Fusing zero-shot TTS-generated speech embeddings with original short-utterance embeddings reduces speaker-verification EER by 10-16% on VoxCeleb1 without retraining.
In this chap- ter, we will analyze the results from four aspects: TTS models, speech durations, text content, and fusion techniques
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Investigation of Zero-shot Text-to-Speech Models for Enhancing Short-Utterance Speaker Verification
Fusing zero-shot TTS-generated speech embeddings with original short-utterance embeddings reduces speaker-verification EER by 10-16% on VoxCeleb1 without retraining.