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【PaperReading】AN ATTENTION-BASED NEURAL NETWORK APPROACH FOR SINGLE CHANNEL SPEECH ENHANCEMENT
Title:AN ATTENTION-BASED NEURAL NETWORK APPROACH FOR SINGLE CHANNEL SPEECH ENHANCEMENTWhat’s main claim? Key idea? In this paper, the authors explore the attention-based neural network structures for improving the performance of speech enhancement. T原创 2020-10-26 17:25:18 · 357 阅读 · 0 评论 -
【PaperReading】DUAL-PATH RNN: EFFICIENT LONG SEQUENCE MODELING FOR TIME-DOMAIN SINGLE-CHANNEL SPEECH
Title:DUAL-PATH RNN: EFFICIENT LONG SEQUENCE MODELING FOR TIME-DOMAIN SINGLE-CHANNEL SPEECH SEPARATIONWhat’s main claim? Key idea?This paper proposes a simple network called dual-path RNN (DPRNN), that organizes any kinds of RNN layers to model long se原创 2020-10-26 17:23:09 · 594 阅读 · 0 评论 -
【PaperReading】T-GSA: TRANSFORMER WITH GAUSSIAN-WEIGHTED SELF-ATTENTION FOR SPEECH ENHANCEMENT
Title:T-GSA: TRANSFORMER WITH GAUSSIAN-WEIGHTED SELF-ATTENTION FOR SPEECH ENHANCEMENTWhat’s main claim? Key idea?This paper introduces a self-supervised speech pre-training method called TERA. The authors use a multi-target auxiliary task to pre-train原创 2020-10-26 17:21:53 · 669 阅读 · 1 评论 -
【PaperReading】TERA: Self-Supervised Learning of Transformer Encoder Representation for Speech
Title:TERA: Self-Supervised Learning of Transformer Encoder Representation for SpeechWhat’s main claim? Key idea?This paper introduces a self-supervised speech pre-training method called TERA. The authors use a multi-target auxiliary task to pre-train原创 2020-10-26 17:17:15 · 524 阅读 · 0 评论 -
【PaperReading】Attention Is All You Need
Paper:Title:Attention Is All You NeedWhat’s main claim? Key idea? This paper proposed a new simple network architecture, the Transformer, based solely on attention mechanisms, dispensing with recurrence and convolutions entirely.Is the idea neat?原创 2020-10-26 17:12:41 · 251 阅读 · 0 评论 -
【PaperReading】SPEAKERFILTER: DEEP LEARNING-BASED TARGET SPEAKER EXTRACTION USING ANCHOR SPEECH
Title: SPEAKERFILTER: DEEP LEARNING-BASED TARGET SPEAKER EXTRACTION USING ANCHOR SPEECHWhat’s main claim? Key idea?This paper proposed a novel framework for target speaker separation with anchor speech (Speakerfilter). In the framework, They use a conv原创 2020-10-26 17:11:26 · 381 阅读 · 0 评论