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Pasi Pertilä

3 accepted papers

2019

Time Difference of Arrival Estimation of Speech Signals Using Deep Neural Networks with Integrated Time-frequency Masking

ICASSP 2019accepted

The Time Difference of Arrival (TDoA) of a sound wavefront impinging on a microphone pair carries spatial information about the source. However, captured speech typically contains dynamic non-speech interference sources and noise. Therefore, the TDoA estimates fluctuate between speech and interferen…

Cited by 0SourceScholar
2017

Robust direction estimation with convolutional neural networks based steered response power

ICASSP 2017accepted

The steered response power (SRP) methods can be used to build a map of sound direction likelihood. In the presence of interference and reverberation, the map will exhibit multiple peaks with heights related to the corresponding sound's spectral content. Often in realistic use cases, the target of in…

Cited by 0SourceScholar
2017

Sound event detection using spatial features and convolutional recurrent neural network

ICASSP 2017accepted

This paper proposes to use low-level spatial features extracted from multichannel audio for sound event detection. We extend the convolutional recurrent neural network to handle more than one type of these multichannel features by learning from each of them separately in the initial stages. We show…

Cited by 0SourceScholar