{"id":10537,"date":"2022-11-02T14:04:15","date_gmt":"2022-11-02T10:34:15","guid":{"rendered":"https:\/\/asr-gooyesh.com\/fa\/?p=10537"},"modified":"2022-11-19T15:57:08","modified_gmt":"2022-11-19T12:27:08","slug":"%d8%ac%d8%af%d8%a7%d8%b3%d8%a7%d8%b2%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1","status":"publish","type":"post","link":"https:\/\/asr-gooyesh.com\/fa\/scientific-articles\/%d8%ac%d8%af%d8%a7%d8%b3%d8%a7%d8%b2%db%8c-%da%af%d9%81%d8%aa%d8%a7%d8%b1\/","title":{"rendered":"\u062c\u062f\u0627\u0633\u0627\u0632\u06cc \u06af\u0641\u062a\u0627\u0631"},"content":{"rendered":"<h2>\u0645\u0642\u062f\u0645\u0647<\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0628\u06cc\u0627\u0646 \u0645\u0633\u0626\u0644\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0647\u0627\u064a \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 Separation Speech \u0633\u0639\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0645\u0642\u0627\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u062a\u0631\u064a \u062f\u0627\u0634\u062a\u0646\u062f \u0628\u0631\u0631\u0633\u06cc \u0634\u0648\u0646\u062f. \u0645\u0639\u0645\u0627\u0631\u064a \u0648 \u0646\u062a\u0627\u06cc\u062c \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0631\u0648\u0634 \u0647\u0627 \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u062a\u0648\u0636\u06cc\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u062f\u06cc\u062a\u0627\u0633\u062a \u0647\u0627\u064a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u064a 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Speakers<\/h2>\n<h3>\u0645\u0642\u062f\u0645\u0647<\/h3>\n<p>\u0634\u0628\u06a9\u0647 svoice \u06cc\u06a9\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u064a \u062e\u0648\u0628\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0628\u0647 \u0646\u0638\u0631 \u0634\u0628\u06a9\u0647 \u062e\u0648\u0628\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0634\u0645\u0627\u0631\u0634 \u0635\u0648\u062a \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u062c\u0645\u0639\u06cc\u062a\u060c \u0635\u062f\u0627\u0647\u0627\u064a \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0634\u0631\u06a9\u062a 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\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u064a \u0634\u0628\u06a9\u0647 svoice \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f\u064a \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 7 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9815 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/face6.png\" alt=\"\" width=\"880\" height=\"247\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 7 :\u067e\u06a9\u06cc\u062c \u0647\u0627\u064a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u064a \u0634\u0628\u06a9\u0647 svoice<\/p>\n<p>\u0648 \u0633\u067e\u0633 \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u064a 100 \u0627\u06cc\u067e\u0648\u0643 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\u0628\u0627 \u062f\u0633\u062a\u0648\u0631 (path-model(load.torch \u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645. \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 10 \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9817 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/facet3.png\" alt=\"\" width=\"532\" height=\"474\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 10 :\u0628\u062e\u0634\u06cc \u0627\u0632 \u06a9\u062f \u062a\u0627\u0628\u0639 separate \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0644\u0648\u062f \u06a9\u0631\u062f\u0646 \u0634\u0628\u06a9\u0647<\/p>\n<p>\u0633\u067e\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u0648\u0631\u0648\u062f\u064a \u0631\u0627 \u0628\u0647 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0645\u06cc \u062f\u0647\u06cc\u0645. \u0648 \u0633\u067e\u0633 \u0628\u0639\u062f \u0627\u0632 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0635\u062f\u0627\u0647\u0627\u064a \u0627\u0641\u0631\u0627\u062f \u0627\u0632 \u0635\u0648\u062a \u062a\u0648\u0633\u0637 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0627\u0628\u0639 wavs-save \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0635\u062f\u0627\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0632 \u0647\u0645 \u062a\u0641\u06a9\u06cc\u06a9 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0647\u0631 \u06cc\u06a9 \u0628\u0627 \u0627\u0633\u0627\u0645\u06cc \u0645\u062e\u062a\u0644\u0641 \u062f\u0631 \u067e\u0648\u0634\u0647 out \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f. \u062f\u0631 \u0634\u06a9\u0644 11 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9818 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/facet4.png\" alt=\"\" width=\"583\" height=\"268\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 11 :\u0628\u062e\u0634\u06cc \u0627\u0632 \u06a9\u062f \u062a\u0627\u0628\u0639 separate \u0628\u0631\u0627\u064a \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u062e\u0631\u0648\u062c\u06cc<\/p>\n<p>\u0647\u0645\u0686\u0646\u06cc\u0646 \u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u062a\u0633\u062a \u0645\u0648\u0627\u0631\u062f\u064a \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u0645\u0627 \u0628\u0627\u06cc\u062f \u0631\u0639\u0627\u06cc\u062a \u0634\u0648\u062f \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0627\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062d\u062a\u0645\u0627 \u0628\u0627\u06cc\u062f \u0635\u062f\u0627\u064a \u0648\u0631\u0648\u062f\u064a \u0641\u0631\u0645\u062a wav .\u0628\u0627\u0634\u062f. \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0645\u0633\u0626\u0644\u0647 \u062f\u0648\u0645 \u0647\u0645 \u0627\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0646\u0631\u062e \u0641\u0631\u06a9\u0627\u0646\u0633 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u064a (\u0641\u0627\u0635\u0644\u0647 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u064a) 16000 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0642\u0633\u0645\u062a \u0647\u0645 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0637\u0648\u0644 \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u064a \u0647\u0627 \u0631\u0627 \u0628\u0631\u0627\u064a \u0635\u0648\u062a \u0628\u0647 16000 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u0634\u06a9\u0644 \u062d\u0644 \u0634\u0648\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f \u062f\u0631 \u0634\u06a9\u0644 12 \u0645\u0627 \u0627\u06cc\u0646 \u0645\u0648\u0627\u0631\u062f \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9819 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/facet1.png\" alt=\"\" width=\"489\" height=\"49\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 12 :\u0644\u0648\u062f \u06a9\u0631\u062f\u0646 Librosa \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u06af\u0631\u0641\u062a\u0646 \u0635\u0648\u062a \u0648\u0631\u0648\u062f\u064a \u0628\u0631\u0627\u064a \u062a\u0633\u062a \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u062d\u0644 \u0645\u0634\u06a9\u0644 \u0646\u0631\u062e \u0646\u0645\u0648\u0646\u0647 \u0628\u0631\u062f\u0627\u0631\u064a \u0648 \u0645\u0634\u06a9\u0644 \u0641\u0631\u0645\u062a \u0648\u0631\u0648\u062f\u064a \u0635\u062f\u0627<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u064a \u0635\u0648\u062a \u0648\u0631\u0648\u062f\u064a \u0628\u0631\u0627\u064a \u062a\u0633\u062a\u060c \u062a\u0648\u0627\u0646\u0633\u062a \u0647\u0645\u0647 \u06a9\u0627\u0646\u0627\u0644 \u0647\u0627\u064a \u0635\u0648\u062a\u06cc \u0628\u0631\u0627\u064a \u0647\u0631 \u0641\u0631\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u062f \u0648 \u0647\u0631 \u06cc\u06a9 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062c\u062f\u0627\u06af\u0627\u0646\u0647 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\u0634\u06a9\u0644 13 \u0631\u0627\u0628\u0637 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u0628\u0631\u0627\u064a \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u062a\u0633\u062a \u0635\u0648\u062a \u0628\u0627 \u0646\u0627\u0645 wav.seda \u062e\u0631\u0648\u062c\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0635\u0648\u062a \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u062f\u0631 \u0641\u0648\u0644\u062f\u0631 out4 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0647 \u0639\u0628\u0627\u0631\u062a\u06cc \u062f\u0631 \u0648\u0627\u0642\u0639 \u062f\u0631 \u0635\u062f\u0627\u064a wav.seda 3 \u0646\u0641\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u0628\u0627 \u0647\u0645 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0628\u0648\u062f\u0647 \u0627\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9820 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/facet5.png\" alt=\"\" width=\"839\" height=\"205\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 13 :\u0631\u0627\u0628\u0637 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc<\/p>\n<h3>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u064a \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a<\/h3>\n<p>\u0634\u0628\u06a9\u0647 svoice \u06cc\u06a9\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u064a \u062e\u0648\u0628\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0646\u062a\u0627\u06cc\u062c \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u06cc\u0645 \u0648 \u0628\u0647 \u0646\u0638\u0631 \u0634\u0628\u06a9\u0647 \u062e\u0648\u0628\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u0634\u0645\u0627\u0631\u0634 \u0635\u0648\u062a \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u062c\u0645\u0639\u06cc\u062a\u060c \u0635\u062f\u0627\u0647\u0627\u064a \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u062f\u0631 \u0635\u0648\u062a \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u062f. \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645 \u062a\u0631\u06cc\u0646 \u0645\u0632\u06cc\u062a \u0647\u0627\u064a \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0646\u0627\u0645\u0634\u062e\u0635 \u0648 \u0646\u0627\u0645\u062d\u062f\u0648\u062f\u064a \u0627\u0632 \u0635\u062f\u0627\u0647\u0627 \u0631\u0627 \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u0648 \u062c\u062f\u0627 \u06a9\u0646\u062f. \u0686\u0627\u0644\u0634\u06cc \u06a9\u0647 \u062d\u0644 \u0622\u0646\u060c \u0645\u0632\u06cc\u062a \u0631\u0648\u0634 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0646\u0633\u0628\u062a \u0628\u0647 \u0645\u0648\u0627\u0631\u062f \u0645\u0634\u0627\u0628\u0647 \u0627\u0633\u062a\u060c \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u062a\u0639\u062f\u0627\u062f \u0632\u06cc\u0627\u062f\u064a \u0645\u0646\u0628\u0639 \u0635\u0648\u062a\u06cc \u0647\u0645\u0632\u0645\u0627\u0646 \u0627\u0633\u062a. \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u062e\u0648\u0628\u06cc \u062a\u0648\u0627\u0646\u0633\u062a\u0647 \u0627\u0633\u062a \u0628\u0631\u0631 \u0631\u0648\u064a \u0635\u0648\u062a \u0647\u0627\u064a \u062a\u0633\u062a \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u0628\u06cc \u0628\u06af\u06cc\u0631\u062f \u0646\u062a\u0627\u06cc\u062c \u0627\u06cc\u0646 \u06a9\u062f \u0628\u0631 \u0631\u0648\u064a \u0646\u0645\u0648\u0646\u0647 \u0627\u064a \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a \u0647\u0627 \u062f\u0631 \u0644\u06cc\u0646\u06a9 \u06af\u06cc\u062a \u0647\u0627\u0628: <a href=\"https:\/\/enk100.github.io\/speaker_separation\">https:\/\/enk100.github.io\/speaker_separation<\/a> \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647\u00a0 \u0627\u0633\u062a.<\/p>\n<p>\u0645\u062a\u0627\u0633\u0641\u0627\u0646\u0647 \u0628\u0631\u0627\u064a \u062a\u0633\u062a \u0646\u062a\u0627\u06cc\u062c \u0628\u0631 \u0631\u0648\u064a \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a \u0641\u0627\u0631\u0633\u06cc \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u0645\u0648\u062c\u0648\u062f \u0646\u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0648 \u0645\u0627 \u0641\u0642\u0637 \u0628\u0631\u0627\u064a \u0686\u0646\u062f \u0627\u06cc\u067e\u0648\u0643 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u06cc\u0645. \u0628\u0631\u0627\u064a \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 60 \u0633\u0627\u0639\u062a \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a. \u0645\u0627 \u0633\u0639\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u06a9\u0647 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631\u0627\u064a \u062f\u06cc\u062a\u0627\u0633\u062a \u0647\u0627\u064a wham \u0648 \u06cc\u0627 libri2mix \u0622\u0645\u0648\u0632\u0634 \u062f\u0647\u06cc\u0645 \u0648\u0644\u06cc \u0622\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0645\u06cc \u0634\u0648\u062f \u0628\u0631\u0627\u064a \u0647\u0631 \u0627\u06cc\u067e\u0648\u0643 \u0622\u0645\u0648\u0632\u0634 \u062a\u0642\u0631\u06cc\u0628\u0627 5 \u0633\u0627\u0639\u062a \u0632\u0645\u0627\u0646 \u062e\u0648\u0627\u0647\u062f \u0628\u0631\u062f.<\/p>\n<h2>\u0628\u0631\u0631\u0633\u06cc\u00a0\u0645\u0642\u0627\u0644\u0647: Classification vs. Regression in Su-\u00a0 pervised Learning for Single Channel Speaker Count Estimation<\/h2>\n<h3>\u0645\u0642\u062f\u0645\u0647<\/h3>\n<p>\u062f\u0631 \u0628\u06cc\u0646 \u06a9\u062f\u0647\u0627\u064a \u0645\u0648\u0631\u062f \u0628\u0631\u0631\u0633\u06cc \u0628\u0631\u0627\u064a \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0635\u062d\u0628\u062a \u06a9\u0646\u0646\u062f\u0647 \u0627\u0632 \u0635\u0648\u062a \u06a9\u062f -Speakers Counter \u0628\u0627 \u062f\u0642\u062a \u062e\u0648\u0628\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0635\u0648\u062a \u0631\u0627 \u0628\u0634\u0645\u0627\u0631\u062f. \u0631\u0648\u0634 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f\u064a \u06a9\u0647 ( 1 \u062a\u0627 10 \u0646\u0641\u0631 ) \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u06cc\u06a9 \u0635\u0648\u062a \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. <a href=\"https:\/\/github.com\/aishoot\/Concurrent_Speakers_Counter\">https:\/\/github.com\/aishoot\/Concurrent_Speakers_Counter<\/a> \u062f\u0631 \u0633\u0627\u0632\u064a \u067e\u06cc\u0627\u062f\u0647 \u06a9\u062f \u0648 \u0646\u062a\u0627\u06cc\u062c \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>\n<h3>\u0645\u0639\u0645\u0627\u0631\u064a \u0645\u062f\u0644 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a<\/h3>\n<p>\u062a\u062e\u0645\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f\u064a \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0635\u0648\u062a \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u06cc\u06a9 \u0645\u0633\u0626\u0644\u0647 \u0645\u0647\u0645 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627\u0634\u062f. \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 [13] \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u0634\u0645\u0627\u0631\u0634 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0635\u0648\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a. \u062e\u0631\u0648\u062c\u06cc \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0628\u0627\u06cc\u062f \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u064a \u0639\u062f\u062f \u06af\u0633\u0633\u062a\u0647 \u062e\u062a\u0645 \u0634\u0648\u062f. \u06cc\u06a9 \u0645\u062f\u0644 \u0635\u0648\u062a\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0634\u0628\u06a9\u0647 \u0639\u0645\u06cc\u0642 \u0631\u0627 \u0628\u0631\u0627\u0633\u0627\u0633 \u0645\u0639\u0645\u0627\u0631\u064a \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u062f\u0648 \u062c\u0647\u062a\u0647 \u0628\u0631\u0627\u064a \u062a\u062e\u0645\u06cc\u0646 \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 \u0634\u0628\u06a9\u0647 RNN-BLSTM \u06a9\u0647 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0647\u0627\u064a \u0639\u0645\u06cc\u0642\u060c \u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0648 \u0634\u0628\u06a9\u0647 \u062d\u0627\u0641\u0638\u0647 \u062f\u0627\u0631 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u062e\u0645\u06cc\u0646 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u062f\u0631 \u0635\u0648\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 14 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u062a \u0633\u0647 \u0641\u0631\u062f \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 A B ,\u0648 C \u0633\u0647 \u0646\u0641\u0631 \u0634\u0631\u06a9\u062a \u06a9\u0646\u0646\u062f\u0647 \u062f\u0631 \u062d\u0627\u0644 \u06af\u0641\u062a\u06af\u0648 \u062f\u0631 \u0627\u06cc\u0646 \u0635\u0648\u062a \u0647\u0633\u062a\u0646\u062f \u0648 K \u0647\u0645 \u062e\u0631\u0648\u062c\u06cc \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f\u064a \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0647\u0631 \u0628\u0627\u0632\u0647 \u0632\u0645\u0627\u0646\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f. \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0645\u06cc \u0632\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0633\u0647 \u0646\u0641\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9823 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/107.png\" alt=\"\" width=\"1308\" height=\"495\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 14 :\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u0633\u0647 \u0646\u0641\u0631\u0647<\/p>\n<p>\u0634\u0628\u06a9\u0647 \u0639\u0635\u0628\u06cc \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0634\u0628\u0627\u0647\u062a \u0632\u06cc\u0627\u062f\u064a \u0628\u0647 \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u06a9\u0627\u0645\u0644\u0627 \u0645\u062a\u0635\u0644 \u062f\u0627\u0631\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u062a\u0641\u0627\u0648\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0647\u0627 \u0647\u0645\u0627\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u0632\u0646\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u062f\u0631 \u06cc\u06a9 \u062a\u0648\u0627\u0644\u06cc \u0648\u0631\u0648\u062f\u064a \u0627\u0639\u0645\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0634\u0628\u06a9\u0647 \u0647\u0627\u064a \u0628\u0627\u0632\u06af\u0634\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0633\u0627\u062e\u062a\u0627\u0631 \u0631\u0627 \u062f\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u067e\u06cc \u062f\u0631 \u067e\u06cc \u0628\u0627 \u0637\u0648\u0644 \u062f\u0644\u062e\u0648\u0627\u0647 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0645\u062f\u0644 \u0633\u0627\u0632\u064a \u0633\u0631\u064a \u0647\u0627\u064a \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u0627\u06cc\u062f\u0647 \u0622\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0628\u0627 \u0627\u06cc\u0646 \u0648\u062c\u0648\u062f \u062f\u0631 \u0639\u0645\u0644\u060c \u0632\u0645\u0627\u0646 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0641\u0642\u0637 \u0628\u0647 \u0686\u0646\u062f \u0646\u0645\u0648\u0646\u0647 \u0632\u0645\u0627\u0646\u06cc \u0645\u062d\u062f\u0648\u062f \u0645\u06cc \u0634\u0648\u062f \u0632\u06cc\u0631\u0627 \u0645\u0634\u06a9\u0644 \u062d\u0630\u0641 \u06af\u0631\u0627\u062f\u06cc\u0627\u0646 \u062f\u0627\u0631\u062f. \u0628\u0631\u0627\u064a \u062d\u0644 \u0645\u0634\u06a9\u0644 \u0641\u0631\u0627\u0645\u0648\u0634\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628 \u062a\u0631\u06cc\u0646 \u0647\u0627\u060c \u0633\u0644\u0648\u0644 \u062d\u0627\u0641\u0638\u0647 \u06a9\u0648\u062a\u0627\u0647 \u0645\u062f\u062a (LSTM) \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u062b\u0631\u0628\u062e\u0634\u06cc \u0622\u0646 \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u064a \u0645\u062e\u062a\u0644\u0641 \u0627\u062b\u0628\u0627\u062a \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 LSTM \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u064a \u0628\u0631\u0627\u064a \u062a\u0634\u062e\u06cc\u0635 \u06af\u0641\u062a\u0627\u0631 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 LSTM \u062f\u0648 \u062c\u0647\u062a\u0647 (BLSTM) \u0628\u0627 \u0633\u0647 \u0644\u0627\u06cc\u0647 \u067e\u0646\u0647\u0627\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. BLSTM \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 LSTM \u0633\u0627\u062f\u0647 \u0627\u0632 \u0645\u0642\u0627\u0648\u0645\u062a \u0628\u06cc\u0634\u062a\u0631\u064a \u0628\u0631\u062e\u0648\u0631\u062f\u0627\u0631 \u0627\u0633\u062a \u060c \u0632\u06cc\u0631\u0627 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0648\u0631\u0648\u062f\u064a \u0627\u0632 \u06af\u0630\u0634\u062a\u0647 \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0631\u0627\u064a \u06cc\u0627\u062f\u06af\u06cc\u0631\u064a \u0648\u0632\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0634\u06a9\u0644 15 \u0645\u0639\u0645\u0627\u0631\u064a \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9824 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/108.png\" alt=\"\" width=\"643\" height=\"441\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 15 :\u0633\u0627\u062e\u062a\u0627\u0631 \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647<\/p>\n<h3>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u064a \u06a9\u062f\u0647\u0627\u064a \u0645\u0642\u0627\u0644\u0647<\/h3>\n<p>\u062f\u06cc\u062a\u0627\u0633\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647\u060c \u062f\u06cc\u062a\u0627\u0633\u062a Dataset 0dB LibriCount10 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u0635\u0648\u062a \u0647\u0627\u064a 5 \u062b\u0627\u0646\u06cc\u0647 \u0627\u064a \u0627\u0632 \u062d\u062f\u0627\u06a9\u062b\u0631 10 \u0646\u0641\u0631 \u0632\u0646 \u0648 \u0645\u0631\u062f \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0628\u0648\u062f\u0647 \u0627\u0646\u062f. \u06a9\u0647 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639 11440 \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a \u0628\u0648\u062f\u0647 \u0648 \u062f\u0631 \u06a9\u0644 \u062d\u062c\u0645 \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a 835 \u0645\u06af \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062f\u064a \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 16 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u062f \u0628\u0631 \u0631\u0648\u064a \u062f\u0631\u0627\u06cc\u0648 \u0645\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9825 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a1-1.png\" alt=\"\" width=\"936\" height=\"180\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 16 :\u0646\u062d\u0648\u0647 \u0622\u0648\u0631\u062f\u0646 \u06a9\u062f \u0628\u0647 \u062f\u0631\u0627\u06cc\u0648<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 SoundFile \u06a9\u0647 \u0628\u0631\u0627\u064a \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627\u064a \u0635\u0648\u062a\u06cc \u0627\u0633\u062a \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0648 \u0641\u0631\u0622\u06cc\u0646\u062f \u0646\u0635\u0628 \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u0634\u06a9\u0644 17 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9826 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a4.png\" alt=\"\" width=\"1506\" height=\"192\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 17 :\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 SoundFile<\/p>\n<p>\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 keras \u0646\u06cc\u0632 \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 18 \u06a9\u062f \u0648 \u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u0622\u0646 \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9827 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a4-1.png\" alt=\"\" width=\"1274\" height=\"178\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 18 :\u0646\u062d\u0648\u0647 \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 keras<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0647\u0645 \u0634\u0627\u0645\u0644SoundFile\u060c keras \u060c SoundFile \u0648 Librosa \u0628\u0631\u0627\u064a \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u0634\u062f\u0647 \u0627\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 19 \u06a9\u062f \u0645\u0631\u0628\u0648\u0637 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f \u0627\u0633\u062a.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9828 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a4-2.png\" alt=\"\" width=\"838\" height=\"229\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 19 :\u0646\u062d\u0648\u0647 \u0627\u06cc\u0645\u067e\u0648\u0631\u062a \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627<\/p>\n<p>\u0633\u067e\u0633 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062f\u064a \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 20 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9829 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a4-4.png\" alt=\"\" width=\"831\" height=\"99\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 20 :\u0646\u062d\u0648\u0647 \u0644\u0648\u062f \u06a9\u0631\u062f\u0646 \u0634\u0628\u06a9\u0647<\/p>\n<p>\u062e\u0644\u0627\u0635\u0647 \u0645\u0639\u0645\u0627\u0631\u064a \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u0648 \u062a\u0639\u062f\u0627\u062f \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627\u064a \u0634\u0628\u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 21 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9830 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a5.png\" alt=\"\" width=\"562\" height=\"449\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 21 :\u062e\u0644\u0627\u0635\u0647 \u0645\u0639\u0645\u0627\u0631\u064a \u0645\u062f\u0644 \u0634\u0628\u06a9\u0647<\/p>\n<p>\u0633\u067e\u0633 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Librosa \u06a9\u0647 \u06cc\u06a9 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0647\u0645 \u0628\u0631\u0627\u064a \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u0627\u0633\u062a \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u0635\u0648\u062a \u06af\u0631\u0641\u062a\u0646 \u0647\u06cc\u0633\u062a\u0648\u06af\u0631\u0627\u0645 \u0627\u0632 \u0635\u0648\u062a \u0648 \u062a\u0634\u062e\u06cc\u0635 \u0635\u0648\u062a \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645 \u0627\u0633\u062a. \u0633\u067e\u0633 \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a \u0647\u0627\u064a \u062f\u06cc\u062a\u0627\u0633\u062a \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0633\u062a \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u062a\u0648\u0633\u0637 \u06a9\u062f \u0634\u06a9\u0644 22 \u062e\u0648\u0627\u0646\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0635\u0648\u062a wav.org \u060c \u0635\u0648\u062a\u06cc \u0634\u0627\u0645\u0644 5 \u0635\u062f\u0627 \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u0645\u062e\u062a\u0644\u0641 \u0632\u0646 \u0648 \u0645\u0631\u062f \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0635\u062f\u0627\u0647\u0627\u064a \u0622\u0646 \u0647\u0627 \u062f\u0631 \u0647\u0645 \u062a\u0631\u06a9\u06cc\u0628 \u0634\u062f\u0647 \u0628\u0648\u062f \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0648\u0627\u0636\u062d \u0642\u0627\u0628\u0644 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0646\u0628\u0648\u062f\u0647 \u0627\u0633\u062a .