{"id":10526,"date":"2022-11-02T13:50:23","date_gmt":"2022-11-02T10:20:23","guid":{"rendered":"https:\/\/asr-gooyesh.com\/fa\/?p=10526"},"modified":"2022-11-19T16:08:54","modified_gmt":"2022-11-19T12:38:54","slug":"audio-source-separation","status":"publish","type":"post","link":"https:\/\/asr-gooyesh.com\/fa\/scientific-articles\/audio-source-separation\/","title":{"rendered":"Audio Source Separation"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0647<\/h2>\n<p>\u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0635\u0648\u062a\u064a \u064a\u0643\u064a \u0627\u0632 \u0645\u0628\u0627\u062d\u062b\u064a \u0627\u0633\u062a \u0643\u0647 \u062f\u0631 \u0637\u064a \u0686\u0646\u062f\u064a\u0646 \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u062a\u062d\u0642\u064a\u0642\u0627\u062a \u0632\u064a\u0627\u062f\u064a \u0628\u0631 \u0631\u0648\u064a \u0622\u0646\u0647\u0627 \u0635\u0648\u0631\u062a \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. \u067e\u064a\u0634 \u0627\u0632 \u06f1\u06f0 \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u0628\u064a\u0634\u062a\u0631 \u062a\u062d\u0642\u064a\u0642\u0627\u062a \u0648 \u0627\u0628\u0632\u0627\u0631 \u0647\u0627\u064a \u062a\u0648\u0633\u0639\u0647 \u064a\u0627\u0641\u062a\u0647 \u0628\u0631 \u0645\u0628\u0646\u0627\u064a \u0645\u062f\u0644 \u0647\u0627\u064a \u0627\u062d\u062a\u0645\u0627\u0644\u0627\u062a\u064a \u0628\u0648\u062f\u0646\u062f \u0627\u0645\u0627 \u062f\u0631 \u062f\u0647\u0647 \u06af\u0630\u0634\u062a\u0647 \u0628\u0627 \u06af\u0633\u062a\u0631\u0634 \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u064a \u0648 \u0645\u0627\u0634\u064a\u0646 \u0644\u0631\u0646\u064a\u0646\u06af \u0628\u064a\u0634\u062a\u0631 \u0634\u0628\u0643\u0647 \u0647\u0627 \u0628\u0647 \u0633\u0645\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u0643\u0647 \u0647\u0627\u064a \u0639\u0635\u0628\u064a \u0622\u0645\u062f\u0647 \u0627\u0646\u062f. \u062d\u0627\u0644 \u0622\u0646\u0643\u0647 \u0634\u0628\u0643\u0647 \u0647\u0627\u064a \u0639\u0635\u0628\u064a \u0645\u062f\u0631\u0646 \u0646\u064a\u0632 \u0645\u0634\u0643\u0644\u0627\u062a \u0645\u062a\u0639\u062f\u062f\u064a \u062f\u0627\u0634\u062a\u0646\u062f \u0643\u0647 Astroid \u0628\u0627 \u062a\u0645\u0631\u0643\u0632 \u0628\u0631 \u0627\u064a\u0646 \u0645\u0634\u0643\u0644\u0627\u062a \u0648 \u0628\u0647\u0628\u0648\u062f \u0622\u0646\u0647\u0627 \u0634\u0628\u0643\u0647 \u062e\u0648\u062f \u0631\u0627 \u0639\u0631\u0636\u0647 \u0643\u0631\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u064a\u0646 \u06af\u0632\u0627\u0631\u0634 \u0628\u0647 \u062a\u0648\u0636\u064a\u062d \u0622\u0646\u0647\u0627 \u0645\u064a \u067e\u0631\u062f\u0627\u0632\u064a\u0645.<\/p>\n<h2>Astroid:Audio Source Separation<\/h2>\n<p>\u0622\u0633\u062a\u0631\u0648\u064a\u062f \u0627\u0628\u0632\u0627\u0631\u064a \u0628\u0631 \u0645\u0628\u0646\u0627\u064a pytorch \u0627\u0633\u062a \u0643\u0647 \u0628\u0631\u0627\u064a \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0635\u0648\u062a\u064a \u0643\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0627\u064a\u0646 \u0645\u0642\u0627\u0644\u0647 \u0635\u0631\u0641\u0627 \u0628\u0631\u0627\u064a \u0633\u064a\u06af\u0646\u0627\u0644 \u0647\u0627\u064a \u062a\u0643 \u0643\u0627\u0646\u0627\u0644\u0647 \u0646\u064a\u0633\u062a \u0627\u0645\u0627 \u0645\u0627 \u062f\u0631 \u0627\u064a\u0646 \u06af\u0632\u0627\u0631\u0634 \u0648 \u0645\u0642\u0627\u0644\u0647 \u0633\u0639\u064a \u062f\u0631 \u0628\u0631\u0631\u0633\u064a \u0633\u064a\u06af\u0646\u0627\u0644 \u0647\u0627\u064a \u062a\u0643 \u0643\u0627\u0646\u0627\u0644\u0647 \u062f\u0627\u0631\u064a\u0645.