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1
Deep Neural Convolutive Matrix Factorization for Articulatory Representation Decomposition ...
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2
Cross-Lingual Text-to-Speech Using Multi-Task Learning and Speaker Classifier Joint Training ...
Yang, J.; He, Lei. - : arXiv, 2022
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3
BEA-Base: A Benchmark for ASR of Spontaneous Hungarian ...
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4
Improving the fusion of acoustic and text representations in RNN-T ...
Abstract: The recurrent neural network transducer (RNN-T) has recently become the mainstream end-to-end approach for streaming automatic speech recognition (ASR). To estimate the output distributions over subword units, RNN-T uses a fully connected layer as the joint network to fuse the acoustic representations extracted using the acoustic encoder with the text representations obtained using the prediction network based on the previous subword units. In this paper, we propose to use gating, bilinear pooling, and a combination of them in the joint network to produce more expressive representations to feed into the output layer. A regularisation method is also proposed to enable better acoustic encoder training by reducing the gradients back-propagated into the prediction network at the beginning of RNN-T training. Experimental results on a multilingual ASR setting for voice search over nine languages show that the joint use of the proposed methods can result in 4%--5% relative word error rate reductions with only a few ... : Paper to appear at ICASSP 2022 ...
Keyword: Artificial Intelligence cs.AI; Audio and Speech Processing eess.AS; Computation and Language cs.CL; FOS Computer and information sciences; FOS Electrical engineering, electronic engineering, information engineering; Sound cs.SD
URL: https://dx.doi.org/10.48550/arxiv.2201.10240
https://arxiv.org/abs/2201.10240
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5
Cross-view Brain Decoding ...
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6
Automatic Depression Detection: An Emotional Audio-Textual Corpus and a GRU/BiLSTM-based Model ...
Shen, Ying; Yang, Huiyu; Lin, Lin. - : arXiv, 2022
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7
Learning English with Peppa Pig ...
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8
Separate What You Describe: Language-Queried Audio Source Separation ...
Liu, Xubo; Liu, Haohe; Kong, Qiuqiang. - : arXiv, 2022
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9
Chain-based Discriminative Autoencoders for Speech Recognition ...
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10
Unsupervised word-level prosody tagging for controllable speech synthesis ...
Guo, Yiwei; Du, Chenpeng; Yu, Kai. - : arXiv, 2022
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11
gTLO: A Generalized and Non-linear Multi-Objective Deep Reinforcement Learning Approach ...
Dornheim, Johannes. - : arXiv, 2022
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12
Cetacean Translation Initiative: a roadmap to deciphering the communication of sperm whales ...
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13
Improving End-To-End Modeling for Mispronunciation Detection with Effective Augmentation Mechanisms ...
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14
An Improved StarGAN for Emotional Voice Conversion: Enhancing Voice Quality and Data Augmentation ...
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15
NVC-Net: End-to-End Adversarial Voice Conversion ...
Nguyen, Bac; Cardinaux, Fabien. - : arXiv, 2021
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16
Speech2Slot: An End-to-End Knowledge-based Slot Filling from Speech ...
Wang, Pengwei; Ye, Xin; Zhou, Xiaohuan. - : arXiv, 2021
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17
NIST SRE CTS Superset: A large-scale dataset for telephony speaker recognition ...
Sadjadi, Seyed Omid. - : arXiv, 2021
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18
Interpreting intermediate convolutional layers of CNNs trained on raw speech ...
Beguš, Gašper; Zhou, Alan. - : arXiv, 2021
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19
A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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20
A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images ...
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