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Wolfgang Roth

2 accepted papers

2022

End-to-End Keyword Spotting Using Neural Architecture Search and Quantization

ICASSP 2022accepted

This paper introduces neural architecture search (NAS) for the automatic discovery of end-to-end keyword spotting (KWS) models for limited resource environments. We employ a differentiable NAS approach to optimize the structure of convolutional neural networks (CNNs) operating on raw audio waveforms…

Cited by 0SourceScholar
2020

Towards Real-Time Single-Channel Singing-Voice Separation with Pruned Multi-Scaled Densenets

ICASSP 2020accepted

Modern musical source separation systems based on deep neural networks reach unprecedented levels of separation quality. However, harnessing the power of these large-scale models in typical audio production environments, which frequently offer only limited computing resources while demanding real-ti…

Cited by 0SourceScholar