A 616K-parameter CNN predicts upcoming stuttering from current 3s audio with AUC 0.58 overall but higher (0.60-0.62) for severe blocks and sound repetitions, runs on-device at low latency, and shows cross-dataset transfer.
Perceptual and acoustic estimates of stuttering severity based on non-stuttered and stuttered speech
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Predicting Upcoming Stuttering Events from Three-Second Audio: Stratified Evaluation Reveals Severity-Selective Precursors, and the Model Deploys Fully On-Device
A 616K-parameter CNN predicts upcoming stuttering from current 3s audio with AUC 0.58 overall but higher (0.60-0.62) for severe blocks and sound repetitions, runs on-device at low latency, and shows cross-dataset transfer.