An ASR, text-obfuscation, and zero-shot TTS pipeline lowers automatic dementia detection in speech by 10 to 16 percent F1 while improving intelligibility, with only moderate speaker similarity.
Automatic speech analysis for the assessment of patients with predementia and alzheimer’s disease,
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ClaritySpeech: Dementia Obfuscation in Speech
An ASR, text-obfuscation, and zero-shot TTS pipeline lowers automatic dementia detection in speech by 10 to 16 percent F1 while improving intelligibility, with only moderate speaker similarity.