Hemant Kumar Kathania
2 indexed papers
Recent (6 mo)
2With code
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226
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Audio and Speech Processing×2AI×1ML×1Sound×1Signal Processing×1
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2026
Systematic Study of Dysarthric Speech Recognition: Spectral Features and Acoustic Models
This paper investigates the use of various acoustic features for recognizing dysarthric speech using a Factorized Time Delay Neural Network (F-TDNN) model, achieving a relative improvement of 4.65% in isolated word recognition and 4.63% in sentence recognition.
Autoencoder based optimized SSL representations: Complexity Minimization and improved Dysarthric ASR
This paper proposes an SSL-AutoEncoder (SSL-AE) approach for reducing feature dimensions in self-supervised learning models while maintaining dysarthric ASR performance.
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Papers
eess.ASEmpiricalRecentJun 23, 2026
Autoencoder based optimized SSL representations: Complexity Minimization and improved Dysarthric ASR
This paper proposes an SSL-AutoEncoder (SSL-AE) approach for reducing feature dimensions in self-supervised learning models while maintaining dysarthric ASR performance.
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eess.AScs.AIcs.LGEmpirical