Explanations on Synthetic Data
This section shows DRSA-extracted explanations on synthetic audio samples. Since we have ground truth about how these samples were constructed, we can validate whether DRSA correctly identifies and disentangles the underlying audio concepts.
Class 1
DRSA explanations for Class 1 samples. Compare the extracted concepts with the known construction to validate the method.
Audio Samples & Explanations
Click on each sample to expand and listen to the original audio, standard LRP explanation, and the four disentangled concept explanations.
Original & Standard Explanation
Disentangled Explanation Components
Class 2
DRSA explanations for Class 2 samples. Observe how the method handles the different concept combinations used in this class.
Audio Samples & Explanations
Click on each sample to expand and listen to the original audio, standard LRP explanation, and the four disentangled concept explanations.
Original & Standard Explanation
Disentangled Explanation Components