2026
UNSEEN BUT NOT UNKNOWN: USING DATASET CONCEALMENT TO ROBUSTLY EVALUATE SPEECH QUALITY ESTIMATION MODELS
ICASSP 2026poster
We introduce Dataset Concealment (DSC), a rigorous new procedure for evaluating and interpreting objective speech quality estimation models. DSC quantifies and decomposes the performance gap between research results and real-world application requirements, while offering context and additional insig…