<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9832 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a7.png\" alt=\"\" width=\"1175\" height=\"72\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 22 :\u0644\u0648\u062f \u06a9\u0631\u062f\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 Librosa \u0648 \u062e\u0648\u0627\u0646\u062f\u0646 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u062a\u0633\u062a<\/p>\n<p>\u0634\u0628\u06a9\u0647 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f\u064a \u06a9\u0647 \u062f\u0631 \u06cc\u06a9 \u0635\u062d\u0646\u0647 \u0634\u0644\u0648\u063a \u0628\u0627 \u0647\u0645 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0631\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. \u0635\u0648\u062a wav.org \u060c \u06a9\u0647 \u0635\u0648\u062a\u06cc \u0627\u0632 5 \u0641\u0631\u062f \u0634\u0627\u0645\u0644 \u0632\u0646 \u0648 \u0645\u0631\u062f \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0634\u0628\u06a9\u0647 \u062a\u0648\u0627\u0646\u0633\u062a \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f \u06a9\u0647 5 \u0641\u0631\u062f \u062f\u0631 \u0635\u062d\u0646\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f. \u0634\u06a9\u0644 23 \u062e\u0631\u0648\u062c\u06cc \u0628\u062f\u0633\u062a \u0622\u0645\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631\u0627\u064a \u0635\u0648\u062a \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u064a \u062a\u0633\u062a wav.org \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0633\u062e\u0646\u0631\u0627\u0646\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a 5 \u0646\u0641\u0631 \u062a\u062e\u0645\u06cc\u0646 \u0632\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>&nbsp;<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9831 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/a10.png\" alt=\"\" width=\"1097\" height=\"289\" \/><\/p>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 23 :\u062e\u0631\u0648\u062c\u06cc \u0634\u0628\u06a9\u0647 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u062e\u0645\u06cc\u0646 \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u062a\u0633\u062a \u0635\u0648\u062a<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u064a \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a<\/h3>\n<p>\u0634\u0628\u06a9\u0647 Counter-Speakers \u06cc\u06a9 \u0634\u0628\u06a9\u0647 \u062a\u062e\u0645\u06cc\u0646 \u0634\u0645\u0627\u0631\u0634 \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u0635\u0648\u062a \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u06cc\u06a9 \u0635\u0648\u062a \u06a9\u0647 \u0686\u0646\u062f \u0646\u0641\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0631\u0627 \u062a\u062e\u0645\u06cc\u0646 \u0628\u0632\u0646\u062f. \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0628\u0627 \u062f\u06cc\u062a\u0627\u0633\u062a \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0645\u062f\u0644 trained \u2212 re P \u0634\u0628\u06a9\u0647 \u062f\u0631 \u06af\u06cc\u062a \u0647\u0627\u0628 \u0645\u0642\u0627\u0644\u0647 \u0645\u0648\u062c\u0648\u062f \u0627\u0633\u062a. \u0645\u0627 \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631 \u0631\u0648\u064a \u0686\u0646\u062f \u0635\u0648\u062a \u0641\u0627\u0631\u0633\u06cc \u062a\u0633\u062a \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0628\u0647 \u0646\u0633\u0628\u062a \u062a\u0648\u0627\u0646\u0633\u062a \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u062e\u0645\u06cc\u0646 \u0628\u0632\u0646\u062f \u0648\u0644\u06cc \u0628\u0631\u0627\u064a \u062a\u0639\u062f\u0627\u062f \u0627\u0641\u0631\u0627\u062f \u0628\u06cc\u0634\u062a\u0631 \u06a9\u0647 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u0647\u0633\u062a\u0646\u062f \u0628\u0647 \u0646\u0638\u0631 \u0645\u06cc \u0631\u0633\u062f \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062a \u0641\u0627\u0631\u0633\u06cc \u0628\u062a\u0648\u0627\u0646 \u0628\u0647 \u062f\u0642\u062a \u0628\u0647\u062a\u0631\u064a \u062f\u0633\u062a \u06cc\u0627\u0641\u062a.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u0645\u0642\u0627\u0644\u0647 \u0628\u0631\u0631\u0633\u06cc: VISUALVOICE: Audio-Visual Speech Separation with Cross-Modal Consistency<\/h2>\n<h3>\u0645\u0642\u062f\u0645\u0647<\/h3>\n<p>\u06af\u0641\u062a\u0627\u0631 \u0627\u0646\u0633\u0627\u0646 \u0628\u0647 \u0646\u062f\u0631\u062a \u062f\u0631 \u062e\u0644\u0627\u0621 \u0645\u0634\u0627\u0647\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0645\u06cc\u0627\u0646 \u063a\u0648\u063a\u0627\u064a \u067e\u0631 \u0633\u0631 \u0648 \u0635\u062f\u0627 \u06cc\u06a9 \u0631\u0633\u062a\u0648\u0631\u0627\u0646\u060c \u062a\u0645\u0631\u06a9\u0632 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0622\u0646 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u06a9\u0646\u06cc\u0645. \u062a\u0645\u0627\u0634\u0627\u064a \u06cc\u06a9 \u0645\u0646\u0627\u0638\u0631\u0647 \u062f\u0627\u063a \u0631\u06cc\u0627\u0633\u062a \u062c\u0645\u0647\u0648\u0631\u064a\u060c \u0633\u062e\u0646\u0627\u0646 \u0646\u0627\u0645\u0632\u062f\u0647\u0627 \u06a9\u0647 \u0622\u0646\u0647\u0627 \u0628\u0627 \u0647\u0645 \u0635\u062d\u0628\u062a \u0645\u06cc \u06a9\u0646\u0646\u062f. \u0648\u062c\u0648\u062f \u0633\u0631\u0648\u0635\u062f\u0627 \u062f\u0631 \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u0622\u0646\u0644\u0627\u06cc\u0646 \u06a9\u0647 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641 \u0627\u0641\u0631\u0627\u062f \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0635\u062f\u0627\u064a \u0641\u0631\u062f \u0635\u062d\u0628\u062a \u06a9\u0646\u0646\u062f\u0647 \u0628\u0647 \u0633\u062e\u062a\u06cc \u0634\u0646\u06cc\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0633\u06cc\u0633\u062a\u0645 \u0627\u062f\u0631\u0627\u06a9\u06cc \u0627\u0646\u0633\u0627\u0646 \u0628\u0647 \u0634\u062f\u062a \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0635\u0631\u064a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u0627\u0628\u0647\u0627\u0645\u0627\u062a \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0635\u062f\u0627 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u062f \u0648 \u062a\u0639\u062f\u06cc\u0644 \u06a9\u0646\u062f \u062a\u0627 \u0635\u062f\u0627\u064a \u06cc\u06a9 \u0633\u062e\u0646\u0631\u0627\u0646 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0634\u0644\u0648\u063a \u0631\u0627 \u0645\u062a\u0648\u062c\u0647 \u0634\u0648\u062f. \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u06cc\u06a9 \u0641\u0631\u0622\u06cc\u0646\u062f \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0627\u0633\u062a \u0627\u0632 \u062c\u0645\u0644\u0647 \u0641\u0646\u0627\u0648\u0631\u064a \u06a9\u0645\u06a9\u06cc \u0628\u0631\u0627\u064a \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0645\u062d\u062a\u0648\u0627\u064a \u06af\u0641\u062a\u0627\u0631\u064a \u0648 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u064a \u067e\u0631\u0633\u0631\u0648\u0635\u062f\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u0628\u0647\u062a\u0631 \u0648 \u0628\u0647\u0628\u0648\u062f \u062f\u0647\u062f. \u0646\u062a\u0627\u06cc\u062c\u060c \u06a9\u062f \u0648 \u0648\u06cc\u062f\u06cc\u0648\u064a \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 <a href=\"https:\/\/github.com\/facebookresearch\/VisualVoice\">https:\/\/github.com\/facebookresearch\/VisualVoice<\/a> \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a.<\/p>\n<h3>\u0645\u0639\u0645\u0627\u0631\u064a \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a<\/h3>\n<p>\u062f\u0631 \u0645\u0642\u0627\u0644\u0647 [14] \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u062f\u06cc\u062f \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0635\u0648\u062a \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0635\u062d\u0628\u062a \u06cc\u0627 \u0635\u0648\u062a \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0635\u0648\u0631\u062a \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u064a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0627\u06cc\u0646 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u0641\u0631\u0627\u062f\u064a \u062f\u0631\u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u06cc\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u0631\u0627\u064a \u0635\u062f\u0627\u064a \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 (\u0686\u0646\u062f \u0646\u0641\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f) \u0648 \u06cc\u0627 \u0646\u0648\u06cc\u0632 \u0627\u0633\u062a. \u062f\u0631 \u0631\u0648\u0634 \u0647\u0627\u064a \u0642\u0628\u0644\u06cc \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0631\u0648\u064a \u06cc\u0627\u062f\u06af\u06cc\u0631\u064a \u062a\u0646\u0627\u0633\u0628 \u0628\u06cc\u0646 \u062d\u0631\u06a9\u0627\u062a \u0644\u0628 \u06a9\u0633\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a \u0648 \u0622\u0646 \u0635\u062f\u0627\u06cc\u06cc \u06a9\u0647 \u0627\u0632 \u0622\u0646 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc \u0634\u0648\u062f. \u0648\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0627\u0632 \u0638\u0627\u0647\u0631 \u0648 \u0645\u062f\u0644 \u0686\u0647\u0631\u0647 \u06af\u0648\u06cc\u0646\u062f\u0647 \u06a9\u0645\u06a9 \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u062f\u0631 \u0634\u06a9\u0644 24 \u062a\u0637\u0627\u0628\u0642 \u0686\u0647\u0631\u0647 \u0628\u0647 \u0635\u062f\u0627 \u0686\u0646\u062f\u0648\u062c\u0647\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9822 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio.png\" alt=\"\" width=\"984\" height=\"583\" \/><\/p>\n<p style=\"text-align: center;\">\u00a0 \u0634\u06a9\u064424 : Cross-modal face-to-voice matching<\/p>\n<p>&nbsp;<\/p>\n<p>\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0647 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u0627\u0633\u062a \u06a9\u0647 \u06cc\u06a9 \u0633\u06cc\u06af\u0646\u0627\u0644 \u06af\u0641\u062a\u0627\u0631\u064a \u0645\u062e\u062a\u0644\u0637 (mixed) \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u064a \u0645\u06cc \u06af\u06cc\u0631\u062f \u0648 \u0628\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u0631\u06a9\u0627\u062a \u0644\u0628 \u0648 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u064a \u0635\u0648\u0631\u062a \u062f\u0631 \u0686\u0647\u0631\u0647 \u0628\u0631\u0627\u064a \u062c\u062f\u0627\u06a9\u0631\u062f\u0646 \u0628\u062e\u0634 \u0635\u062f\u0627\u064a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0622\u0646 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u062f\u0631 \u0634\u06a9\u0644 25 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9833 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio1.png\" alt=\"\" width=\"744\" height=\"355\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 