\uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uac00 \uc778\uacf5\uc9c0\ub2a5(AI) \uc74c\uc131 \ucc98\ub9ac \ubd84\uc57c \uc138\uacc4 \ucd5c\ub300 \uaddc\ubaa8 \ud559\uc220\ub300\ud68c\uc778 \uc778\ud130\uc2a4\ud53c\uce58(INTERSPEECH)\uc5d0\uc11c \ucd1d 4\ud3b8\uc758 \uc5f0\uad6c \uc131\uacfc\ub97c \ubc1c\ud45c\ud55c\ub2e4.<\/p>\n\n\n\n
\uc62c\ud574\ub85c 23\ud68c\ub97c \ub9de\uc740 \uc778\ud130\uc2a4\ud53c\uce58\ub294 18\uc77c\ubd80\ud130 \uc624\ub294 22\uc77c\uae4c\uc9c0 \uc778\ucc9c \uc1a1\ub3c4\ucee8\ubca4\uc2dc\uc544\uc5d0\uc11c \uc9c4\ud589\ub41c\ub2e4. \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub97c \ud3ec\ud568\ud574 \uc804 \uc138\uacc4 \ub0b4\ub85c\ub77c\ud558\ub294 AI \uae30\uc5c5\uc774 \ubaa8\uc5ec \uac00\uc7a5 \ucd5c\uc2e0\uc758 \uc5f0\uad6c \uc131\uacfc\ub97c \uacf5\uc720\ud558\uba74\uc11c \uc804 \uc138\uacc4 AI \uc5c5\uacc4\uc758 \uc774\ubaa9\uc774 \uc9d1\uc911\ub418\uace0 \uc788\ub2e4.<\/p>\n\n\n\n
\uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \uc774\ubc88 \uc778\ud130\uc2a4\ud53c\uce58\uc5d0 \ud50c\ub798\ud2f0\ub118 \uc2a4\ud3f0\uc11c\ub85c \ucc38\uc5ec\ud588\uc73c\uba70, \ucd1d 4\ud3b8\uc758 \ub17c\ubb38\uc744 \ud1b5\ud574 \uc0ac\ub78c \ucc98\ub7fc \ub9d0\ud558\uace0 \uc774\ud574\ud558\ub294 AI\ub97c \uc120\ubcf4\uc600\ub2e4. \uc774\uc911 \ud55c \ud3b8\uc740 \uc778\ud130\uc2a4\ud53c\uce58 \ub4f1\uc7ac \ub17c\ubb38 \uc911\uc5d0\uc11c\ub3c4 \ub192\uc740 \uc218\uc900\uc744 \uc778\uc815\ubc1b\uc544 \uad6c\ub450(oral) \ubc1c\ud45c\ub85c \uacf5\uac1c\ub410\ub2e4.<\/p>\n\n\n\n
\uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \u2018\uc2e4\uc6a9\uc801\uc778 AI\u2019\uc5d0 \uc9d1\uc911\ud558\uba70 \uae00\ub85c\ubc8c \uae30\uc220\ub825\uc744 \ub2e4\uc591\ud55c \uc11c\ube44\uc2a4\ub85c \uc5f0\uacb0\uc2dc\ud0a4\ub294 \uc5f0\uad6c\uc5d0 \ub9ce\uc740 \ud22c\uc790\ub97c \ud558\uace0 \uc788\ub2e4. 2019\ub144 \uce74\uce74\uc624\uc5d0\uc11c \ubd84\uc0ac\ud55c \uc774\ub798\ub85c 3\ub144 \uc5f0\uc18d \uc778\ud130\uc2a4\ud53c\uce58\uc5d0\uc11c \ub17c\ubb38\uc744 \ubc1c\ud45c\ud574\uc654\uc73c\uba70 \uc62c\ud574 \uae4c\uc9c0 \ucd1d 8\ud3b8\uc5d0 \ub2ec\ud558\ub294 \ub17c\ubb38 \uc131\uacfc\ub97c \uacf5\uac1c\ud588\ub2e4.<\/p>\n\n\n\n
