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Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis

Example-based Explanations with Adversarial Attacks for Respiratory Sound Analysis

Respiratory sound classification is an important tool for remote screening of respiratory-related diseases such as pneumonia, asthma, and COVID-19.To facilitate the interpretability of classification results, especially ones based on deep learning, many explanation methods have been proposed using prototypes.However, existing explanation techniques often assume that the data is non-biased and …