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Optimize what matters: Training DNN-HMM Keyword Spotting Model Using End Metric



Ashish Shrivastava , Arnav Kundu , Chandra Dhir , Devang Naik , Oncel Tuzel

* Submitted to ICASSP 2021 

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Knowledge Transfer for Efficient On-device False Trigger Mitigation



Pranay Dighe , Erik Marchi , Srikanth Vishnubhotla , Sachin Kajarekar , Devang Naik


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Complementary Language Model and Parallel Bi-LRNN for False Trigger Mitigation



Rishika Agarwal , Xiaochuan Niu , Pranay Dighe , Srikanth Vishnubhotla , Sameer Badaskar , Devang Naik


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Self-supervised Learning of Visual Speech Features with Audiovisual Speech Enhancement



Zakaria Aldeneh , Anushree Prasanna Kumar , Barry-John Theobald , Erik Marchi , Sachin Kajarekar , Devang Naik , Ahmed Hussen Abdelaziz

* Submitted to INTERSPEECH 

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Detecting Emotion Primitives from Speech and their use in discerning Categorical Emotions



Vasudha Kowtha , Vikramjit Mitra , Chris Bartels , Erik Marchi , Sue Booker , William Caruso , Sachin Kajarekar , Devang Naik

* 5 pages 

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Multi-task Learning for Speaker Verification and Voice Trigger Detection



Siddharth Sigtia , Erik Marchi , Sachin Kajarekar , Devang Naik , John Bridle


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Lattice-based Improvements for Voice Triggering Using Graph Neural Networks



Pranay Dighe , Saurabh Adya , Nuoyu Li , Srikanth Vishnubhotla , Devang Naik , Adithya Sagar , Ying Ma , Stephen Pulman , Jason Williams


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Leveraging Acoustic Cues and Paralinguistic Embeddings to Detect Expression from Voice



Vikramjit Mitra , Sue Booker , Erik Marchi , David Scott Farrar , Ute Dorothea Peitz , Bridget Cheng , Ermine Teves , Anuj Mehta , Devang Naik

* 5 pages, 6 figures 

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