\uc774\ubc88 \uc5f0\uad6c \ub610\ud55c \u25b3\uc0ac\ub78c\ucc98\ub7fc \ub9d0\ud558\ub294 AI \u25b3\uae34 \uc74c\uc131\ub3c4 \uc798 \uc774\ud574\ud558\ub294 AI \u25b3\uc778\uac04\uc758 \ubcf5\uc7a1\ud55c \uac10\uc815\uc744 \uc774\ud574\ud558\ub294 AI \ub4f1 \uc2e4\uc81c \uc11c\ube44\uc2a4\ud654\ud560 \uc218 \uc788\ub294 \uae30\uc220\uacfc \ub354\ubd88\uc5b4 \uc601\uc5b4 \ubc1c\uc74c\uc774 \uc6d0\uc5b4\ubbfc\uacfc \uc5bc\ub9c8\ub098 \uac00\uae4c\uc6b4 \uc9c0 \uc54c\ub824\uc8fc\ub294 AI \uae4c\uc9c0 \uc0ac\ub78c\ub4e4\uc774 \uc27d\uac8c \uc811\ud558\uace0 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc744 \uc120\ubcf4\uc600\ub2e4\ub294 \ub370\uc5d0 \uc758\ubbf8\ub97c \uc9c0\ub2cc\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc774 \uc0ac\ub78c \ucc98\ub7fc \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uc77c\uc0c1 \ub300\ud654\ub97c \ub098\ub20c \uc218 \uc788\ub294 AI \ucc57\ubd07, \uc778\uac04 \uc0c1\ub2f4\uc6d0\uc758 \uc5c5\ubb34\ub97c \ud6a8\uc728\ud654\ud560 \uc218 \uc788\ub294 AI \ucee8\ud0dd \uc13c\ud130 \ub4f1 \ub9ce\uc740 \uc0ac\ub78c\ub4e4\uc758 \uc0b6\uc744 \ub354\uc6b1 \ud3b8\ub9ac\ud558\uac8c \ud560 \uc218 \uc788\ub294 \uc11c\ube44\uc2a4\ub85c \uc774\uc5b4\uc9c8 \uac83\uc73c\ub85c \uae30\ub300\ub41c\ub2e4.<\/p>\n\n\n\n
\uc784\ub2e8\u22c5\uc815\uc131\ud76c\u22c5\uae40\uc758\uc131 \uc5f0\uad6c\uc6d0\uc740 \uc0ac\ub78c\ucc98\ub7fc \ub9d0\ud558\ub294 AI\uc5d0 \ub300\ud55c \uc5f0\uad6c\ub97c \ubc1c\ud45c\ud588\ub2e4. JETS: Jointly Training FastSpeech2 and HiFi-GAN for End to End Text to Speech<\/a> \uc5d0\uc11c\ub294 \uc2e4\uc81c \uc0ac\ub78c\uacfc \uad6c\ubcc4\ud558\uae30 \uc5b4\ub824\uc6b4 \uc218\uc900\uc758 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uace0\ud488\uc9c8 \uc74c\uc131 \uac1c\ubc1c \ubc29\ubc95\ub860\uc744 \uc81c\uc548\ud55c\ub2e4. \uc784\ub2e8 \uc5f0\uad6c\uc6d0\uc740 19\uc77c \uad6c\ub450 \ubc1c\ud45c\ub97c \ud1b5\ud574 \u2018E2E(End to End)-TTS(\uc885\ub2e8\uac04 TTS)\u2019 \uae30\ubc95\uc73c\ub85c \uae30\uc874 \u2018\ub274\ub7f4(Neural) TTS(Text to Speech)\u2019 \uac1c\ubc1c \uacfc\uc815\uc744 \ub2e8\uc21c\ud654\ud558\ub294 \ubc29\ubc95\uc744 \ubc1c\ud45c\ud588\ub2e4. \uae30\uc874 \ub274\ub7f4 TTS \ubc29\uc2dd\uc774 \uc74c\uc131 \ucc98\ub9ac\ub97c \uc704\ud574 2\uac1c\uc758 \ubaa8\ub378(acoustic feature generator, neural vocoder)\uc744 \ub530\ub85c \ud559\uc2b5\ud574\uc57c \ud588\ub2e4\uba74 E2E-TTS \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \ub450 \ubaa8\ub378\uc744 \ud55c\ubc88\uc5d0 \ud559\uc2b5\ud560 \uc218 \uc788\uac8c \ub418\uc5b4 \ud559\uc2b5 \uacfc\uc815\uc744 \ub2e8\ucd95\ud558\ub294 \uac83\uc740 \ubb3c\ub860 \ub354\uc6b1 \uace0\ud488\uc9c8\uc758 \uc74c\uc131\uc744 \ub9cc\ub4e4\uc5b4 \ub0bc \uc218 \uc788\ub2e4. \uc774 \ubc29\ubc95\ub860\uc740 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uc758 AI \ucee8\ud0dd\uc13c\ud130\uc778 \u2018\uce74\uce74\uc624 i \ucee4\ub125\ud2b8 \uc13c\ud130\u2019, \u2018\ud5e4\uc774\uce74\uce74\uc624\u2019 \ub4f1 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988 \ub525\ub7ec\ub2dd TTS(Text to Speech)\uac00 \uc4f0\uc774\ub294 \ubaa8\ub4e0 \uc11c\ube44\uc2a4\uc5d0 \uc801\uc6a9\ub418\uc5b4 \uc788\ub2e4.