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Streaming Transformer for Hardware Efficient Voice Trigger Detection and False Trigger Mitigation


May 14, 2021
Vineet Garg, Wonil Chang, Siddharth Sigtia, Saurabh Adya, Pramod Simha, Pranay Dighe, Chandra Dhir


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Progressive Voice Trigger Detection: Accuracy vs Latency


Oct 29, 2020
Siddharth Sigtia, John Bridle, Hywel Richards, Pascal Clark, Erik Marchi, Vineet Garg

* Draft submitted to ICASSP 2021 

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Hybrid Transformer/CTC Networks for Hardware Efficient Voice Triggering


Aug 05, 2020
Saurabh Adya, Vineet Garg, Siddharth Sigtia, Pramod Simha, Chandra Dhir

* INTERSPEECH, 2020 

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Multi-task Learning for Speaker Verification and Voice Trigger Detection


Jan 26, 2020
Siddharth Sigtia, Erik Marchi, Sachin Kajarekar, Devang Naik, John Bridle


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Multi-task Learning for Voice Trigger Detection


Jan 26, 2020
Siddharth Sigtia, Pascal Clark, Rob Haynes, Hywel Richards, John Bridle


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Unsupervised Feature Learning Based on Deep Models for Environmental Audio Tagging


Nov 29, 2016
Yong Xu, Qiang Huang, Wenwu Wang, Peter Foster, Siddharth Sigtia, Philip J. B. Jackson, Mark D. Plumbley

* IEEE/ACM Transactions on Audio, Speech and Language Processing 25(6):1230-1241, Jun 2017 
* 10 pages, dcase 2016 challenge 

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Automatic Environmental Sound Recognition: Performance versus Computational Cost


Jul 15, 2016
Siddharth Sigtia, Adam M. Stark, Sacha Krstulovic, Mark D. Plumbley

* IEEE/ACM Transactions on Audio, Speech and Language Processing 24(11): 2096-2107, Nov 2016 

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Learning to Generate Genotypes with Neural Networks


Apr 14, 2016
Alexander W. Churchill, Siddharth Sigtia, Chrisantha Fernando


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An End-to-End Neural Network for Polyphonic Piano Music Transcription


Feb 11, 2016
Siddharth Sigtia, Emmanouil Benetos, Simon Dixon


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A Hybrid Recurrent Neural Network For Music Transcription


Nov 06, 2014
Siddharth Sigtia, Emmanouil Benetos, Nicolas Boulanger-Lewandowski, Tillman Weyde, Artur S. d'Avila Garcez, Simon Dixon


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A Denoising Autoencoder that Guides Stochastic Search


Apr 06, 2014
Alexander W. Churchill, Siddharth Sigtia, Chrisantha Fernando

* Submitted to Parallel Problem Solving from Nature 2014 

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