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MetricGAN-U: Unsupervised speech enhancement/ dereverberation based only on noisy/ reverberated speech


Oct 12, 2021
Szu-Wei Fu, Cheng Yu, Kuo-Hsuan Hung, Mirco Ravanelli, Yu Tsao


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Interpretable SincNet-based Deep Learning for Emotion Recognition from EEG brain activity


Jul 18, 2021
Juan Manuel Mayor-Torres, Mirco Ravanelli, Sara E. Medina-DeVilliers, Matthew D. Lerner, Giuseppe Riccardi


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SpeechBrain: A General-Purpose Speech Toolkit


Jun 08, 2021
Mirco Ravanelli, Titouan Parcollet, Peter Plantinga, Aku Rouhe, Samuele Cornell, Loren Lugosch, Cem Subakan, Nauman Dawalatabad, Abdelwahab Heba, Jianyuan Zhong, Ju-Chieh Chou, Sung-Lin Yeh, Szu-Wei Fu, Chien-Feng Liao, Elena Rastorgueva, François Grondin, William Aris, Hwidong Na, Yan Gao, Renato De Mori, Yoshua Bengio

* Preprint 

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MetricGAN+: An Improved Version of MetricGAN for Speech Enhancement


Apr 08, 2021
Szu-Wei Fu, Cheng Yu, Tsun-An Hsieh, Peter Plantinga, Mirco Ravanelli, Xugang Lu, Yu Tsao


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Timers and Such: A Practical Benchmark for Spoken Language Understanding with Numbers


Apr 04, 2021
Loren Lugosch, Piyush Papreja, Mirco Ravanelli, Abdelwahab Heba, Titouan Parcollet


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ECAPA-TDNN Embeddings for Speaker Diarization


Apr 03, 2021
Nauman Dawalatabad, Mirco Ravanelli, François Grondin, Jenthe Thienpondt, Brecht Desplanques, Hwidong Na


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Transformers with Competitive Ensembles of Independent Mechanisms


Feb 27, 2021
Alex Lamb, Di He, Anirudh Goyal, Guolin Ke, Chien-Feng Liao, Mirco Ravanelli, Yoshua Bengio

* Under Review, ICML 2021 

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Attention is All You Need in Speech Separation


Oct 25, 2020
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Mirko Bronzi, Jianyuan Zhong

* Submitted to ICASSP 2021 

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Quaternion Neural Networks for Multi-channel Distant Speech Recognition


May 19, 2020
Xinchi Qiu, Titouan Parcollet, Mirco Ravanelli, Nicholas Lane, Mohamed Morchid

* 4 pages 

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Multi-task self-supervised learning for Robust Speech Recognition


Jan 25, 2020
Mirco Ravanelli, Jianyuan Zhong, Santiago Pascual, Pawel Swietojanski, Joao Monteiro, Jan Trmal, Yoshua Bengio

* Accepted at ICASSP 2020 

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Speech Model Pre-training for End-to-End Spoken Language Understanding


Apr 07, 2019
Loren Lugosch, Mirco Ravanelli, Patrick Ignoto, Vikrant Singh Tomar, Yoshua Bengio


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Learning Problem-agnostic Speech Representations from Multiple Self-supervised Tasks


Apr 06, 2019
Santiago Pascual, Mirco Ravanelli, Joan Serrà, Antonio Bonafonte, Yoshua Bengio


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Speech and Speaker Recognition from Raw Waveform with SincNet


Dec 13, 2018
Mirco Ravanelli, Yoshua Bengio

* submitted to ICASSP 2019. arXiv admin note: substantial text overlap with arXiv:1811.09725, arXiv:1808.00158 

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Learning Speaker Representations with Mutual Information


Dec 01, 2018
Mirco Ravanelli, Yoshua Bengio

* Submitted to ICASSP 2019 

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Interpretable Convolutional Filters with SincNet


Nov 23, 2018
Mirco Ravanelli, Yoshua Bengio

* In Proceedings of [email protected] 2018. arXiv admin note: substantial text overlap with arXiv:1808.00158 

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Speech recognition with quaternion neural networks


Nov 21, 2018
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Renato De Mori

* NIPS 2018 (IRASL). arXiv admin note: text overlap with arXiv:1806.04418 

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The PyTorch-Kaldi Speech Recognition Toolkit


Nov 19, 2018
Mirco Ravanelli, Titouan Parcollet, Yoshua Bengio

* Submitted to ICASSP 2019 (preprint) 

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Speaker Recognition from Raw Waveform with SincNet


Sep 09, 2018
Mirco Ravanelli, Yoshua Bengio

* Accepted at SLT 2018 

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Quaternion Recurrent Neural Networks


Jul 05, 2018
Titouan Parcollet, Mirco Ravanelli, Mohamed Morchid, Georges Linarès, Chiheb Trabelsi, Renato De Mori, Yoshua Bengio

* Adding WSJ results 

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Twin Regularization for online speech recognition


Jun 12, 2018
Mirco Ravanelli, Dmitriy Serdyuk, Yoshua Bengio

* Accepted at INTESPEECH 2018 

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Automatic context window composition for distant speech recognition


May 26, 2018
Mirco Ravanelli, Maurizio Omologo

* This is a preprint version of the paper published on Speech Communication Journal, 2018. Please see https://www.sciencedirect.com/science/article/pii/S0167639318300128 for the published version of this article 

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Light Gated Recurrent Units for Speech Recognition


Mar 26, 2018
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio

* IEEE Transactions on Emerging Topics in Computational Intelligence, vol. 2, no. 2, pp. 92-102, April 2018 
* Copyright 2018 IEEE 

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Deep Learning for Distant Speech Recognition


Dec 17, 2017
Mirco Ravanelli

* PhD Thesis Unitn, 2017 

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Contaminated speech training methods for robust DNN-HMM distant speech recognition


Oct 10, 2017
Mirco Ravanelli, Maurizio Omologo

* INTERSPEECH 2015 

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The DIRHA-English corpus and related tasks for distant-speech recognition in domestic environments


Oct 06, 2017
Mirco Ravanelli, Maurizio Omologo

* ASRU 2015 

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Improving speech recognition by revising gated recurrent units


Sep 29, 2017
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio


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Batch-normalized joint training for DNN-based distant speech recognition


Mar 24, 2017
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio

* arXiv admin note: text overlap with arXiv:1703.08002 

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A network of deep neural networks for distant speech recognition


Mar 23, 2017
Mirco Ravanelli, Philemon Brakel, Maurizio Omologo, Yoshua Bengio


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