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cs.CV2022
Interpolated SelectionConv for Spherical Images and Surfaces
David Hart, Michael Whitney, Bryan Morse
We present a new and general framework for convolutional neural network operations on spherical (or omnidirectional) images. Our approach represents the surface as a graph of conne…
cs.CV2022
SelectionConv: Convolutional Neural Networks for Non-rectilinear Image Data
David Hart, Michael Whitney, Bryan Morse
Convolutional Neural Networks have revolutionized vision applications. There are image domains and representations, however, that cannot be handled by standard CNNs (e.g., spherica…