ACOUSTIC MODEL CREATION METHOD AS WELL AS ACOUSTIC MODEL CREATION APPARATUS AND SPEECH RECOGNITION APPARATUS
Patent №
US 7,366,669
Granted
2008-04-29
Filed 2004
Owner
SEIKO EPSON CORPORATION
Lab
—
AI components
3
ml · nlp · speech
Assignment
Recorded
Dataset
AIPD
2023_r1 edition
Application
10793859
To provide an acoustic model which can absorb the fluctuation of a phonemic environment in an interval longer than a syllable, with the number of parameters of the acoustic model suppressed to be small, a phoneme-connected syllable HMM/syllable-connected HMM set is generated in such a way that a phoneme-connected syllable HMM set corresponding to individual syllables is generated by combining phoneme HMMs. A preliminary experiment is conducted using the phoneme-connected syllable HMM set and training speech data. Any misrecognized syllable and the preceding syllable of the misrecognized syllable are checked using results of a preliminary experiment syllable label data. The combination between a correct answer syllable for the misrecognized syllable and the preceding syllable of the misrecognized syllable is extracted as a syllable connection. A syllable-connected HMM corresponding to this syllable connection is added into the phoneme-connected syllable HMM set. The resulting phoneme-connected syllable HMM set is trained using the training speech data and the syllable label data.
AI classification
Ownership
SEIKO EPSON CORPORATION
assignment · 148980969
Assignors
NISHITANI, MASANOBU, MIYAZAWA, YASUNAGA, MATSUMOTO, HIROSHI, YAMAMOTO, KAZUMASA
On an employer assignment, the assignors are typically the inventors.