Propagating Confidences through CNNs for Sparse Data Regression

Abdelrahman Eldesokey, Michael Felsberg, Fahad Shahbaz Khan

Abstract

Introduces normalized convolutional layers that propagate per-pixel confidence alongside sparse input data, a foundational technique for uncertainty-aware sparse-data regression.