25 :\u0639\u0645\u0644\u06a9\u0631\u062f \u0645\u062f\u0644 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u062c\u062f\u0627\u06a9\u0646\u0646\u062f\u0647 \u06af\u0641\u062a\u0627\u0631<\/p>\n<p>\u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u064a \u0686\u0646\u062f \u0648\u0638\u06cc\u0641\u0647 \u0627\u064a \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u062a\u0631\u0643 \u062c\u062f\u0627\u0633\u0627\u0632\u064a speech visual\u2212audio \u0648 voice \u2212 ace f modal \u2212 cross \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u062f\u0631 \u0634\u06a9\u0644 26 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0634\u0628\u06a9\u0647 \u0628\u0627 \u0648 cross \u2212 modal matching loss \u060cmask prediction loss \u0627\u0632 \u062a\u0631\u06a9\u06cc\u0628\u06cc \u0631\u0633\u0627\u0646\u062f\u0646 \u062d\u062f\u0627\u0642\u0644 \u0628\u0647 loss consistency speaker \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc \u0628\u06cc\u0646\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9834 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio2.png\" alt=\"\" width=\"1174\" height=\"533\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 26 :\u0686\u0627\u0631\u0686\u0648\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u064a \u0686\u0646\u062f \u0648\u0638\u06cc\u0641\u0647 \u0627\u064a \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a<\/p>\n<p>s prediction Mask :\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 26 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0645\u0627\u0633\u06a9 \u0647\u0627\u064a \u067e\u06cc\u0686\u06cc\u062f\u0647 MA\u0661\u060cMA\u0662\u060cMB\u0661 \u0648 MB\u0661 \u0631\u0627 \u0628\u0631\u0627\u064a \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u0628\u0631\u0627\u064a \u06af\u0648\u06cc\u0646\u062f\u0647 \u0647\u0627\u064a \u0645\u0631\u0648\u0628\u0637\u0647 \u0645\u062a\u0646\u0627\u0638\u0631 \u0628\u0627 \u0622\u0646\u0647\u0627 X\u0661 \u0648 X\u0662 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u064a \u0645\u0627\u0633\u06a9 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u0634\u062f\u0647 loss \u0627\u0632 \u0631\u0627\u0628\u0637\u0647 2 \u0645\u062d\u0627\u0633\u0628\u0647 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9836 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f1.jpg\" alt=\"\" width=\"336\" height=\"79\" \/><\/p>\n<p>Cross-modal matching loss: \u0628\u0631\u0627\u064a \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u064a \u0635\u0648\u0631\u062a \u0645\u062a\u0642\u0627\u0628\u0644 \u0645\u0648\u0631\u062f \u0646\u0638\u0631 \u0628\u0631\u0627\u064a \u0647\u062f\u0627\u06cc\u062a \u0641\u0631\u0622\u06cc\u0646\u062f \u062c\u062f\u0627\u0633\u0627\u0632\u064a\u060c \u0628\u0647 \u0637\u0648\u0631 \u0645\u0634\u062a\u0631\u0643 \u062c\u0627\u0633\u0627\u0632\u064a \u0647\u0627\u064a \u0635\u0648\u0631\u062a-\u0635\u062f\u0627 \u06cc\u0627\u062f \u06af\u0631\u0641\u062a\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0627\u0645\u0627 \u0647\u062f\u0641 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0635\u062f\u0627 \u0627\u0633\u062a &#8211; \u0646\u0647 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0634\u062e\u0635 \u0648 \u0628\u0647 \u062c\u0627\u064a \u0648\u0631\u0648\u062f\u064a \u062a\u06a9 \u0645\u0646\u0628\u0639\u06cc\u060c \u0635\u062f\u0627 \u0628\u0647 \u0635\u0631\u0627\u062d\u062a \u062d\u0627\u0648\u064a \u0686\u0646\u062f\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0627\u0633\u062a. \u0627\u0628\u062a\u062f\u0627 \u062a\u0639\u0628\u06cc\u0647 \u0647\u0627\u064a \u0635\u0648\u062a\u06cc a B\u0662 , aB\u0661 , aA\u0662 \u00a0aA\u0661, \u0631\u0627 \u0628\u0631\u0627\u064a \u0647\u0631 \u0637\u06cc\u0641 \u06af\u0641\u062a\u0627\u0631 \u062c\u062f\u0627 \u0634\u062f\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u0628\u0637\u0647 3 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u06a9\u0646\u06cc\u0645:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9838 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f2.jpg\" alt=\"\" width=\"351\" height=\"42\" \/><\/p>\n<p>iB \u0648 iA \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062c\u0627\u0633\u0627\u0632\u064a \u0647\u0627\u064a \u062a\u0635\u0648\u06cc\u0631 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0633\u062a \u0627\u0632 \u0634\u0628\u06a9\u0647 \u062a\u062d\u0644\u06cc\u0644 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u064a \u00a0\u0686\u0647\u0631\u0647 \u0628\u0647 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0631\u0627\u064a \u0633\u062e\u0646\u0631\u0627\u0646\u0627\u0646 A \u0648 B . \u0627\u0632 \u0636\u0631\u0631 \u0633\u0647 \u06af\u0627\u0646\u0647 4 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9839 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f3.jpg\" alt=\"\" width=\"348\" height=\"39\" \/><\/p>\n<p>\u06a9\u0647 \u062f\u0631 \u0622\u0646 (i, a(D \u0641\u0627\u0635\u0644\u0647 \u06a9\u0633\u06cc\u0646\u0648\u0633\u06cc \u062a\u0639\u0628\u06cc\u0647 \u06af\u0641\u062a\u0627\u0631 \u0648 \u062c\u0627\u0633\u0627\u0632\u064a \u062a\u0635\u0648\u06cc\u0631 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a \u0648 m \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u062d\u0627\u0634\u06cc\u0647 \u0628\u06cc\u0646 \u062f\u0648 \u0641\u0627\u0635\u0644\u0647 \u0627\u0633\u062a. \u0636\u0631\u0631 Cross-modal matching \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u0628\u0637\u0647 5 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9840 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f4.jpg\" alt=\"\" width=\"442\" height=\"55\" \/><\/p>\n<p>\u0627\u06cc\u0646 \u0636\u0631\u0631 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0648\u0627\u062f\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u062a\u0627 \u062c\u0627\u0633\u0627\u0632\u064a \u0647\u0627\u064a \u0635\u0648\u0631\u062a \u0686\u0646\u062f \u0648\u062c\u0647\u06cc \u0631\u0627 \u06cc\u0627\u062f \u0628\u06af\u06cc\u0631\u062f \u0628\u0647 \u0637\u0648\u0631\u064a \u06a9\u0647 \u0641\u0627\u0635\u0644\u0647 \u0628\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u062c\u062f\u0627 \u0634\u062f\u0647 \u0648 \u062c\u0627\u0633\u0627\u0632\u064a \u0686\u0647\u0631\u0647 \u0628\u0631\u0627\u064a \u06af\u0648\u06cc\u0646\u062f\u0647 \u064a \u0645\u0631\u0628\u0648\u0637\u0647 \u0628\u0627\u06cc\u062f \u06a9\u0648\u0686\u06a9\u062a\u0631 \u0627\u0632 \u0622\u0646 \u0628\u0627\u0634\u062f \u0628\u06cc\u0646 \u062c\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u062c\u062f\u0627 \u0634\u062f\u0647 \u0648 \u062c\u0627\u0633\u0627\u0632\u064a \u0635\u0648\u0631\u062a \u0628\u0631\u0627\u064a \u06af\u0648\u06cc\u0646\u062f\u0647 \u062f\u06cc\u06af\u0631\u060c \u0628\u0627 \u062d\u0627\u0634\u06cc\u0647 m. \u0634\u0628\u06a9\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u0628\u0631\u0627\u064a \u062a\u0648\u0644\u06cc\u062f \u0635\u062f\u0627\u0647\u0627\u064a \u062a\u0645\u06cc\u0632\u062a\u0631 (\u0634\u0641\u0627\u0641 \u062a\u0631) \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u062f\u0642\u06cc\u0642 \u062a\u0631\u064a \u062f\u0633\u062a \u06cc\u0627\u0641\u062a \u062a\u0634\u0648\u06cc\u0642 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>Speaker consistency loss :\u0628\u062e\u0634 \u0647\u0627\u064a \u0635\u0648\u062a\u06cc (t(sA\u0661 \u0648 (t(sA\u0662 \u06a9\u0647 \u0627\u0632 \u06cc\u06a9 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0645\u0634\u062a\u0631\u0643 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648 VA \u0628\u062f\u0633\u062a \u0645\u06cc \u0622\u06cc\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u064a \u0635\u0648\u062a\u06cc (t(sA\u0661 \u0648 (t(sA\u0661 \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627(t(sB \u0628\u0627\u06cc\u062f \u0628\u06cc\u0634\u062a\u0631 \u0645\u0634\u0627\u0628\u0647 \u0628\u0627\u0634\u0646\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0647\u0627\u064a \u0635\u0648\u062a\u06cc \u0628\u0631\u0627\u064a \u0628\u062e\u0634 \u0647\u0627\u064a \u06af\u0641\u062a\u0627\u0631 \u062c\u062f\u0627 \u0634\u062f\u0647 \u0628\u0631\u0627\u064a \u06af\u0648\u06cc\u0646\u062f\u0647 A \u0628\u0627\u06cc\u062f \u0628\u06cc\u0634\u062a\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0627\u0634\u062f \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0622\u0646 \u0628\u062e\u0634 \u0647\u0627 \u062f\u0631 \u06af\u0648\u06cc\u0646\u062f\u0647 B \u0634\u0628\u06cc\u0647 \u062a\u0631 \u0628\u0627\u0634\u062f. \u0628\u0631\u0627\u064a \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0646 \u0627\u06cc\u0646 \u0645\u0641\u0647\u0648\u0645 \u06cc\u06a9 Speaker consistency loss \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u0628\u0637\u0647 6 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u0634\u0648\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9841 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f5.jpg\" alt=\"\" width=\"342\" height=\"38\" \/><\/p>\n<p>Inference and Training :\u062a\u0627\u0628\u0639 \u0647\u062f\u0641 \u06a9\u0644\u06cc \u0628\u0631\u0627\u064a \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0631\u0627\u0628\u0637\u0647 7 \u0627\u0633\u062a. \u06a9\u0647 speaker consistency losses \u0648 cross \u2212 modal matching \u0647\u0627\u064a \u0648\u0632\u0646 \u062a\u0631\u062a\u06cc\u0628 \u0628\u0647 \u03bb\u0661 \u0648 \u03bb\u0661 \u0647\u0633\u062a\u0646\u062f. \u062f\u0631 \u0637\u0648\u0644 \u062a\u0633\u062a\u060c \u0627\u0628\u062a\u062f\u0627 \u0686\u0647\u0631\u0647 \u062f\u0631 \u0641\u0631\u06cc\u0645 \u0648\u06cc\u062f\u06cc\u0648 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u0633\u067e\u0633 ROI \u062f\u0647\u0627\u0646 \u0628\u0631\u0627\u064a \u0647\u0631 \u0635\u062d\u0628\u062a \u06a9\u0646\u0646\u062f\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u0627\u064a \u0647\u0631 \u0633\u062e\u0646\u0631\u0627\u0646 \u0627\u0632 ROI mouth \u0647\u0627 \u0648 \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0686\u0647\u0631\u0647 (\u0641\u0631\u06cc\u0645 \u062a\u0635\u0627\u062f\u0641\u06cc) \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0648\u0631\u0648\u062f\u064a \u0648 \u067e\u06cc\u0634 \u0628\u06cc\u0646\u06cc \u06cc\u06a9 \u0645\u0627\u0633\u06a9 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0631\u0627\u064a \u062c\u062f\u0627 \u06a9\u0631\u062f\u0646 \u06af\u0641\u062a\u0627\u0631 \u0627\u0632 \u0633\u06cc\u06af\u0646\u0627\u0644 \u062a\u0631\u06a9\u06cc\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0632 \u0631\u0648\u06cc\u06a9\u0631\u062f window sliding \u0628\u0631\u0627\u064a \u0627\u0646\u062c\u0627\u0645 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0628\u062e\u0634 \u0628\u0647 \u0628\u062e\u0634 \u0628\u0631\u0627\u064a \u0648\u06cc\u062f\u06cc\u0648 \u0628\u0627 \u0637\u0648\u0644 \u062f\u0644\u062e\u0648\u0627\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0634\u0628\u06a9\u0647 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u0627\u0632 \u0627\u0628\u062a\u062f\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u064a \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u0631\u0648\u0634 \u0647\u0627\u064a \u062f\u06cc\u06af\u0631 \u06a9\u0647 \u0627\u0632 \u0642\u0628\u0644 \u0628\u0647 \u06cc\u06a9 \u0645\u062f\u0644 \u0644\u0628 \u062e\u0648\u0627\u0646\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 \u06cc\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u062a\u0634\u062e\u06cc\u0635 \u0686\u0647\u0631\u0647 \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u0634\u062f\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0627\u0646\u062f. \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0648\u06cc\u062f\u06cc\u0648\u064a \u06a9\u0627\u0645\u0644\u0627 \u0628\u062f\u0648\u0646 \u0628\u0631\u0686\u0633\u0628 \u0622\u0645\u0648\u0632\u0634 \u0648 \u062a\u0633\u062a \u0634\u0648\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9842 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/f6.jpg\" alt=\"\" width=\"367\" height=\"35\" \/><\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u0628\u0631 \u0631\u0648\u064a \u0634\u0634 \u062f\u06cc\u062a\u0627\u0633\u062a \u0645\u0639\u06cc\u0627\u0631 oxCeleb\u0662 V \u060c oxCeleb\u0661 V \u060c LRS\u0662\u060c IMIT T \u2212CD T \u0648 E CUAV \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u064a \u0686\u0627\u0644\u0634 \u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u062f\u0646\u06cc\u0627\u064a \u0648\u0627\u0642\u0639\u06cc \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0648 \u0628\u0647\u0628\u0648\u062f \u06af\u0641\u062a\u0627\u0631 \u0628\u0647 \u062e\u0648\u0628\u06cc \u062a\u0639\u0645\u06cc\u0645 \u0645\u06cc \u062f\u0647\u062f. \u0648 \u0631\u0648\u0634 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u064a \u0628\u0631 \u0631\u0648\u064a \u0627\u06cc\u0646 \u062f\u06cc\u062a\u0627\u0633\u062a \u0647\u0627 \u0628\u062e\u0648\u0628\u06cc \u0647\u0645\u0627\u0646\u0646\u062f \u0631\u0648\u0634 \u0647\u0627\u064a art \u2212 the \u2212 stateof \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c Audio\u2212visual speech separation\u00a0 \u00a0\u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062a V oxCeleb\u0662 \u062f\u0631\u00a0 \u062c\u062f\u0648\u0644 2 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0639\u0645\u06a9\u0631\u062f \u0634\u0628\u06a9\u0647 \u0628\u0631\u0627\u064a \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u064a \u062a\u0633\u062a \u0628\u0631\u0627\u064a \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u062d\u0627\u0644\u062a \u0647\u0627\u064a reliable lip motion is \u062f\u0631 \u0633\u0645\u062a \u0686\u067e \u0648 unreliable \u062f\u0631 \u0633\u0645\u062a \u0631\u0627\u0633\u062a \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9843 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio3.png\" alt=\"\" width=\"1040\" height=\"244\" \/><\/p>\n<p style=\"text-align: center;\">\u062c\u062f\u0648\u0644 2 :\u0646\u062a\u0627\u06cc\u062c separation Speech \u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062a VoxCeleb2<\/p>\n<p>\u0646\u062a\u0627\u06cc\u062c Audio-visual speech enhancement \u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062aoxCeleb\u0662 V \u0628\u0627 \u0635\u062f\u0627\u0647\u0627\u06cc\u06cc \u0627\u0632 AudioSet \u06a9\u0647 \u062f\u0627\u0631\u0627\u064a \u0635\u062f\u0627\u0647\u0627\u064a \u0646\u0648\u06cc\u0632(non &#8211; speech) \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a. \u062f\u0631 \u062c\u062f\u0648\u0644 3 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9844 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio4.png\" alt=\"\" width=\"1052\" height=\"245\" \/><\/p>\n<p style=\"text-align: center;\">\u062c\u062f\u0648\u0644 3 :\u0646\u062a\u0627\u06cc\u062c enhancement Speech \u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062a VoxCeleb2<\/p>\n<h3>\u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u064a \u06a9\u062f\u0647\u0627\u064a \u0645\u0642\u0627\u0644\u0647<\/h3>\n<p>\u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062f\u064a \u06a9\u0647 \u062f\u0631 \u0634\u06a9\u0644 27 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u062f \u0628\u0631 \u0631\u0648\u064a \u062f\u0631\u0627\u06cc\u0648 \u0645\u0627 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9845 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio13.png\" alt=\"\" width=\"855\" height=\"329\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 27 :\u062f\u0627\u0646\u0644\u0648\u062f \u06a9\u062f \u0628\u0631 \u0631\u0648\u064a \u062f\u0631\u0627\u06cc\u0648<\/p>\n<p>\u0645\u062f\u0644 \u0647\u0627\u064a \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0644\u06cc\u0646\u06a9 \u0647\u0627\u064a \u0632\u06cc\u0631 \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0627\u0633\u062a. \u062f\u0631 \u0634\u06a9\u0644 28 \u0646\u062d\u0648\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062f\u0644 \u0647\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9846 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio5.png\" alt=\"\" width=\"903\" height=\"108\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 28 :\u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u064a \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/p>\n<p>\u067e\u06a9\u06cc\u062c \u0647\u0627\u064a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0633\u062a \u0634\u0628\u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0634\u06a9\u0644 29 \u0646\u0635\u0628 \u0645\u06cc \u0634\u0648\u062f\u0646\u062f . \u0648\u06cc\u062f\u06cc\u0648\u064a \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0632\u06cc\u0631 \u0627\u0632 \u0642\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc \u0634\u0648\u0646\u062f. \u06a9\u0647 \u0648\u06cc\u062f\u06cc\u0648 \u0631\u0627 \u0628\u0647 s\/\u0662\u06f5f \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0635\u062f\u0627 \u0631\u0627 \u0628\u0647 16 \u06a9\u06cc\u0644\u0648\u0647\u0631\u062a\u0632 \u0645\u062c\u062f\u062f\u0627\u064b \u0646\u0645\u0648\u0646\u0647 \u06af\u06cc\u0631\u064a \u0645\u06cc \u06a9\u0646\u062f \u0648 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u064a \u0633\u0627\u062f\u0647 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0634\u06a9\u0627\u0631\u0633\u0627\u0632\u064a \u0686\u0647\u0631\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0627\u06cc\u0631 \u0631\u062f\u06cc\u0627\u0628 \u0647\u0627\u064a \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0635\u0648\u0631\u062a \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0646\u062a\u0627\u06cc\u062c \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0628\u0647\u062a\u0631\u064a \u0645\u0646\u062c\u0631 \u0634\u0648\u062f. \u062f\u0631 \u0634\u06a9\u0644 30 \u0646\u062d\u0648\u0647 \u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9847 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio6.png\" alt=\"\" width=\"1087\" height=\"313\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 29 :\u0646\u0635\u0628 \u067e\u06a9\u06cc\u062c \u0647\u0627\u064a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9848 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio7.png\" alt=\"\" width=\"1618\" height=\"372\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 30 :\u067e\u06cc\u0634 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646 \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062a\u0633\u062a \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u064a \u0622\u0632\u0645\u0627\u06cc\u0634\u06cc \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u064a \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0634\u062f\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f. \u0646\u062d\u0648\u0647 \u062a\u0633\u062a \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u06a9\u062f 31 \u0642\u0627\u0628\u0644 \u0627\u062c\u0631\u0627 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9849 