公开(公告)号：US11195541B2

公开(公告)日：2021-12-07

申请号：US16591117

申请日：2019-10-02

Applicant: Samsung Electronics Co., Ltd.

Inventor： JaeYoung Kim ,  Mostafa El-Khamy ,  Jungwon Lee

IPC: G10L21/00 ,  G10L21/0264 ,  G10L21/0232

Abstract: A method and system for providing Gaussian weighted self-attention for speech enhancement are herein provided. According to one embodiment, the method includes receiving a input noise signal, generating a score matrix based on the received input noise signal, and applying a Gaussian weighted function to the generated score matrix.

公开(公告)号：US12100412B2

公开(公告)日：2024-09-24

申请号：US17543057

申请日：2021-12-06

Applicant: Samsung Electronics Co., Ltd.

Inventor： JaeYoung Kim ,  Mostafa El-Khamy ,  Jungwon Lee

IPC: G10L21/00 ,  G10L21/0232 ,  G10L21/0264

CPC classification number: G10L21/0264 ,  G10L21/0232

Abstract: A method and system for providing Gaussian weighted self-attention for speech enhancement are herein provided. According to one embodiment, the method includes receiving an input noise signal, generating a score matrix based on the received input noise signal, and applying a Gaussian weighted function to the generated score matrix.

公开(公告)号：US10810482B2

公开(公告)日：2020-10-20

申请号：US15343987

申请日：2016-11-04

Applicant: Samsung Electronics Co., Ltd.

Inventor： JaeYoung Kim ,  Jungwon Lee ,  Mostafa El-Khamy

IPC: G06N3/04 ,  G06N3/08

Abstract: An apparatus and a method. The apparatus includes a plurality of long short term memory (LSTM) networks, wherein each of the plurality of LSTM networks is at a different network layer, wherein each of the plurality of LSTM networks is configured to determine a residual function, wherein each of the plurality of LSTM networks includes an output gate to control what is provided to a subsequent LSTM network, and wherein each of the plurality of LSTM networks includes at least one highway connection to compensate for the residual function of a previous LSTM network.