570 citations · 3k across the 41 of their papers we have counts for
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cs.LG2014★ 40 cited
Transformation Properties of Learned Visual Representations
Taco S. Cohen, Max Welling
When a three-dimensional object moves relative to an observer, a change occurs on the observer's image plane and in the visual representation computed by a learned model. Starting…
cs.LG2014★ 48 cited
Learning the Irreducible Representations of Commutative Lie Groups
Taco Cohen, Max Welling
We present a new probabilistic model of compact commutative Lie groups that produces invariant-equivariant and disentangled representations of data. To define the notion of disenta…