1.3k citations · 2.2k across the 14 of their papers we have counts for
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Adversarial Generation of Continuous Implicit Shape Representations
Marian Kleineberg, Matthias Fey, Frank Weichert
This work presents a generative adversarial architecture for generating three-dimensional shapes based on signed distance representations. While the deep generation of shapes has b…
Group Equivariant Capsule Networks
Jan Eric Lenssen, Matthias Fey, Pascal Libuschewski
We present group equivariant capsule networks, a framework to introduce guaranteed equivariance and invariance properties to the capsule network idea. Our work can be divided into…
Recognizing Cuneiform Signs Using Graph Based Methods
Nils M. Kriege, Matthias Fey, Denis Fisseler +2
The cuneiform script constitutes one of the earliest systems of writing and is realized by wedge-shaped marks on clay tablets. A tremendous number of cuneiform tablets have already…
SplineCNN: Fast Geometric Deep Learning with Continuous B-Spline Kernels
Matthias Fey, Jan Eric Lenssen, Frank Weichert +1
We present Spline-based Convolutional Neural Networks (SplineCNNs), a variant of deep neural networks for irregular structured and geometric input, e.g., graphs or meshes. Our main…