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SoundChoice: Grapheme-to-Phoneme Models with Semantic Disambiguation


Jul 27, 2022
Artem Ploujnikov, Mirco Ravanelli

* 5 pages, submitted to INTERSPEECH 2022 

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Resource-Efficient Separation Transformer


Jun 19, 2022
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Frédéric Lepoutre, François Grondin

* Submitted to IEEE Signal Processing Letters 

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Learning Representations for New Sound Classes With Continual Self-Supervised Learning


May 15, 2022
Zhepei Wang, Cem Subakan, Xilin Jiang, Junkai Wu, Efthymios Tzinis, Mirco Ravanelli, Paris Smaragdis

* Submitted to IEEE Signal Processing Letters 

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On Using Transformers for Speech-Separation


Feb 06, 2022
Cem Subakan, Mirco Ravanelli, Samuele Cornell, Francois Grondin, Mirko Bronzi

* arXiv admin note: text overlap with arXiv:2010.13154 

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OSSEM: one-shot speaker adaptive speech enhancement using meta learning


Nov 10, 2021
Cheng Yu, Szu-Wei Fu, Tsun-An Hsieh, Yu Tsao, Mirco Ravanelli


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REAL-M: Towards Speech Separation on Real Mixtures


Oct 20, 2021
Cem Subakan, Mirco Ravanelli, Samuele Cornell, François Grondin

* Submitted to ICASSP 2022 

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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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