How to Conformalize a Deep Image Classifier

1 · Pat Alt · Dec. 5, 2022, 7:35 p.m.
Conformalised prediction sets for asimple Deep Image Classifier. Deep Learning is popular and — for some tasks like image classification — remarkably powerful. But it is also well-known that Deep Neural Networks (DNN) can be unstable (Goodfellow, Shlens, and Szegedy 2014) and poorly calibrated. Conformal Prediction can be used to mitigate these pitfalls. In the first part of this series of posts on Conformal Prediction, we looked at the basic underlying methodology and how CP can be imple...