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/audio12.png\" alt=\"\" width=\"773\" height=\"687\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 31 :\u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062f\u0644 \u0647\u0627\u064a \u0627\u0632 \u067e\u06cc\u0634 \u0622\u0645\u0648\u0632\u0634 \u062f\u06cc\u062f\u0647<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u064a \u0648 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u0627\u062a<\/h3>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u06cc\u06a9 \u0631\u0648\u06cc\u06a9\u0631\u062f \u062c\u062f\u06cc\u062f \u0628\u0647 \u0645\u0646\u0638\u0648\u0631 \u062c\u062f\u0627\u0633\u0627\u0632\u064a \u0635\u0648\u062a \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0628\u0627 \u062f\u0627\u0634\u062a\u0646 \u06cc\u06a9 \u0648\u06cc\u062f\u06cc\u0648 \u0647\u062f\u0641 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0635\u062d\u0628\u062a \u06cc\u0627 \u0635\u0648\u062a \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0635\u0648\u0631\u062a \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u064a \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a \u0631\u0627 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0646\u06cc\u0645 \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0627\u06cc\u0646 \u06af\u0648\u06cc\u0646\u062f\u0647 \u0627\u0641\u0631\u0627\u062f\u064a \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u06cc\u0627 \u0627\u06cc\u0646\u06a9\u0647 \u062f\u0627\u0631\u0627\u064a \u0635\u062f\u0627\u064a \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 (\u0686\u0646\u062f \u0646\u0641\u0631 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f) \u0648 \u06cc\u0627 \u0646\u0648\u06cc\u0632 \u0627\u0633\u062a. \u06a9\u062f \u0648 \u0645\u062f\u0644 Pre-trained \u0627\u06cc\u0646 \u0634\u0628\u06a9\u0647 \u062f\u0631 \u0644\u06cc\u0646\u06a9 \u06af\u06cc\u062a \u0647\u0627\u0628 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0627\u0633\u062a. \u0645\u0627 \u0634\u0628\u06a9\u0647 \u0631\u0627 \u0628\u0631\u0627\u064a \u0646\u0645\u0648\u0646\u0647 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u064a \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0631 \u0631\u0648\u064a \u0646\u0645\u0648\u0646\u0647 \u0648\u06cc\u062f\u06cc\u0648 \u0641\u0627\u0631\u0633\u06cc \u062a\u0633\u062a \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645 \u0648 \u0634\u0628\u06a9\u0647 \u0628\u062e\u0648\u0628\u06cc \u062a\u0648\u0627\u0646\u0633\u062a \u0635\u062f\u0627 \u0631\u0627 \u062a\u0641\u06a9\u06cc\u06a9 \u06a9\u0646\u062f \u0648 \u062a\u0634\u062e\u06cc\u0635 \u062f\u0647\u062f. \u0628\u0631\u0627\u064a \u0628\u062e\u0634 \u062a\u0642\u0648\u06cc\u062a \u0635\u062f\u0627 \u0648 \u0646\u0648\u06cc\u0632 \u0628\u06a9 \u06af\u0631\u0627\u0646\u062f \u0647\u0645 \u0634\u0628\u06a9\u0647 \u0631\u0648\u064a \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627\u064a \u0641\u0627\u0631\u0633\u06cc \u0646\u062a\u0627\u06cc\u062c \u062e\u0648\u0628\u06cc \u062f\u0627\u0634\u062a\u0647 \u0627\u0633\u062a. \u0627\u0646\u062a\u0638\u0627\u0631 \u0645\u06cc \u0631\u0648\u062f \u0628\u0627 \u0622\u0645\u0648\u0632\u0634 \u0634\u0628\u06a9\u0647 \u0628\u0631 \u0631\u0648\u064a \u062f\u06cc\u062a\u0627\u0633\u062a \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627\u064a \u0641\u0627\u0631\u0633\u06cc \u0634\u0628\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0646\u062a\u0627\u06cc\u062c \u0628\u0647\u062a\u0631\u064a \u0631\u0627 \u0628\u062f\u0633\u062a \u0622\u0648\u0631\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/h2>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Wharm<\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0635\u062f\u0627\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u06cc\u06a9 \u062a\u0627 \u062f\u0648 \u0646\u0641\u0631\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0627\u06a9\u062b\u0631 \u0635\u062f\u0627\u0647\u0627 \u062f\u0627\u0631\u0627\u064a \u0646\u0648\u06cc\u0632 \u0647\u0633\u062a\u0646\u062f. \u062d\u062c\u0645 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0635\u0648\u062a 35 \u06af\u06cc\u06af \u0628\u0648\u062f\u0647 \u0627\u0633\u062a. \u06a9\u0627\u0631\u0628\u0631\u062f\u064a \u06a9\u0647 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0627\u0631\u062f \u0627\u06cc\u0646 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u064a \u0627\u06cc\u062c\u0627\u062f \u0635\u062f\u0627\u0647\u0627\u064a \u062c\u062f\u06cc\u062f \u0628\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a [15] \u062f\u0631 \u0634\u06a9\u0644 32 \u062c\u0632\u0626\u06cc\u0627\u062a \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9850 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/wharm1.png\" alt=\"\" width=\"2002\" height=\"1112\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 32 :\u062c\u0632\u0626\u06cc\u0627\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 Wharm<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 LibriCount10 0dB<\/h3>\n<p>\u0634\u0627\u0645\u0644 \u0635\u062f\u0627\u0647\u0627\u064a \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u064a \u0634\u062f\u0647 \u0627\u0632 \u062a\u0639\u062f\u0627\u062f (0 \u062a\u0627 100) \u0633\u062e\u0646\u0631\u0627\u0646 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u0637\u0648\u0644 5 \u062b\u0627\u0646\u06cc\u0647 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646\u062f \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0628\u0627 \u067e\u0633\u0648\u0646\u062f wav .\u0647\u0633\u062a\u0646\u062f [16] .\u0645\u0634\u062e\u0635\u0627\u062a \u062f\u06cc\u062a\u0627\u0633\u062a \u062f\u0631 \u0632\u06cc\u0631 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<ul>\n<li>mixed with 0dB SNR<\/li>\n<li>5seconds of recording<\/li>\n<li>16bits, 16kHz, mono<\/li>\n<li>11440 Samples, 832.5 MB<\/li>\n<\/ul>\n<p>\u062f\u0631 \u0634\u06a9\u0644 33 \u0645\u0634\u062e\u0635\u0627\u062a \u0628\u0631\u0627\u064a \u062a\u0639\u062f\u0627\u062f \u0633\u0647 \u06af\u0648\u06cc\u0646\u062f\u0647 \u06a9\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0631 \u062d\u0627\u0644 \u0635\u062d\u0628\u062a \u06a9\u0631\u062f\u0646 \u0647\u0633\u062a\u0646\u062f \u062f\u0631 \u0635\u0648\u062a \u0646\u0645\u0648\u0646\u0647 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter wp-image-9851 size-full\" src=\"http:\/\/asr-gooyesh.com\/fa\/wp-content\/uploads\/2022\/11\/data1.png\" alt=\"\" width=\"817\" height=\"398\" \/><\/p>\n<p style=\"text-align: center;\">\u0634\u06a9\u0644 33 :\u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0635\u0648\u062a \u0627\u0632 \u062f\u06cc\u062a\u0627\u0633\u062a 0dB LibriCount10<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 AVSpeech<\/h3>\n<p>AVSpeech \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0635\u0648\u062a\u06cc \u0648 \u062a\u0635\u0648\u06cc\u0631\u064a \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06a9\u0644\u06cc\u067e \u0647\u0627\u064a \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u06af\u0641\u062a\u0627\u0631\u064a \u0628\u062f\u0648\u0646 \u0646\u0648\u06cc\u0632\u0647\u0627\u064a \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0647\u0627 3 \u062a\u0627 10 \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f \u0648 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u06cc\u067e \u0635\u062f\u0627\u064a \u0642\u0627\u0628\u0644 \u0634\u0646\u06cc\u062f\u0646 \u062f\u0631 \u0645\u0648\u0633\u06cc\u0642\u06cc \u0645\u062a\u0646 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u062f \u0633\u062e\u0646\u06af\u0648 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648 \u0642\u0627\u0628\u0644 \u064b \u0645\u0634\u0627\u0647\u062f\u0647 \u0627\u0633\u062a. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627 4700 \u0633\u0627\u0639\u062a \u0628\u062e\u0634 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0627\u0632 \u0645\u062c\u0645\u0648\u0639 290 \u0647\u0632\u0627\u0631 \u0648\u06cc\u062f\u06cc\u0648\u064a YouTube \u0627\u0633\u062a \u06a9\u0647 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u064a \u0627\u0632 \u0627\u0641\u0631\u0627\u062f\u060c \u0632\u0628\u0627\u0646 \u0647\u0627 \u0648 \u062d\u0627\u0644\u062a \u0647\u0627\u064a \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f. \u0628\u0631\u0627\u064a \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u062f\u0631 \u0645\u0642\u0627\u0644\u0647 [17] \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u00a0 LibriMix<\/h3>\n<p>LibriMix \u06cc\u06a9 \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0628\u0631\u0627\u064a 2mix-wsj0 \u0627\u0633\u062a. \u0628\u0631 \u0627\u0633\u0627\u0633 \u060cLibriSpeech LibriMix \u0627\u0632 \u0645\u062e\u0644\u0648\u0637 \u0647\u0627\u064a \u062f\u0648 \u06cc\u0627 \u0633\u0647 \u06af\u0648\u06cc\u0646\u062f\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0634\u062f\u0647 \u0628\u0627 \u0646\u0645\u0648\u0646\u0647 \u0647\u0627\u064a \u0646\u0648\u06cc\u0632 \u0645\u062d\u06cc\u0637\u06cc \u0627\u0632 !WHAM .