<\/p>\n\n\n\n \uc0ac\ub78c \ucc98\ub7fc \ub9d0\ud558\uae30 \uc704\ud574\uc11c\ub294 \uae34 \uc74c\uc131\ub3c4 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc131\ub2a5\uc774 \uc6b0\uc120\ub418\uc5b4\uc57c \ud55c\ub2e4. \uc774\uc9c0\ud61c \uc5f0\uad6c\uc6d0\uc774 \uacf5\ub3d91\uc800\uc790\ub85c \ucc38\uc5ec\ud55c Generalizing RNN-Transducer to Out-Domain Audio via Sparse Self-Attention Layers<\/a> \ub294 \ud559\uc2b5 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \ud2b9\uc131\uc774 \ubd88\uc77c\uce58\ud558\uba74\uc11c \ubc1c\uc0dd\ud558\ub294 \uc74c\uc131\uc778\uc2dd \uc624\ub958 \uc911 \ud2b9\ud788 \uc74c\uc131 \uae38\uc774\uac00 \uae38\uc5b4\uc84c\uc744 \ub54c \ub9ce\uc774 \ubc1c\uc0dd\ud558\ub294 \uc74c\uc131\uc778\uc2dd \uc624\ub958\uc778 \ud0c8\ub77d \uc624\ub958(deletion error)\ub97c \uac1c\uc120\ud558\uae30 \uc704\ud55c \ubc29\ubc95\ub860\uc744 \uc81c\uc548\ud55c\ub2e4. \uae30\uc874 \uc74c\uc131 \uc778\uc2dd\uae30\uac00 \ud559\uc2b5\ud55c \ud658\uacbd\uacfc \ub2e4\ub978 \ud2b9\uc131\uc758 \uc74c\uc131 \uc785\ub825\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc131\ub2a5 \uc800\ud558 \uc5c6\uc774 \uc548\uc815\uc801\uc778 \uc778\uc2dd \uc131\ub2a5\uc744 \ub0b4\uac8c \ud558\ub294 \uac83\uc740 \uc74c\uc131 \uc778\uc2dd \uc0c1\uc6a9\ud654\uc5d0 \uc788\uc5b4\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uacfc\uc81c\ub2e4. \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \uc0c8\ub85c\uc6b4 \ubc29\ubc95\ub860\uc744 \ud1b5\ud574 \uae30\uc874 \ub300\ube44 27.6% \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ud655\uc778\ud588\ub2e4. \ud5a5\ud6c4 \uc74c\uc131 \uc778\uc2dd\uae30\uac00 \uc0ac\uc6a9\ub418\ub294 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uc758 \uc5ec\ub7ec \uc11c\ube44\uc2a4\uc5d0\uc11c \uc548\uc815\uc801\uc73c\ub85c \ub192\uc740 \uc74c\uc131\uc778\uc2dd\ub960\uc744 \uc2e4\ud604\ud560 \uc218 \uc788\uc744 \uac83\uc73c\ub85c \uae30\ub300\ub41c\ub2e4.