Seq2seq for Automatic Paraphasia Detection in Aphasic Speech

1 code implementation • 16 Dec 2023 • Matthew Perez, Duc Le, Amrit Romana, Elise Jones, Keli Licata, Emily Mower Provost

In this paper, we propose a novel, sequence-to-sequence (seq2seq) model that is trained end-to-end (E2E) to perform both ASR and paraphasia detection tasks.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +1

Automatic Disfluency Detection from Untranscribed Speech

1 code implementation • 1 Nov 2023 • Amrit Romana, Kazuhito Koishida, Emily Mower Provost

We find that disfluency detection performance is largely limited by the quality of transcripts and alignments.

Automatic Speech Recognition Automatic Speech Recognition (ASR) +2

Articulatory Coordination for Speech Motor Tracking in Huntington Disease

1 code implementation • 28 Sep 2021 • Matthew Perez, Amrit Romana, Angela Roberts, Noelle Carlozzi, Jennifer Ann Miner, Praveen Dayalu, Emily Mower Provost

Lastly, we analyze the F-value scores of VTC features to visualize which channels are most related to motor score.

Accounting for Variations in Speech Emotion Recognition with Nonparametric Hierarchical Neural Network

1 code implementation • 9 Sep 2021 • Lance Ying, Amrit Romana, Emily Mower Provost

In recent years, deep-learning-based speech emotion recognition models have outperformed classical machine learning models.

Clustering Cross-corpus +2