<\/p>\n<h3>General framework<\/h3>\n<p>\u0628\u064a\u0634\u062a\u0631 \u0634\u0628\u0643\u0647 \u0647\u0627\u064a \u0645\u062f\u0631\u0646 \u0627\u0632 \u0631\u0648\u0634 decoder-masker-encoder \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u064a \u0643\u0646\u0646\u062f \u0648 \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u0646\u064a\u0632 \u0628\u0627\u062a\u0648\u062c\u0647 \u0628\u0647 \u062a\u0635\u0648\u064a\u0631 \u06f1 \u0627\u0632 \u0627\u064a\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0643\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h4>encoder<\/h4>\n<p>\u062f\u0631 \u0627\u064a\u0646 \u0642\u0633\u0645\u062a Transform Fourier Time Short \u0633\u064a\u06af\u0646\u0627\u0644 \u0648\u0631\u0648\u062f\u064a \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u064a \u0634\u0648\u062f. \u062f\u0631 \u0648\u0627\u0642\u0639 \u0627\u064a\u0646 \u0639\u0645\u0644 \u0628\u0627 \u064a\u0643 convolution \u0633\u0627\u062f\u0647 \u0628\u0647 \u0648\u0633\u064a\u0644\u0647 Filterbank Analysis \u0635\u0648\u0631\u062a \u0645\u064a \u06af\u064a\u0631\u062f.<\/p>\n<h4>masker<\/h4>\n<p>\u0622\u0633\u062a\u0631\u0648\u064a\u062f \u0627\u0632 masker\u0647\u0627\u064a \u0645\u062a\u0646\u0648\u0639\u064a \u0645\u064a \u062a\u0648\u0627\u0646\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0643\u0646\u062f \u0643\u0647 \u0627\u064a\u0646 \u0628\u0627\u0639\u062b \u0628\u0647\u0631\u0647 \u0648\u0631\u064a \u0628\u064a\u0634\u062a\u0631 \u0643\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h4>decoder<\/h4>\n<p>\u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u064a\u0643\u0648\u062f\u0631 \u0646\u064a\u0632 \u062a\u0627 \u062d\u062f \u0632\u064a\u0627\u062f\u064a \u0645\u0634\u0627\u0628\u0647encoder \u0627\u0633\u062a \u0648 \u0628\u0627 \u0643\u0627\u0646\u0648\u0644\u0648\u0634\u0646 \u0633\u064a\u06af\u0646\u0627\u0644 \u062f\u0631 \u062d\u0648\u0632\u0647 STFT \u0628\u0627 \u064a\u0643 Filterbank Synthesis \u0633\u064a\u06af\u0646\u0627\u0644 \u062c\u062f\u0627 \u0633\u0627\u0632\u064a \u0634\u062f\u0647 \u062f\u0631 \u062e\u0631\u0648\u062c\u064a \u0628\u0647 \u0646\u0645\u0627\u064a\u0634 \u062f\u0631 \u0645\u064a \u0622\u064a\u062f.<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 1: Typical encoder-masker-decoder architecture<\/p>\n<p>&nbsp;<\/p>\n<h3>Loss functions<\/h3>\n<p>\u0628\u0631\u0627\u064a \u0628\u0631\u0631\u0633\u064a \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u062f\u0642\u064a\u0642 \u062a\u0631 \u062a\u0648\u0627\u0628\u0639 \u0647\u0632\u064a\u0646\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0627\u0628\u062a\u062f\u0627 \u0641\u0631\u0636 \u0645\u064a \u0643\u0646\u064a\u0645 \u0643\u0647 \u0633\u064a\u06af\u0646\u0627\u0644 \u062a\u062e\u0645\u064a\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0632\u064a\u0631 \u0627\u0632 \u06f4 \u0628\u062e\u0634 \u062a\u0634\u0643\u064a\u0644 \u0634\u062f\u0647 \u0628\u0627\u0634\u062f:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9862 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/1Asteroid.jpg\" alt=\"\" width=\"940\" height=\"158\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>SDR SI-SDR<\/h4>\n<p>\u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0627\u0632 \u0645\u0647\u0645 \u062a\u0631\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0647\u0627\u064a\u064a \u0627\u0633\u062a \u0643\u0647 \u062f\u0631 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0628\u0631\u0627\u064a \u0633\u0646\u062c\u0634 \u0628\u0647 \u0643\u0627\u0631 \u0645\u064a \u0631\u0648\u062f \u0643\u0647 \u0628\u0647 \u0646\u0648\u0639\u064a \u0646\u0633\u0628\u062a \u0627\u0646\u0631\u0698\u064a \u0645\u0646\u0628\u0639 \u0648\u0627\u0642\u0639\u064a \u0628\u0647 \u0627\u0639\u0648\u062c\u0627\u062c \u0631\u0627 \u062d\u0633\u0627\u0628 \u0645\u064a \u0643\u0646\u062f \u0647\u0631 \u0686\u0647 \u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u0627\u0634\u062f \u0646\u0634\u0627\u0646 \u0645\u064a \u062f\u0647\u062f \u0643\u0647 \u0645\u062f\u0644 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0631\u0627 \u0628\u0647\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f. \u0647\u0645\u0686\u0646\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 (SDR Invariant Scale (SDR-SI \u0647\u0645 \u0645\u0634\u0627\u0628\u0647 \u0645\u0639\u064a\u0627\u0631 \u0642\u0628\u0644 \u0627\u0633\u062a \u0627\u0645\u0627 \u0628\u0627 \u0627\u064a\u0646 \u062a\u0641\u0627\u0648\u062a \u0643\u0647 \u0628\u0647 \u062f\u0627\u0645\u0646\u0647 \u0645\u0646\u0627\u0628\u0639 \u0648\u0627\u0628\u0633\u062a\u0647 \u0646\u064a\u0633\u062a \u064a\u0639\u0646\u064a \u0627\u06af\u0631 \u062f\u0627\u0645\u0646\u0647 \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u0628\u0627 \u064a\u0643 \u0646\u0633\u0628\u062a \u0628\u0632\u0631\u06af \u0643\u0646\u064a\u0645 \u0645\u0639\u064a\u0627\u0631 SDR \u0645\u0645\u0643\u0646 \u0627\u0633\u062a \u062a\u063a\u064a\u064a\u0631 \u0643\u0646\u062f \u0627\u0645\u0627 \u0645\u0639\u064a\u0627\u0631 SDR-SI \u062b\u0627\u0628\u062a \u0645\u064a \u0645\u0627\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9863 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/2Asteroid.jpg\" alt=\"\" width=\"782\" height=\"166\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>SAR<\/h4>\n<p>\u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0645\u0642\u062f\u0627\u0631 \u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u064a \u0646\u0627 \u062e\u0648\u0627\u0633\u062a\u0647 \u062c\u0645\u0639 \u0634\u062f\u0647 \u0628\u0627 \u0645\u0646\u0628\u0639 \u0631\u0627 \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u064a \u0642\u0631\u0627\u0631 \u0645\u064a \u062f\u0647\u062f \u0648 \u0647\u0631 \u0686\u0647 \u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0628\u0632\u0631\u06af\u062a\u0631 \u0628\u0627\u0634\u062f \u064a\u0639\u0646\u064a \u0645\u0648\u0644\u0641\u0647 \u0647\u0627\u064a \u0646\u0627\u062e\u0648\u0627\u0633\u062a\u0647 \u0643\u0645\u062a\u0631\u064a \u0628\u0631 \u0645\u0646\u0628\u0639 \u062a\u062e\u0645\u064a\u0646\u064a \u062a\u0627\u062b\u064a\u0631 \u06af\u0630\u0627\u0634\u062a\u0647 \u0627\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9864 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/3Asteroid.jpg\" alt=\"\" width=\"776\" height=\"157\" \/><\/p>\n<p>&nbsp;<\/p>\n<h4>SIR<\/h4>\n<p>\u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u062f\u0631 \u0648\u0627\u0642\u0639 \u062a\u0627\u062b\u064a\u0631 \u0645\u0646\u0627\u0628\u0639 \u062f\u064a\u06af\u0631 \u0631\u0627 \u062f\u064a\u06af\u0631 \u0631\u0627 \u062f\u0631 \u0645\u0646\u0628\u0639 \u062a\u062e\u0645\u064a\u0646\u064a \u0645\u064a \u0633\u0646\u062c\u062f \u0637\u0648\u0631\u064a \u0643\u0647 \u0627\u06af\u0631 \u0645\u0642\u062f\u0627\u0631 \u0627\u064a\u0646 \u0645\u0639\u064a\u0627\u0631 \u0632\u064a\u0627\u062f \u0628\u0627\u0634\u062f \u064a\u0639\u0646\u064a \u0645\u062f\u0644 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0631\u0627 \u0628\u0647\u062a\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9865 