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\u5b9f\u52d9\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u5217\u6319\u3059\u308b\u3002- \u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u30ac\u30a4\u30c9\u30ec\u30f3\u30b8\u3092\u6c7a\u3081\u308b\uff1a\u30d4\u30c3\u30c1\u306f\u00b11\u301c2\u534a\u97f3\u3001SNR\u306f\u4f8b\u3048\u307010\u201320dB\u3001\u6642\u9593\u4f38\u7e2e\u306f0.9\u20131.2\u500d\u306a\u3069\u3001\u7528\u9014\u306b\u5408\u308f\u305b\u305f\u201c\u5b89\u5168\u57df\u201d\u3092\u5148\u306b\u5b9a\u7fa9\u3059\u308b\u3002 - \u691c\u8a3c\u306f\u975e\u62e1\u5f35\u3067\u884c\u3046\uff1a\u4e00\u822c\u5316\u306e\u52b9\u679c\u3092\u904e\u5927\u8a55\u4fa1\u3057\u306a\u3044\u305f\u3081\u3001\u8a55\u4fa1\u30c7\u30fc\u30bf\u306f\u73fe\u5b9f\u5206\u5e03\u306b\u8fd1\u3044\u56fa\u5b9a\u6761\u4ef6\u3067\u7d71\u4e00\u3059\u308b\u3002 - \u91cf\u3092\u5897\u3084\u3057\u3059\u304e\u306a\u3044\uff1a\u539f\u30c7\u30fc\u30bf1\u306b\u5bfe\u3057\u3066\u7121\u5236\u9650\u306b\u6d3e\u751f\u3059\u308b\u3068\u3001\u540c\u7cfb\u7d71\u306e\u201c\u6c34\u5897\u3057\u201d\u306b\u30e2\u30c7\u30eb\u304c\u5f15\u3063\u5f35\u3089\u308c\u308b\u3002\u7a2e\u985e\u3068\u5272\u5408\u3092\u7ba1\u7406\u3057\u30011\u539f\u97f3\u3042\u305f\u308a\u6570\u6d3e\u751f\u306b\u3068\u3069\u3081\u3066\u591a\u69d8\u306a\u539f\u97f3\u5074\u3092\u5897\u3084\u3059\u3002\u3053\u308c\u306f\u6c4e\u5316\u6027\u80fd\u306e\u89b3\u70b9\u3067\u6709\u5229\u3067\u3042\u308b\u3002 - \u30ed\u30b0\u3092\u6b8b\u3059\uff1a\u62e1\u5f35\u3054\u3068\u306e\u7a2e\uff08random seed\uff09\u3001SNR\u3001\u534a\u97f3\u3001\u4f38\u7e2e\u7387\u3001\u30ce\u30a4\u30ba\u7a2e\u985e\u3092\u8a18\u9332\u3057\u3001\u518d\u5b9f\u884c\u3068\u4e0d\u5177\u5408\u89e3\u6790\u3092\u5bb9\u6613\u306b\u3059\u308b\u3002 - \u4ed6\u624b\u6cd5\u3082\u4f75\u7528\u691c\u8a0e\uff1a\u6b8b\u97ff\u4ed8\u52a0\u3001\u6642\u9593\u30b7\u30d5\u30c8\u3001\u97f3\u91cf\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001MixUp\uff08\u97f3\u306e\u91cd\u306d\u5408\u308f\u305b\uff09\u306a\u3069\u306f\u30ed\u30d0\u30b9\u30c8\u5316\u306b\u6709\u52b9\u3067\u3001\u72b6\u6cc1\u306b\u5fdc\u3058\u3066\u7d44\u307f\u5408\u308f\u305b\u308b\u3068\u826f\u3044\u3002[2][9][10][11][1][7][8][3][4][6]\n\n\n\n
\u6700\u5f8c\u306b\u3001\u6559\u80b2\u30fb\u6559\u6750\u3065\u304f\u308a\u306e\u8996\u70b9\u304b\u3089\u306e\u9032\u3081\u65b9\u3092\u793a\u3059\u3002\u6700\u521d\u306f\u201c\u30ce\u30a4\u30ba\u4ed8\u52a0\uff08SNR=10\/15dB\uff09\uff0b\u30d4\u30c3\u30c1\u30b7\u30d5\u30c8\uff08\u00b11\/\u00b12\u534a\u97f3\uff09\u201d\u306e\u4e8c\u8ef8\u306b\u7d5e\u308a\u3001\u62e1\u5f35\u3042\u308a\u30fb\u306a\u3057\u306e\u6bd4\u8f03\u3067\u6df7\u540c\u884c\u5217\u3084ROC\u3092\u898b\u3066\u3001\u5b9f\u969b\u306b\u8aa4\u691c\u77e5\u30fb\u898b\u9003\u3057\u304c\u3069\u3046\u5909\u308f\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3002 \u6b21\u306b\u3001\u73fe\u5834\u306b\u8fd1\u3044\u74b0\u5883\u97f3\u30aa\u30fc\u30d0\u30fc\u30ec\u30a4\uff08\u4ea4\u901a\u30fb\u5de5\u5834\u30fb\u30aa\u30d5\u30a3\u30b9\uff09\u3092\u8ffd\u52a0\u3057\u3001SNR\u3054\u3068\u306e\u6027\u80fd\u52a3\u5316\u30ab\u30fc\u30d6\u3092\u63cf\u304f\u3068\u3001\u5fc5\u8981\u306a\u5b66\u7fd2\u5206\u5e03\u304c\u53ef\u8996\u5316\u3067\u304d\u308b\u3002 \u4f59\u88d5\u304c\u51fa\u305f\u3089\u6642\u9593\u4f38\u7e2e\u30fb\u6642\u9593\u30b7\u30d5\u30c8\u30fb\u6b8b\u97ff\u4ed8\u52a0\u3092\u6bb5\u968e\u7684\u306b\u5c0e\u5165\u3057\u3001\u30d4\u30fc\u30af\u5468\u6ce2\u6570\u306e\u305a\u308c\u3084\u5074\u5e2f\u57df\u306e\u8aad\u307f\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u3001\u30b9\u30da\u30af\u30c8\u30ed\u30b0\u30e9\u30e0\u3084\u30d1\u30ef\u30fc\u30b9\u30da\u30af\u30c8\u30eb\u3067\u70b9\u691c\u3057\u306a\u304c\u3089\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u5fae\u8abf\u6574\u3059\u308b\u3002 \u3053\u3046\u3057\u305f\u6bb5\u968e\u5c0e\u5165\u306f\u3001\u62e1\u5f35\u304c\u672c\u5f53\u306b\u5f79\u7acb\u3063\u3066\u3044\u308b\u304b\u3092\u691c\u8a3c\u53ef\u80fd\u306b\u3057\u3001\u73fe\u5834\u9069\u7528\u306e\u518d\u73fe\u6027\u3092\u9ad8\u3081\u308b\u3046\u3048\u3067\u6709\u52b9\u3067\u3042\u308b\u3002[9][10][5][1][2][3][4][6]\n\n\n\n[1] https:\/\/qiita.com\/oozzZZZZ\/items\/aa98f72196a32ca28c9f<\/p>\n\n\n\n[2] https:\/\/ai-compass.weeybrid.co.jp\/learning\/boosting-learning-with-data-augmentation\/<\/p>\n\n\n\n[3] https:\/\/www.numberanalytics.com\/blog\/mastering-audio-data-augmentation<\/p>\n\n\n\n[4] https:\/\/blog.pangeanic.com\/audio-data-augmentation-techniques-and-methods<\/p>\n\n\n\n[5] https:\/\/waywithwords.net\/resource\/speech-data-augmentation-voice-audio\/<\/p>\n\n\n\n[6] https:\/\/www.mathworks.com\/help\/audio\/ref\/audiodataaugmenter.html<\/p>\n\n\n\n[7] https:\/\/service.ai-prompt.jp\/article\/ai365-321\/<\/p>\n\n\n\n[8] https:\/\/note.com\/estyle_blog\/n\/nb950943f4c2a<\/p>\n\n\n\n[9] https:\/\/ai4mdx.com\/study_contents\/deep_learning\/techniques_for_improving.html<\/p>\n\n\n\n[10] https:\/\/note.com\/ippei_suzuki_us\/n\/n0e7cffbeb107<\/p>\n\n\n\n[11] https:\/\/arxiv.org\/pdf\/1912.05472.pdf<\/p>\n\n\n\n[12] https:\/\/www.siteproducts.jp\/ai\/7864\/<\/p>\n\n\n\n[13] https:\/\/journal.ntt.co.jp\/backnumber2\/1802\/files\/JN20180234.pdf<\/p>\n\n\n\n[14] https:\/\/ai-market.jp\/purpose\/noise-detection\/<\/p>\n\n\n\n[15] https:\/\/pydocument.hatenablog.com\/entry\/2023\/10\/06\/210619<\/p>\n\n\n\n[16] https:\/\/www.jstage.jst.go.jp\/article\/essfr\/15\/4\/15_268\/_pdf<\/p>\n\n\n\n[17] https:\/\/tech.aru-zakki.com\/what-is-data-augumentation\/<\/p>\n\n\n\n[18] https:\/\/www.siteproducts.jp\/ai\/4911\/<\/p>\n\n\n\n[19] https:\/\/www.jsise.org\/society\/committee\/2023\/2nd\/TR-038-02-1-2-2.pdf<\/p>\n\n\n\n[20] https:\/\/qiita.com\/cvusk\/items\/aa628e84e72cdf0a6e77<\/p>\n\n\n\n
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