Understanding Failures of Deep Networks via Robust Feature Extraction

Sahil Singla
Sahil Singla
Shital Shah
Shital Shah
Cited by: 0|Views12

Abstract:

Traditional evaluation metrics for learned models that report aggregate scores over a test set are insufficient for surfacing important and informative patterns of failure over features and instances. We introduce and study a method aimed at characterizing and explaining failures by identifying visual attributes whose presence or absenc...More

Code:

Data:

Full Text
Bibtex
Your rating :
0

 

Tags
Comments