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. 2024 Apr 16;10:e1984. doi: 10.7717/peerj-cs.1984

Table 2. Speech features for accent classification.

Reference Feature Type Description
Rajpal et al. (2016) Filter-Bank Short-term spectral Total energies in spectral filter applied on mel-scale
Shon, Ali & Glass (2018) Log Filter-Bank Short-term spectral Logarithmic magnitude of Filter-Bank energies
Singh, Pillay & Jembere (2020) MFCC Short-term cepstral Discrete cosine transform of Log Filter-Bank
Rajpal et al. (2016) PLPC Short-term cepstral All-pole autoregressive modelling of Log Filter-Bank
Babu Kalluri et al (2020) Functional vector Long-term statistical Statistical functions for short-term features
Campbell et al. (2006) GMM super vector Long-term parametric Parameters of UB-GMM model for short-term features
Dehak et al. (2011) I-vector Long-term parametric Factorization of GMM supervector
Snyder et al. (2018) X-vectors Neural network Neural network bottleneck representation
Shon et al. (2017) AE embedding Neural network Unsupervised representation learning
Brown & Wormald (2017) ACC-DIST Phonotactic Distance matrix between phoneme acoustics
Najafian & Russell (2020) PPRLM Phonotactic Sequence and frequency of phoneme usage