12 citations · 21 across the 16 of their papers we have counts for
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cs.CV2022
U(1) Symmetry-breaking Observed in Generic CNN Bottleneck Layers
Louis-François Bouchard, Mohsen Ben Lazreg, Matthew Toews
We report on a novel model linking deep convolutional neural networks (CNN) to biological vision and fundamental particle physics. Information propagation in a CNN is modeled via a…
cs.CV2022
Registering Image Volumes using 3D SIFT and Discrete SP-Symmetry
Laurent Chauvin, William Wells, Matthew Toews
This paper proposes to extend local image features in 3D to include invariance to discrete symmetry including inversion of spatial axes and image contrast. A binary feature sign $s…