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most citedPersonalized Adversarial Data Augmentation for Dysarthric and Elderly Speech Recognition

38 citations · 88 across the 46 of their papers we have counts for

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6 papers · 1 filter

eess.AS2022★ 1 cited

Adversarial Data Augmentation Using VAE-GAN for Disordered Speech Recognition

Zengrui Jin, Xurong Xie, Mengzhe Geng +5

Automatic recognition of disordered speech remains a highly challenging task to date. The underlying neuro-motor conditions, often compounded with co-occurring physical disabilitie…

eess.AS2022

Confidence Score Based Conformer Speaker Adaptation for Speech Recognition

Jiajun Deng, Xurong Xie, Tianzi Wang +7

A key challenge for automatic speech recognition (ASR) systems is to model the speaker level variability. In this paper, compact speaker dependent learning hidden unit contribution…

eess.AS2022★ 38 cited

Personalized Adversarial Data Augmentation for Dysarthric and Elderly Speech Recognition

Zengrui Jin, Mengzhe Geng, Jiajun Deng +4

Despite the rapid progress of automatic speech recognition (ASR) technologies targeting normal speech, accurate recognition of dysarthric and elderly speech remains highly challeng…

eess.AS2022

Conformer Based Elderly Speech Recognition System for Alzheimer's Disease Detection

Tianzi Wang, Jiajun Deng, Mengzhe Geng +7

Early diagnosis of Alzheimer's disease (AD) is crucial in facilitating preventive care to delay further progression. This paper presents the development of a state-of-the-art Confo…

eess.AS2022

On-the-Fly Feature Based Rapid Speaker Adaptation for Dysarthric and Elderly Speech Recognition

Mengzhe Geng, Xurong Xie, Rongfeng Su +7

Accurate recognition of dysarthric and elderly speech remain challenging tasks to date. Speaker-level heterogeneity attributed to accent or gender, when aggregated with age and spe…

cs.SD2022★ 16 cited

Spectro-Temporal Deep Features for Disordered Speech Assessment and Recognition

Mengzhe Geng, Shansong Liu, Jianwei Yu +6

Automatic recognition of disordered speech remains a highly challenging task to date. Sources of variability commonly found in normal speech including accent, age or gender, when f…