Deep Edge Filter: Return of the Human-Crafted Layer in Deep Learning

Dongkwan Lee, Junhoo Lee, Nojun Kwak

We introduce the Deep Edge Filter, a novel approach that applies high-pass filtering to deep neural network features to improve model generalizability. Our method is motivated by o…