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Speaker-Independent Acoustic-to-Articulatory Inversion through ...

We present a novel speaker-independent acoustic-to-articulatory inversion (AAI) model, overcoming the limitations observed in conventional AAI models.

Speaker-Independent Acoustic-to-Articulatory Inversion through ...

Speaker-Independent Acoustic-to-Articulatory Inversion through. Multi-Channel Attention Discriminator. Woo-Jin Chung1, Hong-Goo Kang1. 1Dept ...

Speaker-Independent Acoustic-to-Articulatory Speech Inversion - arXiv

To this end, we build an acoustic-to-articulatory inversion (AAI) model that leverages self-supervision to generalize to unseen speakers. Our ...

Speaker-Independent Acoustic-to-Articulatory Speech Inversion

Our approach obtains 0.784 correlation on an electromagnetic articulography (EMA) dataset, improv- ing the state-of-the-art by 12.5%. Additionally, we show the.

[PDF] Speaker-Independent Acoustic-to-Articulatory Speech Inversion

This work builds an acoustic-to-articulatory inversion (AAI) model that leverages autoregression, adversarial training, and self supervision to generalize ...

"Speaker Independent Acoustic-to-Articulatory Inversion" by An Ji

Acoustic-to-articulatory inversion, the determination of articulatory parameters from acoustic signals, is a difficult but important problem for many speech ...

A subject-independent acoustic-to-articulatory inversion - IEEE Xplore

Abstract: Acoustic-to-articulatory inversion is usually done in a subject-dependent manner, i.e., the inversion procedure may not work well if the parallel ...

Speaker-Independent Acoustic-to-Articulatory Speech Inversion

The articulatory space is a promising inversion target, since this space captures the mechanics of speech production. To this end, we build an ...

Speaker-Independent Acoustic-to-Articulatory Inversion through ...

The model is motivated by the parallel structure of human brain, processing information by having forward-inverse connections. In other words, there would be a ...

Speaker Dependent Acoustic-to-Articulatory Inversion Using Real ...

Acoustic-to-articulatory inversion (AAI) methods estimate articulatory movements from the acoustic speech signal, which can be useful in several tasks such ...

Speaker-Independent Acoustic-to-Articulatory Inversion through ...

We present a novel speaker-independent acoustic-to-articulatory inversion (AAI) model, overcoming the limitations observed in conventional ...

Improved subject-independent acoustic-to-articulatory inversion

The training corpus in subject-independent inversion (SII) is formed with acoustic and articulatory kinematics data and the acoustic mismatch between training ...

Speaker Independent Speech Inversion System - UM Ventures

BackgroundSpeech inversion is the process of mapping acoustic signals into articulatory parameters. This is a well-known ill-posed problem and the addition ...

Speaker-independent speech inversion for recovery of ...

In this study, we describe acquisition and validation of ground-truth articulatory data about velopharyngeal port constriction, using both the ...

Closed-set speaker conditioned acoustic-to-articulatory inversion ...

Estimating articulatory movements from speech acoustic representations is known as acoustic-to-articulatory inversion (AAI). In this work, a speaker ...

A subject-independent acoustic-to-articulatory inversion

Experimental results on the MOCHA database show that the subject-independent inversion procedure can achieve an inversion accuracy close to the accuracy of ...

Mon-3-10-3 Speaker conditioned acoustic-to-articulatory inversion ...

Mon-3-10-3 Speaker conditioned acoustic-to-articulatory inversion using x-vectors ... Abstract: Speech production involves the movement of various ...

A study of acoustic-to-articulatory inversion of speech by analysis-by ...

In this paper, a quantitative study of acoustic-to-articulatory inversion for vowel speech sounds by analysis-by-synthesis using the Maeda articulatory ...

RI: Small: Speaker Independent Acoustic-Articulator Inversion for ...

Our final system generates articulatory trajectories with a 0.66 correlation to the true trajectory, in contrast to a speaker dependent ...

Speaker independent acoustic-to-articulatory inversion - Typeset.io

The work described here addresses the above research problems with the goal of creating a speaker independent articulatory-acoustic inversion algorithm. 1.3 ...