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Pariente Manuel's Projects

angel icon angel

A Flexible and Powerful Parameter Server for large-scale machine learning

audio icon audio

simple audio I/O for pytorch

datasets icon datasets

🤗 Fast, efficient, open-access datasets and evaluation metrics in PyTorch, TensorFlow, NumPy and Pandas

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.

dns-challenge icon dns-challenge

This repo contains the scripts, models and required files for the Interspeech 2020 Deep Noise Suppression (DNS) Challenge. We are open sourcing clean speech and noise files as well. Participants of this challenge will use the scripts from this repo to create data to train their noise suppressors. They will compare their method with our baseline noise suppressor and report the results.

espnet icon espnet

End-to-End Speech Processing Toolkit

intelligibility-metricgan icon intelligibility-metricgan

Implementation for paper "iMetricGAN: Intelligibility Enhancement for Speech-in-Noise using Generative Adversarial Network-based Metric Learning"

jiwer icon jiwer

Evaluate your speech-to-text system with similarity measures such as word error rate (WER)

librimix icon librimix

An open source dataset for source separation

librosa icon librosa

Python library for audio and music analysis

markdown_readme icon markdown_readme

Markdown - you can mark up titles, lists, tables, etc., in a much cleaner, readable and accurate way if you do it with HTML.

nnresample icon nnresample

A resampling function based on placing the filter's first null on Nyquist (Null-on-Nyquist Resample)

opytimizer icon opytimizer

🐦 Opytimizer is a Python library consisting of meta-heuristic optimization techniques.

pb_bss icon pb_bss

Collection of EM algorithms for blind source separation of audio signals

probability icon probability

Probabilistic reasoning and statistical analysis in TensorFlow

pyannote-audio icon pyannote-audio

Neural building blocks for speaker diarization: speech activity detection, speaker change detection, speaker embedding

pystoi icon pystoi

Python implementation of the Short Term Objective Intelligibility measure

pytorch icon pytorch

Tensors and Dynamic neural networks in Python with strong GPU acceleration

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