Somer Bishop — accepted AI-conference papers

2020

Learning Domain Invariant Representations for Child-Adult Classification from Speech

Rimita Lahiri, Manoj Kumar, Somer Bishop, Shrikanth Narayanan

ICASSP 2020accepted

Diagnostic procedures for ASD (autism spectrum disorder) involve semi-naturalistic interactions between the child and a clinician. Computational methods to analyze these sessions require an end-to-end speech and language processing pipeline that goes from raw audio to clinically-meaningful behaviora…

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2020

Speaker Diarization Using Latent Space Clustering in Generative Adversarial Network

Monisankha Pal, Manoj Kumar, Raghuveer Peri, Tae Jin Park, So Hyun Kim, Catherine Lord +2

ICASSP 2020accepted

In this work, we propose deep latent space clustering for speaker diarization using generative adversarial network (GAN) back-projection with the help of an encoder network. The proposed diarization system is trained jointly with GAN loss, latent variable recovery loss, and a clustering-specific los…

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