We propose a new easy-to-implement method to compute a Lin-ear Transform (LT) to perform Vocal Tract Length Normalization (VTLN) on truncated Mel Frequency Cepstral Coefficients (MFCCs) normally used in distributed speech recognition. The method is based on a Local Interpolation which is independent of the Mel filter design. Local Interpolation (LILT) VTLN is theoretically and experimentally compared to a global scheme based on band-limited interpolation (BLI-VTLN) and the conventional frequency warp-ing scheme (FFT-VTLN). Investigating the interoperability of these methods shows that the performance of LILT-VTLN is on par with FFT-VTLN and BLI-VTLN. Models trained with LILT- and BLI-VTLN performance degrades if FFT-VTLN is used as a front-...
Abstract. Inter-speaker variability, one of the problems faced in speech recognition system, has cau...
Augmenting datasets by transforming inputs in a way that does not change the label is a crucial ingr...
Vocal tract length normalisation (VTLN) is well established as a speaker adaptation technique that c...
Vocal Tract Length Normalization (VTLN) for standard filterbank-based Mel Frequency Cepstral Coeffic...
Artículo de publicación ISIThis paper proposes a novel feature-space VTLN (vocal tract length norma...
panchap @ icsl.ucla.edu A novel linear transform (LT) is proposed for frequency warp-ing (FW) with s...
Vocal tract length normalisation (VTLN) is a commonly used speaker normalisation approach. It is att...
It has been shown in several recent publications that application of vocal tract normalization (VTN)...
In most automatic speech recognition (ASR) systems, speaker differences are compensated by normalizi...
Inter-speaker variability, one of the problems faced in speech recognition system, has caused the pe...
In this paper, an MLLR-like adaptation approach is proposed whereby the transformation of the means ...
Generally speaking, the speaker-dependence of a speech recognition system stems from speaker-depende...
One of the major challenges for Automatic Speech Recognition is to handle speech variability. Inter-...
To reduce inter-speaker variability, vocal tract length normalization (VTLN) is commonly used to tra...
Vocal tract length normalisation (VTLN) is a well known rapid adaptation technique. VTLN as a linear...
Abstract. Inter-speaker variability, one of the problems faced in speech recognition system, has cau...
Augmenting datasets by transforming inputs in a way that does not change the label is a crucial ingr...
Vocal tract length normalisation (VTLN) is well established as a speaker adaptation technique that c...
Vocal Tract Length Normalization (VTLN) for standard filterbank-based Mel Frequency Cepstral Coeffic...
Artículo de publicación ISIThis paper proposes a novel feature-space VTLN (vocal tract length norma...
panchap @ icsl.ucla.edu A novel linear transform (LT) is proposed for frequency warp-ing (FW) with s...
Vocal tract length normalisation (VTLN) is a commonly used speaker normalisation approach. It is att...
It has been shown in several recent publications that application of vocal tract normalization (VTN)...
In most automatic speech recognition (ASR) systems, speaker differences are compensated by normalizi...
Inter-speaker variability, one of the problems faced in speech recognition system, has caused the pe...
In this paper, an MLLR-like adaptation approach is proposed whereby the transformation of the means ...
Generally speaking, the speaker-dependence of a speech recognition system stems from speaker-depende...
One of the major challenges for Automatic Speech Recognition is to handle speech variability. Inter-...
To reduce inter-speaker variability, vocal tract length normalization (VTLN) is commonly used to tra...
Vocal tract length normalisation (VTLN) is a well known rapid adaptation technique. VTLN as a linear...
Abstract. Inter-speaker variability, one of the problems faced in speech recognition system, has cau...
Augmenting datasets by transforming inputs in a way that does not change the label is a crucial ingr...
Vocal tract length normalisation (VTLN) is well established as a speaker adaptation technique that c...