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/4Asteroid.jpg\" alt=\"\" width=\"702\" height=\"158\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>Datasets<\/h3>\n<p>\u0622\u0633\u062a\u0631\u0648\u064a\u062f \u062a\u0642\u0631\u064a\u0628\u0627 \u062a\u0645\u0627\u0645 \u062f\u064a\u062a\u0627\u0633\u062a \u0647\u0627\u064a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u0648\u0632\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0631\u0627 \u067e\u0634\u062a\u064a\u0628\u0627\u0646\u064a \u0645\u064a \u0643\u0646\u062f \u0645\u062e\u0635\u0648\u0635\u0627 2mix-wsj0 \u0648 MUSDB18 \u0643\u0647 \u0628\u0647 \u062a\u0631\u062a\u064a\u0628 \u0627\u0632 \u062f\u064a\u062a\u0627\u0633\u062a \u0647\u0627\u064a \u0645\u0631\u062c\u0639 \u0628\u0631\u0627\u064a \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u062d\u0628\u062a \u0648 \u0645\u0648\u0633\u064a\u0642\u064a \u0627\u0646\u062f. \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0642\u064a\u0642 \u062a\u0631 \u062f\u064a\u062a\u0627\u0633\u062a \u0647\u0627\u064a \u067e\u0634\u062a\u064a\u0628\u0627\u0646\u064a \u0634\u062f\u0647 \u062a\u0648\u0633\u0637 \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u064a\u0631 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9866 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/5Asteroid.jpg\" alt=\"\" width=\"1416\" height=\"391\" \/><\/p>\n<h3>\u0646\u062d\u0648\u0647 \u067e\u064a\u0627\u062f\u0647 \u0633\u0627\u0632\u064a<\/h3>\n<p>\u0646\u062d\u0648\u0647 \u067e\u064a\u0627\u062f\u0647 \u0633\u0627\u0632\u064a \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u0645\u0627\u0646\u0646\u062f \u0627\u0643\u062b\u0631 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u064a\u064a \u0627\u0632 \u0627\u064a\u0646 \u0642\u0628\u064a\u0644 \u0628\u0647 \u0627\u064a\u0646 \u0635\u0648\u0631\u062a \u0647\u0633\u062a \u0643\u0647 \u0627\u0628\u062a\u062f\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u0645\u0648\u0631\u062f \u0646\u064a\u0627\u0632 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u064a \u0634\u0648\u0646\u062f \u0648 \u0628\u0639\u062f \u0622\u0646 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u062a\u0631\u0643\u064a\u0628 \u0643\u0631\u062f\u0647 \u0648 \u0633\u067e\u0633 \u0627\u064a\u0646 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u0627\u064a\u0644 \u0645\u062a\u0646\u064a \u062f\u0631 \u0645\u064a \u0622\u0648\u0631\u064a\u0645 \u0648 \u062f\u0631 \u0622\u062e\u0631 \u064a\u0643 \u0633\u064a\u0633\u062a\u0645 \u0631\u0627 \u0628\u0631\u0627\u064a \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0622\u0645\u0648\u0632\u0634 \u0645\u064a \u062f\u0647\u064a\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u062a\u0633\u062a \u0627\u0631\u0632\u064a\u0627\u0628\u064a \u0645\u064a \u0643\u0646\u064a\u0645. \u062e\u0644\u0627\u0635\u0647 \u067e\u064a\u0627\u062f\u0647 \u0633\u0627\u0632\u064a \u062f\u0631 \u0634\u0643\u0644 \u0632\u064a\u0631 \u0622\u0645\u062f\u0647 \u0627\u0633\u062a :<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9867 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/6Asteroid.jpg\" alt=\"\" width=\"1344\" height=\"403\" \/><\/p>\n<p>&nbsp;<\/p>\n<h3>\u0646\u062a\u0627\u064a\u062c<\/h3>\n<p>\u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062a\u0627\u064a\u062c \u0628\u0631\u0631\u0633\u064a \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u062a\u0633\u062a \u0645\u064a \u062a\u0648\u0627\u0646 \u0630\u0643\u0631 \u0643\u0631\u062f \u0643\u0647 \u062f\u0631 \u062d\u0636\u0648\u0631 \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u0628\u0647 \u0645\u0639\u064a\u0627\u0631 \u0647\u0627\u064a \u0628\u0647\u062a\u0631\u064a \u0645\u064a \u0631\u0633\u064a\u0645 \u0628\u0631\u0627\u064a \u0645\u062b\u0627\u0644 \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u064a\u0631 \u0645\u0639\u064a\u0627\u0631 SDR-SI \u0628\u0631\u0627\u064a \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u062a\u0633\u062a \u062f\u064a\u062a\u0627\u0633\u062a -wsj0 2mix \u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0639\u062f\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u062b\u0628\u062a \u0634\u062f\u0647 \u0627\u0633\u062a :<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9868 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/7Asteroid.jpg\" alt=\"\" width=\"900\" height=\"529\" \/><\/p>\n<p>&nbsp;<\/p>\n<p>\u0647\u0645\u0686\u0646\u064a\u0646 \u062f\u0631 \u062c\u062f\u0648\u0644 \u0632\u064a\u0631 \u0647\u0645 \u0645\u0639\u064a\u0627\u0631 SDR-SI \u0628\u0631 \u0631\u0648\u064a \u06f4 \u0639\u0645\u0644 \u0627\u0635\u0644\u064a \u062f\u064a\u062a\u0627\u0633\u062a WHAMR \u0648 \u0631\u0648\u064a \u0634\u0628\u0643\u0647 TasNet \u062f\u0631 \u0635\u0648\u0631\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0648 \u0639\u062f\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0633\u062a\u0631\u0648\u064a\u062f \u062b\u0628\u062a \u0634\u062f\u0647 \u0627\u0633\u062a :<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9869 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/8Asteroid.jpg\" alt=\"\" width=\"670\" height=\"331\" \/><\/p>\n<p>&nbsp;<\/p>\n<h2>\u0645\u0631\u0627\u062c\u0639<\/h2>\n<p>&nbsp;<\/p>\n<ol>\n<li>E. Vincent, T. Virtanen, and S. Gannot, Audio Source Separation and Speech Enhancement, 1st ed. Wiley, 2018.<\/li>\n<li>D. Yu, M. Kolb\u00e6k, Z. Tan, and J. Jensen, \u201cPermutation invariant training of deep models for speaker-independent multi-talker speech separation,\u201d in ICASSP, 2017, pp. 241\u2013245<\/li>\n<li>Y. Luo and N. Mesgarani, \u201cTasNet: Time-domain audio separation network\u00a0 for real-time, single-channel speech separation,\u201d in ICASSP, 2018, pp. 696\u2013 700.<\/li>\n<li>L. Drude, J. Heitkaemper, C. Boeddeker, and R. Haeb-Umbach,\u201cSMS-\u00a0 WSJ: Database, performance measures, and baseline recipe for multi-channel source separation and recognition,\u201d arXiv preprint arXiv:1910.13934, 2019.<\/li>\n<li><a href=\"https:\/\/sourceseparation.github.io\/tutorial\/basics\/evaluation.html\">https:\/\/sourceseparation.github.io\/tutorial\/basics\/evaluation.html<\/a><\/li>\n<li><a href=\"https:\/\/github.com\/asteroid-team\/asteroid\">https:\/\/github.com\/asteroid-team\/asteroid<\/a><\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0645\u0646\u0627\u0628\u0639 \u0635\u0648\u062a\u064a \u064a\u0643\u064a \u0627\u0632 \u0645\u0628\u0627\u062d\u062b\u064a \u0627\u0633\u062a \u0643\u0647 \u062f\u0631 \u0637\u064a \u0686\u0646\u062f\u064a\u0646 \u0633\u0627\u0644 \u06af\u0630\u0634\u062a\u0647 \u062a\u062d\u0642\u064a\u0642\u0627\u062a \u0632\u064a\u0627\u062f\u064a \u0628\u0631 \u0631\u0648\u064a \u0622\u0646\u0647\u0627 \u0635\u0648\u0631\u062a<\/p>\n","protected":false},"author":59394,"featured_media":10729,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[971],"tags":[],"class_list":["post-10526","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-scientific-articles"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v22.9 (Yoast SEO v25.3.1) - 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