44 citations · 49 across the 2 of their papers we have counts for
2 papers
cs.LG2019★ 44 cited
Deep Scale-spaces: Equivariance Over Scale
Daniel E. Worrall, Max Welling
We introduce deep scale-spaces (DSS), a generalization of convolutional neural networks, exploiting the scale symmetry structure of conventional image recognition tasks. Put plainl…
cs.LG2019★ 5 cited
Learning to Convolve: A Generalized Weight-Tying Approach
Nichita Diaconu, Daniel E Worrall
Recent work (Cohen & Welling, 2016) has shown that generalizations of convolutions, based on group theory, provide powerful inductive biases for learning. In these generalizations,…