<\/p>\n\n\n\n \uc778\uac04\uc758 \ubcf5\uc7a1\ud55c \uac10\uc815\uc744 \uc774\ud574\ud558\ub294 \uac83 \ub610\ud55c AI \uc5c5\uacc4\uc758 \uc601\uc6d0\ud55c \uc219\uc81c\ub2e4. \uc774\uc8fc\uc131 \uc5f0\uad6c\uc6d0\uc774 \uc9d1\ud544\ud55c The Emotion is Not One-hot Encoding: Learning with Grayscale Label for Emotion Recognition in Conversation<\/a> \uc740 \uc778\uac04\uc758 \ubcf5\ud569\uc801\uc778 \uac10\uc815\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\ub860\uc744 \uc81c\uc2dc\ud55c\ub2e4. \uc778\uac04\uc758 \ubc1c\ud654\uc5d0\ub294 \uc5ec\ub7ec \uac10\uc815\uc774 \ub4e4\uc5b4\uac00\uae30 \ub54c\ubb38\uc5d0 \ud55c \uac00\uc9c0 \uac10\uc815\ub9cc\uc744 \uc778\uc9c0\ud558\ub294 \uae30\uc874\uc758 \uc6d0\ud56b \uc778\ucf54\ub529(one-hot encoding)\uc73c\ub85c\ub294 \ub300\ud654\uc758 \uc758\ub3c4\uc640 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\uae30 \uc5b4\ub835\ub2e4. \uc774\uc8fc\uc131 \uc5f0\uad6c\uc6d0\uc740 \uc0c8\ub85c\uc6b4 \ubc29\ubc95\ub860\uc73c\ub85c \uadf8\ub808\uc774\uc2a4\ucf00\uc77c \ub808\uc774\ube14(grayscale label)\uc744 \ub9cc\ub4e4\uc5b4 \ub2e4\uc591\ud55c \uac10\uc815 \ubd84\ud3ec\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \uc81c\uc548\ud588\ub2e4. \uc774 \ubc29\ubc95\ub860\uc740 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uc758 \uc11c\ube44\uc2a4\ud615 AI\uc778 \u2018AIaaS(AI as a Service)\u2019\uc5d0 \uc801\uc6a9\ub418\uc5b4 \ub300\ud654 \ub9e5\ub77d\uc744 \uc804\ubc18\uc801\uc73c\ub85c \uc774\ud574\ud558\uace0 \ubc1c\ud654\uc5d0 \ub2f4\uae34 \uc758\ubbf8\ub97c \ubd84\uc11d\ud558\uac70\ub098 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ub2f5\ubcc0\uc744 \uc81c\uc2dc\ud558\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud558\uace0 \uc788\ub2e4.<\/p>\n\n\n\n \ub9c8\uc9c0\ub9c9\uc73c\ub85c \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \uc601\uc5b4 \ubc1c\uc74c\uc774 \uc6d0\uc5b4\ubbfc\uacfc \uc5bc\ub9c8\ub098 \uac00\uae4c\uc6b4 \uc9c0\ub97c \uc54c\ub824\uc8fc\ub294 AI\ub97c \uc120\ubcf4\uc600\ub2e4. \uae40\uc758\uc131\u22c5\uc804\uc7ac\uc9c4\u22c5\uc11c\ud61c\uc9c0\u22c5\uae40\ud6c8 \uc5f0\uad6c\uc6d0\uc774 \ud568\uaed8 \ubc1c\ud45c\ud55c Automatic Pronunciation Assessment using Self-Supervised Speech Representation Learning<\/a>\uc740 \ube44\uc6d0\uc5b4\ubbfc \ud559\uc2b5\uc790\ub4e4\uc758 \uc601\uc5b4 \ubc1c\uc74c\uc744 \uc810\uc218\ud654\ud574 \ud3c9\uac00\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8ec \ub17c\ubb38\uc774\ub2e4. \ub525\ub7ec\ub2dd \uc790\uae30 \uc9c0\ub3c4 \ud559\uc2b5(SSL, Self-supervised Learning)\uc73c\ub85c \uc801\uc740 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \uc0ac\uc804\ud559\uc2b5(pre-training), \ubbf8\uc138\uc870\uc815(fine-tuning)\uc744 \uac70\uccd0 \uc601\uc5b4\ubc1c\uc74c\uc744 \ud3c9\uac00\ud558\ub294 \uc0c8\ub85c\uc6b4 \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uc548\ud55c\ub2e4. \uae30\uc874 \ud559\uc2b5 \ubc29\ubc95 \ub300\ube44 30% \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ubcf4\uc778 \uc774 \ubc29\ubc95\ub860\uc740 \uc601\uc5b4 \uad50\uc721 \uc804\ubb38\ud68c\uc0ac\uc778 (\uc8fc)\uc789\uae00\ub9ac\uc2dc\ud5cc\ud2b8\uc640 \uacf5\ub3d9 \uac1c\ubc1c\ud55c \ubaa8\ubc14\uc77c \uc601\uc5b4 \ud559\uc2b5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \u2018\ube44\ubc14\ubd80 \uc789\uae00\ub9ac\uc2dc\u2019\uc5d0\ub3c4 \ub3c4\uc785\ub418\uc5b4 AI \uc9d1\uc911\ub3c4 \ubd84\uc11d \ubc0f \ubc1c\uc74c\ud3c9\uac00 \uae30\ub2a5\uc744 \uad6c\ud604\ud558\ub294 \uac83\uc740 \ubb3c\ub860 \uac1c\uc778\ud654\ub41c AI \ud559\uc2b5 \ub9ac\ud3ec\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \uc4f0\uc774\uace0 \uc788\ub2e4.<\/p>\n\n\n\n \ucd5c\ub3d9\uc9c4 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988 \ucd5c\uace0\uc778\uacf5\uc9c0\ub2a5\ucc45\uc784\uc790(CAIO) \uacb8 \ubd80\uc0ac\uc7a5\uc740 \u201c\uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \uc5b4\ub835\uace0 \uc811\uadfc\ud558\uae30 \uc5b4\ub824\uc6b4 \uae30\uc220\uc774 \uc544\ub2cc \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \ud65c\uc6a9\ud558\uace0 \uccb4\uac10\ud560 \uc218 \uc788\ub294 \uc2e4\uc6a9\uc801\uc778 AI\uc5d0 \uc9d1\uc911\ud558\uace0 \uc788\ub2e4. \uc778\ud130\uc2a4\ud53c\uce58\uc5d0 \ubaa8\uc778 \uc804 \uc138\uacc4 AI \uac15\uc790\ub4e4\ub3c4 \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uc758 \uc774\ub7ec\ud55c \uae30\uc870\uc5d0 \uc8fc\ubaa9\ud558\uace0 \uacf5\uac10\ud560 \uac83\uc73c\ub85c \uae30\ub300\ud55c\ub2e4\u201d\uba70, \u201c\uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\ub294 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub354 \ub098\uc740 \uc0b6\uc744 \uc120\uc0ac\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc744 \uc81c\uacf5\ud558\uae30 \uc704\ud574 \uc5ed\ub7c9\uc788\ub294 \ud06c\ub8e8\ub4e4\uc758 \uc5f0\uad6c\ub97c \uc801\uadf9 \uc9c0\uc6d0\ud558\uace0 AI \ucc57\ubd07, AI \ucee8\ud0dd\uc13c\ud130 \ub4f1 \uc11c\ube44\uc2a4 \uace0\ub3c4\ud654\uc5d0 \ub9ce\uc740 \ub178\ub825\uacfc \ud22c\uc790\ub97c \uc774\uc5b4 \ub098\uac08 \uacc4\ud68d\u201d\uc774\ub77c\uace0 \ubc1d\ud614\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":" \uce74\uce74\uc624\uc5d4\ud130\ud504\ub77c\uc774\uc988\uac00 \uc778\uacf5\uc9c0\ub2a5(AI) \uc74c\uc131 \ucc98\ub9ac \ubd84\uc57c \uc138\uacc4 \ucd5c\ub300 \uaddc\ubaa8 \ud559\uc220\ub300\ud68c\uc778 \uc778\ud130\uc2a4\ud53c\uce58(INTERSPEECH)\uc5d0\uc11c \ucd1d 4\ud3b8\uc758 \uc5f0\uad6c \uc131\uacfc\ub97c 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