2 papers
cs.SD2024
Investigating the Effectiveness of Explainability Methods in Parkinson's Detection from Speech
Eleonora Mancini, Francesco Paissan, Paolo Torroni +2
Speech impairments in Parkinson's disease (PD) provide significant early indicators for diagnosis. While models for speech-based PD detection have shown strong performance, their i…
cs.SD2024
LMAC-TD: Producing Time Domain Explanations for Audio Classifiers
Eleonora Mancini, Francesco Paissan, Mirco Ravanelli +1
Neural networks are typically black-boxes that remain opaque with regards to their decision mechanisms. Several works in the literature have proposed post-hoc explanation methods t…