0 \uc2e0\ud638 \ucc98\ub9ac \uae30\ubc18 \uc74c\ud5a5 \ud2b9\uc131(\uc608: Mel-frequency cepstral \uacc4\uc218 \ub610\ub294 MFCC)\uc5d0\uc11c \uc0dd\uc131\ub41c \ub2e4\uc74c k-\ud3c9\uade0 \ud074\ub7ec\uc2a4\ud130\ub9c1\uc744 \ud1b5\ud574 \uc2dc\uccad\uac01 \uc778\ucf54\ub354\uc5d0\uc11c \ud559\uc2b5\ud55c \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubc18\ubcf5\uc801\uc73c\ub85c \uc815\uc81c\ub429\ub2c8\ub2e4.<\/p>\n\n\n\n<p>AV-HuBERT\uac00 \ud559\uc2b5\ud55c \uc0c1\ud669\ubcc4 \ud45c\ud604\uc740 \ubaa8\ub378\uc774 \ud654\uc790\ub97c \ubcfc \uc218\ub294 \uc788\uc9c0\ub9cc \ub4e4\uc744 \uc218 \uc5c6\ub294 \uc791\uc5c5\uc73c\ub85c\uc758 \ud0c1\uc6d4\ud55c \uc804\ud658 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. AV-HuBERT\ub294 \uc774 \uc124\uc815\uc5d0\uc11c \ud604\uc7ac\uc758 \ucd5c\uace0 \uae30\uc220 \uc218\uc900\uc758 \uc811\uadfc \ubc29\uc2dd\ubcf4\ub2e4 20% \ub354 \uc815\ud655\ud558\uba70 \uc131\ub2a5\uc774 \ub354 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<br><br><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong>\u7ed3\u8bba<\/strong><\/p>\n\n\n\n<p>\ud604\uc7ac \uc624\ub514\uc624\ub9cc\uc73c\ub85c \uc5b8\uc5b4\ub97c \uc778\uc2dd\ud558\ub294\ub370 \ub9ce\uc740 \uc5b4\ub824\uc6c0\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc544\ubb34\ub9ac \uc624\ub514\uc624\ub97c \uc815\uc81c\ud55c\ub2e4 \ud558\ub354\ub77c\ub3c4 \uc8fc\ubcc0 \uc7a1\uc74c\uc774\ub098 \uc74c\uc131\uc774 \uc11e\uc774\uac8c \ub418\uba74 \uc6d0\ud558\ub294 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\uae30 \ud798\ub4e4\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 Meta\uac00 \uacf5\uac1c\ud55c AV-HuBERT\uc740 \uc774\ub7ec\ud55c \ubb38\uc81c\ub4e4\uc744 \ud574\uacb0\ud558\ub294\ub370 \ub9ce\uc740 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\ub2e4\uace0 \uc0dd\uac01\ub429\ub2c8\ub2e4. \uba40\ud2f0 \ubaa8\ub2ec\uc774 \uac00\ub2a5\ud55c \ud658\uacbd\uc5d0\uc11c \uc131\ub2a5\uc744 \uc62c\ub9ac\ub294 \ubc29\ubc95\uc73c\ub85c AV-HuBERT\ub97c \ud65c\uc6a9\ud55c\ub2e4\uba74 \uc0c8\ub85c\uc6b4 \uc74c\uc131 \uc778\uc2dd \ub3c4\uad6c\ub97c \ub9cc\ub4dc\ub294\ub370 \ub9ce\uc740 \ub3c4\uc6c0\uc744 \uc904 \uac83\uc774\ub77c\uace0 \uae30\ub300\ud569\ub2c8\ub2e4.<br><br><\/p>\n\n\n\n<p class=\"has-medium-font-size\"><strong><span class=\"has-inline-color has-light-gray-color\">\u53c2\u8003 <\/span><\/strong><\/p>\n\n\n\n<p>https:\/\/ai.facebook.com\/blog\/ai-that-understands-speech-by-looking-as-well-as-hearing\/ <\/p>\n\n\n\n<p><\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span class=\"likebtn-wrapper\"  data-identifier=\"post_61451\"  data-site_id=\"5f255b28943ec9a60bed08fd\"  data-lang=\"ko\"  data-dislike_enabled=\"false\"  data-icon_dislike_show=\"false\"  data-tooltip_enabled=\"false\"  data-white_label=\"true\"  data-rich_snippet=\"true\"  data-popup_disabled=\"true\"  data-i18n_like=\"Like\"  data-style=\"\"  data-unlike_allowed=\"\"  data-show_copyright=\"\"  data-item_url=\"https:\/\/smilegate.ai\/cn\/2022\/01\/13\/%eb%b3%b4%ea%b3%a0-%eb%93%a3%eb%8a%94-%ea%b2%83%ec%9c%bc%eb%a1%9c-%eb%a7%90%ec%9d%84-%ec%9d%b4%ed%95%b4%ed%95%98%eb%8a%94-ai\/\"  data-item_title=\"\ubcf4\uace0 \ub4e3\ub294 \uac83\uc73c\ub85c \ub9d0\uc744 \uc774\ud574\ud558\ub294 AI\"  data-item_image=\"https:\/\/smilegate.ai\/wp-content\/uploads\/2022\/01\/speech.png\"  data-item_date=\"2022-01-13T22:45:35+09:00\"  data-engine=\"WordPress\"  data-plugin_v=\"2.6.55\"  data-prx=\"https:\/\/smilegate.ai\/wp-admin\/admin-ajax.php?action=likebtn_prx\"  data-event_handler=\"likebtn_eh\" ><\/span><!-- LikeBtn.com END --><\/div>","protected":false},"excerpt":{"rendered":"<p>[\uc11c\ube44\uc2a4\uac1c\ubc1c\ud300 \ud55c\ud604\uc900] \uc11c\ub860 \uc0ac\ub78c\ub4e4\uc740 AI \uc2a4\ud53c\ucee4\uc5d0\uc11c \ub09c\uccad \uc7a5\uc560\uac00 \uc788\ub294 \uc0ac\ub78c\ub4e4\uc744 \uc704\ud55c \ub3c4\uad6c \uac1c\ubc1c\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uad11\ubc94\uc704\ud55c \uc74c\uc131 \uc778\uc2dd \ubc0f \uc774\ud574 \uc791\uc5c5\uc5d0 AI\ub97c \uc774\uc6a9\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \uc74c\uc131 \uc774\ud574 \uc2dc\uc2a4\ud15c\uc740 \uc77c\uc0c1 \uc0c1\ud669\uc5d0\uc11c \uc885\uc885 \uc798 \uc791\ub3d9\ud558\uc9c0 \uc54a\uc744 \ub54c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec \uc0ac\ub78c\uc774 \ub3d9\uc2dc\uc5d0 \ub9d0\uc744 \ud558\uac70\ub098 \ubc30\uacbd \uc18c\uc74c\uc774 \ub9ce\uc740 \uacbd\uc6b0, \uc815\uad50\ud55c \uc18c\uc74c \uc5b5\uc81c \uae30\uc220\uc870\ucc28\ub3c4 \uc774\ub7ec\ud55c \uc0c1\ud669\uc744 \uc644\ubcbd\ud788 \uc81c\uc5b4\ud558\uc9c0 \ubabb\ud558\ub294 \uc0c1\ud669\uc774 \ubc1c\uc0dd\ud569\ub2c8\ub2e4.&hellip;<\/p>\n<div class=\"likebtn_container\" style=\"\"><!-- LikeBtn.com BEGIN --><span 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