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Tadashi Sakata

dblp:99/3959 · DBLP profile ↗
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2ranked-venue papers
1as first author
1since 2021 · last 2021
0000-0003-4109-8035ORCID · corroborated

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 2 · 1 first-author · 1 since 2021

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
1 paper
Speech recognition and synthesis · 100%
Computer graphics and multimedia
1 paper
Audio and music processing · 100%

Topics — the 4 heaviest of 4, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Natural language and speech › Speech recognition and synthesis › speech analysis
acoustic feature analysis
0.512021
Vocal Tract Length Estimation Using Accumulated Means of Formants and Its Effects on Speaker-Normalization · IEEE ACM Trans. Audio Speech Lang. Process. 2021
Natural language and speech › Speech recognition and synthesis › speech analysis
formant tracking
0.512021
Vocal Tract Length Estimation Using Accumulated Means of Formants and Its Effects on Speaker-Normalization · IEEE ACM Trans. Audio Speech Lang. Process. 2021
Natural language and speech › Speech recognition and synthesis
speaker normalization
0.512021
Vocal Tract Length Estimation Using Accumulated Means of Formants and Its Effects on Speaker-Normalization · IEEE ACM Trans. Audio Speech Lang. Process. 2021
Audio and music processing
speech processing
0.112006
Reliable methods for estimating relative vocal tract lengths from formant trajectories of common words · IEEE Trans. Speech Audio Process. 2006

Methods — techniques the papers use, named apart from their topics

formant trajectory analysis · 0.6inverse-filter control · 0.5dynamic time warping · 0.1
YearPublicationVenuePosition
2021 Vocal Tract Length Estimation Using Accumulated Means of Formants and Its Effects on Speaker-Normalization
abstract
Differences in vocal tract lengths (VTLs) in individual speakers cause variations in acoustic features of phonemes. In this paper, a simple method to estimate speaker-specific VTLs and to quantitatively evaluate some speaker-normalization effects of the VTLs is proposed. We employed accumulated means of formant trajectories to estimate the VTLs of speakers ranging from children to adults. For the formant estimation, the inverse-filter control (IFC) system was used. In the system, the decision of analysis order, which means number of formants to be estimated, is automated. Moreover, to evaluate the speaker-normalization effect of VTLs, we proposed the data reduction method, which can reasonably find dense areas of ellipses from distributions in the formant space. Using these ellipse areas, we evaluated the three normalization effects of VTLs: normalization by the mean of all VTLs as the standard, by speaker-categorical means of VTLs, and by individual VTLs. The area reduced from the standard area of the original data by 39.5% and 46.6% in the case of the categorical means and individual VTLs, respectively. As a result, our proposed method was used to provide a “normalized vowel map (NVM)” that visualizes universal vowel-distributions as a core image of linguistic information. Finally, we compared the estimated VTLs with those by another method based on magnetic resonance imaging (MRI) data, using the proposed methods.
Tadashi Sakata, Naomitsu Ikeda, Yuichi Ueda, Akira Watanabe
IEEE ACM Trans. Audio Speech Lang. Process.1
2006 Reliable methods for estimating relative vocal tract lengths from formant trajectories of common words
abstract
This paper describes reliable methods for estimating relative vocal tract lengths from speech signals. Two proposed methods are based on the simple principle that resonant frequencies in an acoustic tube are inversely proportional to the tube length in cases where the configuration is constant. We estimated the ratio between two speakers' vocal tract lengths using first and second formant trajectories of the same words uttered by them. In the first method, which is referred to as "strict estimation method", we sought instances at which the gross structures of two vocal tracts are analogous by applying dynamic time-warping to formant-trajectories of common words that were uttered at different speeds. In those instances, which were found from among more than 100 common words by two speakers, an average formant ratio proved to be an excellent estimate (about plusmn0.1% in errors) for a reciprocal of the vocal tract length ratio. Next, we examined a simplified method for estimating those ratios using all corresponding points of two formant-trajectories: it is the "direct estimation method". Estimation errors in the direct estimation were evaluated to be about plusmn0.3% at equal utterance-speeds and plusmn2% at most, within 2.0 of the ratios of "fast" to "slow". Finally, we estimated relative vocal tract lengths for four Japanese speaker groups, whose members differed in terms of age and gender. Experimental results showed that the average vocal tract length of adult females and that of 7-10-year-old boys and girls are 21%, 27%, and 30%, respectively, shorter than adult males'
Akira Watanabe, Tadashi Sakata
IEEE Trans. Speech Audio Process.2