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oc1927's Projects

av_hubert icon av_hubert

A self-supervised learning framework for audio-visual speech

denoiser icon denoiser

(For 16kHz audio only) 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 Deep Noise Suppression (DNS) Challenge.

fast-rir icon fast-rir

This is the official implementation of our neural-network-based fast diffuse room impulse response generator (FAST-RIR) for generating room impulse responses (RIRs) for a given acoustic environment.

iirnet icon iirnet

Direct design of biquad filter cascades with deep learning by sampling random polynomials.

inaspeechsegmenter icon inaspeechsegmenter

CNN-based audio segmentation toolkit. Allows to detect speech, music and speaker gender. Has been designed for large scale gender equality studies based on speech time per gender.

libsndfile icon libsndfile

A C library for reading and writing sound files containing sampled audio data.

pygsound icon pygsound

Impulse response generation based on state-of-the-art geometric sound propagation engine.

pyroomacoustics icon pyroomacoustics

Pyroomacoustics is a package for audio signal processing for indoor applications. It was developed as a fast prototyping platform for beamforming algorithms in indoor scenarios.

rnnoise_wrapper icon rnnoise_wrapper

A simple Python wrapper for audio noise reduction RNNoise. Simplifies work with it, adds new trained models and detailed instructions for training.

wayverb icon wayverb

This project is not under active development. Hybrid waveguide and raytracer for room acoustics on the GPU

youtube-dl icon youtube-dl

Command-line program to download videos from YouTube.com and other video sites

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