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oucxlw's Projects

cospa icon cospa

Complex-valued Spatial Autoencoders for Multichannel Speech Enhancement

cost_aware_enhancement icon cost_aware_enhancement

Communication-Cost Aware Microphone Selection For Neural Speech Enhancement with Ad-hoc Microphone Arrays

countnet icon countnet

Deep Neural Network for Speaker Count Estimation

crepe icon crepe

CREPE: A Convolutional REpresentation for Pitch Estimation -- pre-trained model (ICASSP 2018)

dcunet icon dcunet

Phase-aware speech enchancement with Deep Complex U-Net

deepafx icon deepafx

Third-party audio effects plugins as differentiable layers within deep neural networks.

deepspeed icon deepspeed

DeepSpeed is a deep learning optimization library that makes distributed training easy, efficient, and effective.

deepxi icon deepxi

Deep Xi: A deep learning approach to a priori SNR estimation implemented in TensorFlow 2/Keras. For speech enhancement and robust ASR.

denoiser icon denoiser

Real Time Speech Enhancement in the Waveform Domain (Interspeech 2020)We provide a PyTorch implementation of the paper Real Time Speech Enhancement in the Waveform Domain. In which, we present a causal speech enhancement model working on the raw waveform that runs in real-time on a laptop CPU. The proposed model is based on an encoder-decoder architecture with skip-connections. It is optimized on both time and frequency domains, using multiple loss functions. Empirical evidence shows that it is capable of removing various kinds of background noise including stationary and non-stationary noises, as well as room reverb. Additionally, we suggest a set of data augmentation techniques applied directly on the raw waveform which further improve model performance and its generalization abilities.

dereverberation-and-denoising icon dereverberation-and-denoising

MATLAB codes for estimating the room impulse response (RIR) and exemplar weights for speech dereverberation in noisy environments using the NMF and NMD -based techniques

dgfem-acoustic icon dgfem-acoustic

Discontinuous Galerkin finite element method (DGFEM) for Acoustic Wave Propagation

dgttool icon dgttool

A simple and user-friendly tool for computing STFT/DGT

disco icon disco

Distributed semi-constrained microphone arrays

doamm icon doamm

Implementation of algorithms for refinement of direction of arrival estimators by optimization

dr-nmf icon dr-nmf

Implementation of deep recurrent nonnegative matrix factorization (DR-NMF) for speech separation

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