Self-remixing: Unsupervised speech separation via separation and remixing

K Saijo, T Ogawa - ICASSP 2023-2023 IEEE International …, 2023 - ieeexplore.ieee.org
We present Self-Remixing, a novel self-supervised speech separation method, which refines
a pre-trained separation model in an unsupervised manner. Self-Remixing consists of a …

Enhanced reverberation as supervision for unsupervised speech separation

K Saijo, G Wichern, FG Germain, Z Pan… - arXiv preprint arXiv …, 2024 - arxiv.org
Reverberation as supervision (RAS) is a framework that allows for training monaural speech
separation models from multi-channel mixtures in an unsupervised manner. In RAS, models …

[PDF][PDF] Remixing-based Unsupervised Source Separation from Scratch

K Saijo, T Ogawa - arXiv preprint arXiv:2309.00376, 2023 - isca-archive.org
We propose an unsupervised approach for training separation models from scratch using
RemixIT and Self-Remixing, which are recently proposed self-supervised learning methods …