Search Results for author: Sania Gul

Found 4 papers, 0 papers with code

Single channel speech enhancement by colored spectrograms

no code implementations26 Oct 2023 Sania Gul, Muhammad Salman Khan, Muhammad Fazeel

After denoising, the colors of spectrograms are translated to magnitudes of short-time Fourier transform (STFT) using a shallow regression neural network.

Denoising Generative Adversarial Network +1

Preserving the beamforming effect for spatial cue-based pseudo-binaural dereverberation of a single source

no code implementations10 Aug 2022 Sania Gul, Muhammad Salman Khan, Syed Waqar Shah

In this paper, we propose a novel approach of binaural dereverberation of a single speech source, using the differences in the interaural cues of the direct path signal and the reverberations.

Integration of deep learning with expectation maximization for spatial cue based speech separation in reverberant conditions

no code implementations26 Feb 2021 Sania Gul, Muhammad Salman Khan, Syed Waqar Shah

In this paper, we formulate a blind source separation (BSS) framework, which allows integrating U-Net based deep learning source separation network with probabilistic spatial machine learning expectation maximization (EM) algorithm for separating speech in reverberant conditions.

BIG-bench Machine Learning blind source separation +2

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