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- W4287688412 abstract "We propose Mobile Audio Streaming Networks (MASnet) for efficient low-latency speech enhancement, which is particularly suitable for mobile devices and other applications where computational capacity is a limitation. MASnet processes linear-scale spectrograms, transforming successive noisy frames into complex-valued ratio masks which are then applied to the respective noisy frames. MASnet can operate in a low-latency incremental inference mode which matches the complexity of layer-by-layer batch mode. Compared to a similar fully-convolutional architecture, MASnet incorporates depthwise and pointwise convolutions for a large reduction in fused multiply-accumulate operations per second (FMA/s), at the cost of some reduction in SNR." @default.
- W4287688412 created "2022-07-26" @default.
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- W4287688412 date "2020-08-17" @default.
- W4287688412 modified "2023-10-17" @default.
- W4287688412 title "Efficient Low-Latency Speech Enhancement with Mobile Audio Streaming Networks" @default.
- W4287688412 doi "https://doi.org/10.48550/arxiv.2008.07244" @default.
- W4287688412 hasPublicationYear "2020" @default.
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