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A Variational Bayesian Approach to Learning Latent Variables for Acoustic Knowledge Transfer


Oct 16, 2021
Hu Hu, Sabato Marco Siniscalchi, Chao-Han Huck Yang, Chin-Hui Lee

* Submitted to ICASSP 2022 

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A Study of Low-Resource Speech Commands Recognition based on Adversarial Reprogramming


Oct 08, 2021
Hao Yen, Pin-Jui Ku, Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Pin-Yu Chen, Yu Tsao

* Submitted to ICASSP 2022 

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Exploring Retraining-Free Speech Recognition for Intra-sentential Code-Switching


Aug 27, 2021
Zhen Huang, Xiaodan Zhuang, Daben Liu, Xiaoqiang Xiao, Yuchen Zhang, Sabato Marco Siniscalchi

* ICASSP2019 12-17 May 2019 

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A Lottery Ticket Hypothesis Framework for Low-Complexity Device-Robust Neural Acoustic Scene Classification


Jul 03, 2021
Chao-Han Huck Yang, Hu Hu, Sabato Marco Siniscalchi, Qing Wang, Yuyang Wang, Xianjun Xia, Yuanjun Zhao, Yuzhong Wu, Yannan Wang, Jun Du, Chin-Hui Lee

* Detection and Classification of Acoustic Scenes and Events (DCASE), 2021 
* 5 figures. DCASE 2021. The project started in November 2020 

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PATE-AAE: Incorporating Adversarial Autoencoder into Private Aggregation of Teacher Ensembles for Spoken Command Classification


Apr 02, 2021
Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* Preprint. Submitted to Interspeech 2021 

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A Two-Stage Approach to Device-Robust Acoustic Scene Classification


Nov 03, 2020
Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee

* Submitted to ICASSP 2021. Code available: https://github.com/MihawkHu/DCASE2020_task1 

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Decentralizing Feature Extraction with Quantum Convolutional Neural Network for Automatic Speech Recognition


Oct 26, 2020
Chao-Han Huck Yang, Jun Qi, Samuel Yen-Chi Chen, Pin-Yu Chen, Sabato Marco Siniscalchi, Xiaoli Ma, Chin-Hui Lee

* Preprint. Code will be provided in December at https://github.com/huckiyang/speech_quantum_dl 

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Device-Robust Acoustic Scene Classification Based on Two-Stage Categorization and Data Augmentation


Aug 27, 2020
Hu Hu, Chao-Han Huck Yang, Xianjun Xia, Xue Bai, Xin Tang, Yajian Wang, Shutong Niu, Li Chai, Juanjuan Li, Hongning Zhu, Feng Bao, Yuanjun Zhao, Sabato Marco Siniscalchi, Yannan Wang, Jun Du, Chin-Hui Lee

* Revised Technical Report. Proposed systems attain 2nds in both Task-1a and Task-1b in the official DCASE challenge 2020 

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On Mean Absolute Error for Deep Neural Network Based Vector-to-Vector Regression


Aug 12, 2020
Jun Qi, Jun Du, Sabato Marco Siniscalchi, Xiaoli Ma, Chin-Hui Lee

* IEEE Signal Processing Letters, 2020 

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Analyzing Upper Bounds on Mean Absolute Errors for Deep Neural Network Based Vector-to-Vector Regression


Aug 04, 2020
Jun Qi, Jun Du, Sabato Marco Siniscalchi, Xiaoli Ma, Chin-Hui Lee

* IEEE Transactions on Signal Processing, Vol 68, pp. 3411-3422, 2020 

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Exploring Deep Hybrid Tensor-to-Vector Network Architectures for Regression Based Speech Enhancement


Aug 03, 2020
Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* Accepted to InterSpeech 2020 

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Relational Teacher Student Learning with Neural Label Embedding for Device Adaptation in Acoustic Scene Classification


Jul 31, 2020
Hu Hu, Sabato Marco Siniscalchi, Yannan Wang, Chin-Hui Lee

* Accepted by Interspeech 2020 

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An Acoustic Segment Model Based Segment Unit Selection Approach to Acoustic Scene Classification with Partial Utterances


Jul 31, 2020
Hu Hu, Sabato Marco Siniscalchi, Yannan Wang, Xue Bai, Jun Du, Chin-Hui Lee

* Accepted by Interspeech 2020 

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Tensor-to-Vector Regression for Multi-channel Speech Enhancement based on Tensor-Train Network


Feb 03, 2020
Jun Qi, Hu Hu, Yannan Wang, Chao-Han Huck Yang, Sabato Marco Siniscalchi, Chin-Hui Lee

* IEEE ICASSP 2020 
* Accepted to ICASSP 2020. Update reproducible code 

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Maximum a Posteriori Adaptation of Network Parameters in Deep Models


Aug 12, 2015
Zhen Huang, Sabato Marco Siniscalchi, I-Fan Chen, Jiadong Wu, Chin-Hui Lee


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