{"id":39631,"date":"2024-11-02T06:50:35","date_gmt":"2024-11-02T06:50:35","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=39631"},"modified":"2024-11-26T06:41:12","modified_gmt":"2024-11-26T06:41:12","slug":"%ec%9d%8c%ec%84%b1-%eb%b0%8f-%ec%98%a4%eb%94%94%ec%98%a4-%ed%95%99%ec%8a%b5%ec%9a%a9-%eb%8d%b0%ec%9d%b4%ed%84%b0%ec%85%8b-urbansound8k-%eb%8b%a4%ec%96%91%ed%95%9c-%eb%8f%84%ec%8b%9c-%ec%86%8c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/39631\/","title":{"rendered":"\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \ud559\uc2b5\uc6a9 \ub370\uc774\ud130\uc14b, UrbanSound8K  \ub2e4\uc591\ud55c \ub3c4\uc2dc \uc18c\uc74c \ub370\uc774\ud130\uc14b"},"content":{"rendered":"<p>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \uc778\uc2dd \uae30\uc220\uc740 \ucd5c\uadfc \uba87 \ub144\uac04 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc740 \ud14d\uc2a4\ud2b8 \ubcc0\ud658, \uc74c\uc131 \uac80\uc0c9, \uc74c\uc545 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4, \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc774 \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 UrbanSound8K\ub77c\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc911\uc2ec\uc73c\ub85c \ub3c4\uc2dc \uc18c\uc74c \uc778\uc2dd\uc744 \uc704\ud55c \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ub4dc\ub9ac\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>UrbanSound8K \ub370\uc774\ud130\uc14b \uac1c\uc694<\/h2>\n<p>UrbanSound8K\ub294 \ub3c4\uc2dc \ud658\uacbd\uc5d0\uc11c \ubc1c\uc0dd\ud558\ub294 \ub2e4\uc591\ud55c \uc18c\uc74c\ub4e4\uc744 \ud3ec\ud568\ud55c \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc0ac\ub78c\ub4e4\uc774 \uc0dd\ud65c\ud558\ub294 \ub3c4\uc2ec \uc9c0\uc5ed\uc5d0\uc11c \uc790\uc8fc \ubc1c\uc0dd\ud558\ub294 \uc18c\uc74c\uc744 \uc218\uc9d1\ud558\uc5ec, \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378\uc774 \uc774\ub7ec\ud55c \uc18c\uc74c\uc744 \uc778\uc2dd\ud558\uace0 \ubd84\ub958\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uae30 \uc704\ud574 \uad6c\ucd95\ub418\uc5c8\uc2b5\ub2c8\ub2e4. UrbanSound8K\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub2e4\uc591\ud55c \uc18c\uc74c \uc720\ud615:<\/strong> UrbanSound8K\ub294 10,000\uac1c \uc774\uc0c1\uc758 \uc624\ub514\uc624 \ud074\ub9bd\uc744 \ud3ec\ud568\ud558\uace0 \uc788\uc73c\uba70, 10\uac00\uc9c0\uc758 \uc18c\uc74c \ud074\ub798\uc2a4\ub85c \ubd84\ub958\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc18c\uc74c \ud074\ub798\uc2a4\ub294 \uac70\ub9ac \uc18c\uc74c, \uacf5\uc6d0 \uc18c\ub9ac, \uc8fc\ucc28\uc7a5 \uc18c\uc74c, \uae38\uac70\ub9ac \uc18c\uc74c \ub4f1\uc73c\ub85c \ub2e4\uc591\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c \uc9c0\uc6d0:<\/strong> \uc774 \ub370\uc774\ud130\uc14b\uc740 \uc5f0\uad6c\uc790 \ubc0f \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc774 \uc18c\uc74c \uc778\uc2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud14c\uc2a4\ud2b8\ud558\uace0 \uac1c\uc120\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \uc790\ub8cc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc624\ud508\uc18c\uc2a4:<\/strong> UrbanSound8K\ub294 \uc5f0\uad6c\uc790 \ubc0f \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \ubb34\ub8cc\ub85c \uc81c\uacf5\ub418\uc5b4, \ub204\uad6c\ub098 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>UrbanSound8K \uad6c\uc131 \uc694\uc18c<\/h2>\n<p>UrbanSound8K\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<h3>1. \uc624\ub514\uc624 \ud074\ub9bd<\/h3>\n<p>\ub370\uc774\ud130\uc14b\uc740 10,000\uac1c \uc774\uc0c1\uc758 \uc624\ub514\uc624 \ud074\ub9bd\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01 \ud074\ub9bd\uc740 \ucd5c\uc18c 4\ucd08\uc5d0\uc11c \ucd5c\ub300 10\ucd08\uc758 \uae38\uc774\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ud074\ub9bd\uc740 \ub2e4\uc591\ud55c \uc18c\uc74c \ud658\uacbd\uc5d0\uc11c \uc218\uc9d1\ub418\uc5c8\uc73c\uba70, \uc774 \uacfc\uc815\uc5d0\uc11c \ubc30\uacbd \uc18c\uc74c, \uac70\ub9ac \uc18c\ub9ac\uc640 \uac19\uc740 \uc694\uc18c\ub4e4\uc774 \ub4e4\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2. \uc18c\uc74c \ud074\ub798\uc2a4<\/h3>\n<p>UrbanSound8K\ub294 10\uac00\uc9c0 \uc8fc\uc694 \uc18c\uc74c \ud074\ub798\uc2a4\ub85c \ub098\ub269\ub2c8\ub2e4:<\/p>\n<ul>\n<li>1. \uc5d0\uc5b4\ucee8<\/li>\n<li>2. \uc790\ub3d9\ucc28 \uacbd\uc801<\/li>\n<li>3. \ub3c4\ub85c \uc790\uc804\uac70<\/li>\n<li>4. \uad74\ucc29\uae30<\/li>\n<li>5. \uc0ac\ub78c\uc758 \ubaa9\uc18c\ub9ac<\/li>\n<li>6. \uac15\ub3c4 \uc0ac\uc0ac\uac74\uac74<\/li>\n<li>7. \ubb3c \uc18c\ub9ac<\/li>\n<li>8. \uac1c \uc9d6\ub294 \uc18c\ub9ac<\/li>\n<li>9. \uc790\uc804\uac70 \uc18c\ub9ac<\/li>\n<li>10. \uc74c\uc545 \uc18c\ub9ac<\/li>\n<\/ul>\n<h3>3. \uba54\ud0c0\ub370\uc774\ud130<\/h3>\n<p>\uac01 \uc624\ub514\uc624 \ud074\ub9bd\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uba54\ud0c0\ub370\uc774\ud130\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ud30c\uc77c \uc774\ub984<\/li>\n<li>\ud074\ub798\uc2a4 \ub808\uc774\ube14<\/li>\n<li>\uc2a4\ud0c0\uc77c (\uc608: \ub808\ucf54\ub529\ub41c \uc7a5\uc18c\uc758 \uc885\ub958)<\/li>\n<li>\uc18c\uc74c \uc720\ud615<\/li>\n<\/ul>\n<h2>\ub370\uc774\ud130\uc14b \uc0ac\uc6a9\ubc95<\/h2>\n<p>UrbanSound8K \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b \ud3ec\ud568\ub41c \uc624\ub514\uc624 \ud074\ub9bd\uc744 \uae30\ubc18\uc73c\ub85c \uc8fc\uc694 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc778 TensorFlow, PyTorch \ub4f1\uc744 \uc774\uc6a9\ud574 \uc18c\uc74c \ubd84\ub958 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 UrbanSound8K\ub97c \ud65c\uc6a9\ud55c \ub370\uc774\ud130 \uc0ac\uc774\uc5b8\uc2a4 \ud504\ub85c\uc81d\ud2b8\uc758 \uc77c\ubc18\uc801\uc778 \ud750\ub984\uc785\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \ub2e4\uc6b4\ub85c\ub4dc:<\/strong> UrbanSound8K \ub370\uc774\ud130\uc14b\uc740 \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c ZIP \ud30c\uc77c \ud615\uc2dd\uc73c\ub85c \uc81c\uacf5\ub418\uba70, \ub2e4\uc6b4\ub85c\ub4dc \ud6c4\uc5d0\ub294 \uc2dc\uc2a4\ud15c\uc758 \uc801\uc808\ud55c \uc704\uce58\uc5d0 \uc555\ucd95\uc744 \ud480\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> Raw \uc624\ub514\uc624 \ub370\uc774\ud130\ub97c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc801\ud569\ud55c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\uae30 \uc704\ud574 \uc804\ucc98\ub9ac\ub97c \uc218\ud589\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c, Mel-frequency cepstral coefficients (MFCCs)\uc640 \uac19\uc740 \ud2b9\uc131 \ucd94\ucd9c \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc18c\ub9ac\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \uc804\ucc98\ub9ac\ud55c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd \ub610\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, CNN(Convolutional Neural Networks)\uc774 \uc624\ub514\uc624 \ubd84\ub958\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud559\uc2b5\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. precision, recall, F1-score\uc640 \uac19\uc740 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uace0 \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>UrbanSound8K \ub370\uc774\ud130\uc14b \ub2e4\uc6b4\ub85c\ub4dc<\/h2>\n<p>UrbanSound8K \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c \ub9c1\ud06c\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<p><a href=\"https:\/\/urbansounddataset.weebly.com\/urbansound8k.html\" target=\"_blank\" rel=\"noopener\">UrbanSound8K \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a><\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>UrbanSound8K \ub370\uc774\ud130\uc14b\uc740 \ub3c4\uc2dc \uc18c\uc74c \uc778\uc2dd\uc744 \uc704\ud55c \uac15\ub825\ud55c \uc790\ub8cc\ub85c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uc5f0\uad6c\uc790\uc640 \uc5d4\uc9c0\ub2c8\uc5b4\ub4e4\uc740 \uc18c\uc74c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc778\uacf5\uc9c0\ub2a5 \ubaa8\ub378 \uac1c\ubc1c\uc744 \ud1b5\ud574 \ub3c4\uc2dc \ud658\uacbd\uc5d0\uc11c \uc2e4\uc81c\ub85c \ubc1c\uc0dd\ud558\ub294 \uc18c\uc74c\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\ub958\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc624\ub514\uc624 \uc778\uc2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \ud5a5\ud6c4 \ub354 \ub098\uc740 \ub3c4\uc2dc \ud658\uacbd \uc870\uc131\uacfc \uc18c\uc74c \uad00\ub9ac\uc5d0 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ucc38\uace0 \uc790\ub8cc<\/h3>\n<ul>\n<li><a href=\"https:\/\/urbansounddataset.weebly.com\/urbansound8k.html\" target=\"_blank\" rel=\"noopener\">UrbanSound8K \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/datasets\/jakubwaszyk\/urbansound8k\" target=\"_blank\" rel=\"noopener\">Kaggle UrbanSound8K \ub370\uc774\ud130\uc14b<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/audio-classification-using-urbansound8k-with-pytorch-7d6c63280417\" target=\"_blank\" rel=\"noopener\">Towards Data Science: Audio Classification Using UrbanSound8K<\/a><\/li>\n<li><a href=\"https:\/\/www.aclweb.org\/anthology\/W19-3931.pdf\" target=\"_blank\" rel=\"noopener\">UrbanSound8K: The Evolution of Urban Sound Recognition<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc74c\uc131 \ubc0f \uc624\ub514\uc624 \uc778\uc2dd \uae30\uc220\uc740 \ucd5c\uadfc \uba87 \ub144\uac04 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5b4\ub0c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc740 \ud14d\uc2a4\ud2b8 \ubcc0\ud658, \uc74c\uc131 \uac80\uc0c9, \uc74c\uc545 \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4, \uace0\ud488\uc9c8\uc758 \ud559\uc2b5 \ub370\uc774\ud130\uc14b\uc774 \ud544\uc218\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac 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