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Learning to speak fluently in a foreign language: multilingual speech synthesis and cross-language voice cloning
We present a multispeaker, multilingual message to-discourse (TTS) combination model in light of Tacotron that can create excellent discourse in various dialects.
Additionally, the model can move voices across dialects, for example combine familiar Spanish discourse utilizing an English speaker's voice, without preparing on any bilingual or equal models. Such exchange works across indirectly related dialects, for example English and Mandarin.
Basic to accomplishing this outcome are:
1. utilizing a phonemic information portrayal to energize sharing of model limit across dialects, and
2. consolidating an ill-disposed misfortune term to urge the model to unravel its portrayal of speaker character (which is impeccably connected with language in the preparation information) from the discourse content.
Further increasing the model via preparing on different speakers of every language, and consolidating an autoencoding contribution to assist with balancing out consideration during preparing,
Brings about a model which can be utilized to reliably combine coherent discourse for preparing speakers in all dialects seen during preparing, and in local or unfamiliar accents
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