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公开(公告)号:US20240153514A1
公开(公告)日:2024-05-09
申请号:US18548949
申请日:2021-03-05
Applicant: Google LLC
Inventor: Omer Ahmed Siddig Osman , Dominik Roblek , Yunpeng Li , Marco Tagliasacchi , Oleg Rybakov , Victor Ungureanu , Eric Giguere
CPC classification number: G10L19/06 , G10L19/167 , G10L25/30 , G10L25/69
Abstract: Apparatus and methods related to enhancement of audio content are provided. An example method includes receiving, by a computing device and via a communications network interface, a compressed audio data frame, wherein the compressed audio data frame is received after transmission over a communications network, The method further includes decompressing the compressed audio data frame to extract an audio waveform. The method also includes predicting, by applying a neural network to the audio waveform, an enhanced version of the audio waveform, wherein the neural network has been trained on (i) a ground truth sample comprising unencoded audio waveforms prior to compression by an audio encoder, and (ii) a training dataset comprising decoded audio waveforms after compression of the unencoded audio waveforms by the audio encoder. The method additionally includes providing, by an audio output component of the computing device, the enhanced version of the audio waveform.
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公开(公告)号:US12190896B2
公开(公告)日:2025-01-07
申请号:US17856292
申请日:2022-07-01
Applicant: Google LLC
Inventor: Yunpeng Li , Marco Tagliasacchi , Dominik Roblek , Félix de Chaumont Quitry , Beat Gfeller , Hannah Raphaelle Muckenhirn , Victor Ungureanu , Oleg Rybakov , Karolis Misiunas , Zalán Borsos
IPC: G10L19/022 , G06N3/045
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing an input audio waveform using a generator neural network to generate an output audio waveform. In one aspect, a method comprises: receiving an input audio waveform; processing the input audio waveform using an encoder neural network to generate a set of feature vectors representing the input audio waveform; and processing the set of feature vectors representing the input audio waveform using a decoder neural network to generate an output audio waveform that comprises a respective output audio sample for each of a plurality of output time steps.
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公开(公告)号:US20230013370A1
公开(公告)日:2023-01-19
申请号:US17856292
申请日:2022-07-01
Applicant: Google LLC
Inventor: Yunpeng Li , Marco Tagliasacchi , Dominik Roblek , Félix de Chaumont Quitry , Beat Gfeller , Hannah Raphaelle Muckenhirn , Victor Ungureanu , Oleg Rybakov , Karolis Misiunas , Zalán Borsos
IPC: G10L19/022 , G06N3/04
Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing an input audio waveform using a generator neural network to generate an output audio waveform. In one aspect, a method comprises: receiving an input audio waveform; processing the input audio waveform using an encoder neural network to generate a set of feature vectors representing the input audio waveform; and processing the set of feature vectors representing the input audio waveform using a decoder neural network to generate an output audio waveform that comprises a respective output audio sample for each of a plurality of output time steps.
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