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PHO-LID: A Unified Model Incorporating Acoustic-Phonetic and Phonotactic Information for Language Identification ...
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2
Enhance Language Identification using Dual-mode Model with Knowledge Distillation ...
Abstract: In this paper, we propose to employ a dual-mode framework on the x-vector self-attention (XSA-LID) model with knowledge distillation (KD) to enhance its language identification (LID) performance for both long and short utterances. The dual-mode XSA-LID model is trained by jointly optimizing both the full and short modes with their respective inputs being the full-length speech and its short clip extracted by a specific Boolean mask, and KD is applied to further boost the performance on short utterances. In addition, we investigate the impact of clip-wise linguistic variability and lexical integrity for LID by analyzing the variation of LID performance in terms of the lengths and positions of the mimicked speech clips. We evaluated our approach on the MLS14 data from the NIST 2017 LRE. With the 3~s random-location Boolean mask, our proposed method achieved 19.23%, 21.52% and 8.37% relative improvement in average cost compared with the XSA-LID model on 3s, 10s, and 30s speech, respectively. ... : Submitted to Odyssey 2022 ...
Keyword: 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://arxiv.org/abs/2203.03218
https://dx.doi.org/10.48550/arxiv.2203.03218
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3
How to dry fish ; ZM13 ; Documentation and description of the Laitu language with a focus on endangered cultural practices
Zakaria; Htwe; Khong. - 2018
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4
Key issues in productive classroom talk and interventions
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5
Room Acoustics and Acoustic System Modeling - Multichannel Equalization in the KLT and Frequency Domains With Application to Speech Dereverberation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 22 (2014) 3, 634-646
OLC Linguistik
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6
Multichannel Equalization in the KLT and Frequency Domains With Application to Speech Dereverberation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 22 (2014) 3, 634
OLC Linguistik
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7
Challenges confronting teachers of English language learners
Khong, Thi Diem Hang; Saito, Eisuke. - : Routledge, 2014
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8
Complete mitochondrial DNA genome variation in Peninsular Malaysia
Eng, Ken Khong. - : University of Leeds, 2014. : Faculty of Biological Sciences (Leeds), 2014
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9
Active Noise Control - Convergence Analysis of Narrowband Feedback Active Noise Control System With Imperfect Secondary Path Estimation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 21 (2013) 11, 2403-2411
OLC Linguistik
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10
Convergence Analysis of Narrowband Feedback Active Noise Control System With Imperfect Secondary Path Estimation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 21 (2013) 11, 2403
OLC Linguistik
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11
A forced spectral diversity algorithm for speech dereverberation in the presence of near-common zeros
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 20 (2012) 3, 888-899
BLLDB
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12
Echo Cancellation Time-Reversal Approach to the Stereophonic Acoustic Echo Cancellation Problem
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 19 (2011) 2, 385-395
OLC Linguistik
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13
A Clipping-Based Selective-Tap Adaptive Filtering Approach to Stereophonic Acoustic Echo Cancellation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 19 (2011) 6, 1826-1836
OLC Linguistik
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14
Echo Cancellation - A Linear Neural Network-Based Approach to Stereophonic Acoustic Echo Cancellation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 19 (2011) 6, 1743-1753
OLC Linguistik
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15
Echo Cancellation - A Class of Sparseness-Controlled Algorithms for Echo Cancellation
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 17 (2009) 8, 1591-1601
OLC Linguistik
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16
Language affects patterns of brain activation associated with perceptual decision
Tan, Li Hai; Chan, Alice H. D.; Kay, Paul. - : National Academy of Sciences, 2008
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17
Echo Cancellation - Selective-Tap Adaptive Filtering With Performance Analysis for Identification of Time-Varying Systems
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 15 (2007) 5, 1681
OLC Linguistik
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18
Speech Enhancement - Stereophonic Acoustic Echo Cancellation Employing Selective-Tap Adaptive Algorithms
In: Institute of Electrical and Electronics Engineers. IEEE transactions on audio, speech and language processing. - New York, NY : Inst. 14 (2006) 3, 785-796
OLC Linguistik
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19
Confronting Hitler and its consequences
In: Counterfactual thought experiments in world politics (Princeton, NJ, 1996), p. 95-118
MPI für Psycholinguistik
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20
KJGFPAT940416_01 ; 94-003b ; Northern Mon-Khmer Languages
Vi Van An; Hung Thi Khong; Frank Proschan. - : Nicole Kruspe, 1994. : RWAAI, 1994
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