\u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0633\u0627\u06cc\u062a [18] \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647\u00a0 \u062f\u0627\u062f\u0647 LibriCSS<\/h3>\n<p>\u062c\u062f\u0627\u0633\u0627\u0632\u064a \u06af\u0641\u062a\u0627\u0631 \u067e\u06cc\u0648\u0633\u062a\u0647(CSS) \u0631\u0648\u06cc\u06a9\u0631\u062f\u064a \u0628\u0631\u0627\u064a \u0645\u062f\u06cc\u0631\u06cc\u062a \u06af\u0641\u062a\u0627\u0631 \u0647\u0645\u067e\u0648\u0634\u0627\u0646\u06cc \u062f\u0631 \u0633\u06cc\u06af\u0646\u0627\u0644 \u0647\u0627\u064a \u0635\u0648\u062a\u06cc \u0645\u06a9\u0627\u0644\u0645\u0647 \u0627\u0633\u062a. \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u0636\u0628\u0637 \u0634\u062f\u0647\u060c \u0628\u0647 \u0646\u0627\u0645 \u060cLibriCSS \u0627\u0632 LibriSpeech \u0628\u0627 \u0628\u0647 \u0647\u0645 \u067e\u06cc\u0648\u0633\u062a\u0646 \u06af\u0641\u062a\u0647 \u0647\u0627\u064a \u0628\u062f\u0646\u0647 \u0628\u0631\u0627\u064a \u0634\u0628\u06cc\u0647 \u0633\u0627\u0632\u064a \u06cc\u06a9 \u0645\u06a9\u0627\u0644\u0645\u0647 \u0648 \u0636\u0628\u0637 \u0645\u062c\u062f\u062f \u0635\u062f\u0627 \u0628\u0627 \u0645\u06cc\u06a9\u0631\u0648\u0641\u0648\u0646 \u0647\u0627\u064a \u0645\u06cc\u062f\u0627\u0646 \u062f\u0648\u0631 \u0645\u0634\u062a\u0642 \u0634\u062f\u0647 \u0627\u0633\u062a. \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0633\u0627\u06cc\u062a [19] \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 VoxCeleb2<\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 1 \u0645\u06cc\u0644\u06cc\u0648\u0646 \u0648\u06cc\u062f\u06cc\u0648 \u06af\u0641\u062a\u06af\u0648 \u0628\u0627 \u0686\u0647\u0631\u0647 \u0627\u0633\u062a. \u06a9\u0647 \u06cc\u0646 \u0648\u06cc\u062f\u06cc\u0648 \u0647\u0627 \u0627\u0632 \u06cc\u0648\u062a\u06cc\u0648\u0628 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0633\u062a. \u0628\u0631\u0627\u064a \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0633\u0627\u06cc\u062a [20] \u0645\u0631\u0627\u062c\u0639\u0647 \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u00a0 VoxCeleb1<\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0628\u06cc\u0634 \u0627\u0632 100000 \u0648\u06cc\u062f\u06cc\u0648 \u0627\u0633\u062a. \u0633\u062e\u0646\u0627\u0646 1251 \u0633\u0644\u0628\u0631\u06cc\u062a\u06cc \u06a9\u0647 \u0627\u0632 \u0641\u06cc\u0644\u0645 \u0647\u0627\u064a \u06cc\u0648\u062a\u06cc\u0648\u0628 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0633\u062a [21].<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 LRS2<\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u0647\u0632\u0627\u0631\u0627\u0646 \u062c\u0645\u0644\u0647 \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u0627\u0632 \u062a\u0644\u0648\u06cc\u0632\u06cc\u0648\u0646 \u0628\u06cc \u0628\u06cc \u0633\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0633\u062a. \u0637\u0648\u0644 \u0647\u0631 \u062c\u0645\u0644\u0647 \u062a\u0627 100 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631 \u0627\u0633\u062a [22].<\/p>\n<p>&nbsp;<\/p>\n<h3>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 AVSpeech<\/h3>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u06cc\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0635\u0648\u062a\u06cc \u0648 \u062a\u0635\u0648\u06cc\u0631\u064a \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u06a9\u0644\u06cc\u067e \u0647\u0627\u064a \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc \u06af\u0641\u062a\u0627\u0631\u064a \u0628\u0627 \u0646\u0648\u06cc\u0632\u0647\u0627\u064a \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627 3 \u062a\u0627 10 \u062b\u0627\u0646\u06cc\u0647 \u0627\u0633\u062a \u0648 \u062f\u0631 \u0647\u0631 \u06a9\u0644\u06cc\u067e \u0635\u062f\u0627\u064a \u0642\u0627\u0628\u0644 \u0634\u0646\u06cc\u062f\u0646 \u062f\u0631 \u0645\u0648\u0633\u06cc\u0642\u06cc \u0645\u062a\u0646 \u0645\u062a\u0639\u0644\u0642 \u0628\u0647 \u06cc\u06a9 \u0641\u0631\u062f \u0633\u062e\u0646\u06af\u0648 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0648\u06cc\u062f\u06cc\u0648 \u0642\u0627\u0628\u0644 \u0645\u0634\u0627\u0647\u062f\u0647 \u064b \u0627\u0633\u062a. \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u060c \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u0627\u0645\u0644 \u062a\u0642\u0631\u06cc\u0628\u0627 4700 \u0633\u0627\u0639\u062a \u0628\u062e\u0634 \u0648\u06cc\u062f\u06cc\u0648\u060c \u0627\u0632 \u0645\u062c\u0645\u0648\u0639 290 \u0647\u0632\u0627\u0631 \u0648\u06cc\u062f\u06cc\u0648\u064a YouTube \u0627\u0633\u062a \u06a9\u0647 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u064a \u0627\u0632 \u0627\u0641\u0631\u0627\u062f\u060c \u0632\u0628\u0627\u0646 \u0647\u0627 \u0648 \u062d\u0627\u0644\u062a \u0647\u0627\u064a \u0686\u0647\u0631\u0647 \u0631\u0627 \u062f\u0631 \u0628\u0631 \u0645\u06cc \u06af\u06cc\u0631\u062f [23] .\u0628\u0631\u0627\u064a \u062c\u0632\u0626\u06cc\u0627\u062a \u0628\u06cc\u0634\u062a\u0631 \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u060c \u0645\u0642\u0627\u0644\u0647 [24] \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>&nbsp;<\/p>\n<h2>\u0645\u0631\u0627\u062c\u0639<\/h2>\n<ol>\n<li style=\"text-align: left;\">Subakan C, Ravanelli M, Cornell S, Grondin F, Bronzi M. On Using Trans- formers for Speech-Separation. arXiv preprint arXiv:2202.02884. 2022 Feb 6<\/li>\n<li style=\"text-align: left;\">Jin Z, Hao X, Su X. Coarse-to-Fine Recursive Speech Separation for Un-known Number of Speakers. arXiv preprint arXiv:2203.16054. 2022 Mar 30.<\/li>\n<li style=\"text-align: left;\">Zhang J, Zoril\u0103 C, Doddipatla R, Barker J. Time-domain speech extractionwith spatial information and multi speaker conditioning mechanism. InI\u0002CASSP 2021-2021 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2021 Jun 6 (pp. 6084-6088). IEEE.<\/li>\n<li style=\"text-align: left;\">Hu X, Li K, Zhang W, Luo Y, Lemercier JM, Gerkmann T. Speech sepa-ration using an asynchronous fully recurrent convolutional neural network. Advances in Neural Information Processing Systems. 2021 Dec 6;34:22509- 22Zeghidour N, Grangier D. Wavesplit: End-to-end speech separation byspeaker clustering. IEEE\/ACM Transactions on Audio, Speech, and Lan\u0002guage Processing. 2021 Jul 26;29:2840-9.<\/li>\n<li style=\"text-align: left;\">Sequence to Multi-Sequence Learning via Conditional Chain Mapping forMixture Signals<br \/>\nCosentino J, Pariente M, Cornell S, Deleforge A, Vincent E. Librimix:An open-source dataset for generalizable speech separation. arXiv preprintarXiv:2005.11262. 2020 May 22.<br \/>\nHershey JR, Chen Z, Le Roux J, Watanabe S. Deep clustering: Discrimina-tive embeddings for segmentation<\/li>\n<li style=\"text-align: left;\">and separation. In2016 IEEE international conference on acoustics, speech and signal processing (ICASSP) 2016 Mar20 (pp. 31-35). IEEE.<br \/>\nIsik Y, Roux JL, Chen Z, Watanabe S, Hershey JR. Single-channel multi- speaker separation using deep<\/li>\n<li style=\"text-align: left;\">clustering. arXiv preprint arXiv:1607.02173. 2016 Jul 7.<br \/>\nWang ZQ, Tan K, Wang D. Deep learning based phase reconstruction for speaker separation: A trigonometric<\/li>\n<li style=\"text-align: left;\">perspective. InICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2019 May 12 (pp. 71-75). IEEE. 28Nachmani E, Adi Y, Wolf L. Voice separation with an unknown number of multiple speakers. In International Conference on Machine Learning 2020 Nov 21 (pp. 7164-7175). PMLR.https:\/\/www.merl.com\/demos\/deep-clusteringSt\u00f6ter FR, Chakrabarty S, Edler B, Habets EA. Classification vs. regression in supervised learning for single channel speaker count estimation. In2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) 2018 Apr 15 (pp. 436-440). IEEE.Gao R, Grauman K. Visualvoice: Audio-visual speech separation with cross- modal consistency. In2021 IEEE\/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2021 Jun 20 (pp. 15490-15500). IEEE.https:\/\/wham.whisper.ai\/<\/li>\n<li style=\"text-align: left;\">https:\/\/paperswithcode.com\/dataset\/libricount<\/li>\n<li style=\"text-align: left;\">Ephrat A, Mosseri I, Lang O, Dekel T, Wilson K, Hassidim A, Freeman WT,<\/li>\n<li style=\"text-align: left;\">Rubinstein M. Looking to listen at the cocktail party: A speaker-independent audio-visual model for speech separation. arXiv preprint arXiv:1804.03619. 2018 Apr 10.<\/li>\n<li style=\"text-align: left;\">https:\/\/paperswithcode.com\/dataset\/librimix<\/li>\n<li style=\"text-align: left;\">https:\/\/paperswithcode.com\/dataset\/libricss<\/li>\n<li style=\"text-align: left;\">https:\/\/paperswithcode.com\/dataset\/voxceleb1<\/li>\n<li style=\"text-align: left;\">https:\/\/www.robots.ox.ac.uk\/ vgg\/data\/voxceleb\/vox2.html<\/li>\n<li style=\"text-align: left;\">https:\/\/www.robots.ox.ac.uk\/ vgg\/data\/lip_reading\/lrs2.html<\/li>\n<li style=\"text-align: left;\">https:\/\/looking-to-listen.github.io\/avspeech\/ .<\/li>\n<li style=\"text-align: left;\">Ephrat A, Mosseri I, Lang O, Dekel T, Wilson K, Hassidim A, Freeman WT,<\/li>\n<li style=\"text-align: left;\">Rubinstein M. Looking to listen at the cocktail party: A speaker-independent audio-visual model for speech separation. arXiv preprint arXiv:1804.03619. 2018 Apr 10.<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0642\u062f\u0645\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u06af\u0632\u0627\u0631\u0634 \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0628\u06cc\u0627\u0646 \u0645\u0633\u0626\u0644\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u0642\u0627\u0644\u0647 \u0647\u0627\u064a \u0645\u0631\u062a\u0628\u0637 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647<\/p>\n","protected":false},"author":59395,"featured_media":10732,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[971],"tags":[],"class_list":["post-10537","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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