Post-hoc Interpretation via Quantization (PIQ) on ESC-50
This page contains sample interepretations presented in the user study for the PIQ paper. Samples are selected to directly compare PIQ with the original implementation of L2I. Additional samples to further compare PIQ and L2I are selected from ESC50 and presented in the second section.
Results on L2I original implementation mixtures.
Mixture 1. The predicted class by the classifier is DOG.
PIQ interpretation.
L2I original interpretation.
L2I interpretation reproduced by us
Mixture 2. The predicted class by the classifier is DOG.
PIQ interpretation.
L2I original interpretation.
L2I interpretation reproduced by us
Mixture 3. The predicted class by the classifier is CHURCH BELLS.
PIQ interpretation.
L2I original interpretation.
L2I interpretation reproduced by us
Mixture 4. The predicted class by the classifier is CRYING BABY.
PIQ interpretation.
L2I original interpretation.
L2I interpretation reproduced by us
Additional samples from ESC50 dataset.
This samples are generated using our implementation of PIQ and L2I, as we were not able to run the original L2I implementation.
Mixture 1. The predicted class by the classifier is CAT.
PIQ interpretation.
L2I (our implementation)
Mixture 2. The predicted class by the classifier is PIG.
PIQ interpretation.
L2I (our implementation)
Mixture 3. The predicted class by the classifier is CHIRPING BIRDS.
PIQ interpretation.
L2I (our implementation).
Mixture 4. The predicted class by the classifier is CAT.