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Luis Otavio Santos's Projects

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.

lapixdl icon lapixdl

Python package with Deep Learning utilities for Computer Vision

monk_v1 icon monk_v1

Monk is a low code Deep Learning tool and a unified wrapper for Computer Vision.

wav_split icon wav_split

PYTHON: Split a wav file with a start and end time.

zipwavextract icon zipwavextract

Extracting Audio/Speech files in wav format from ZIP files.

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