SPHARM-Net: Spherical Harmonics-based Convolutional Neural Network
deep-learning sphere cnn pytorch convolutional-neural-networks spherical-harmonics cortical-surfaces spherical-cnn rotation-equivariance cortical-parcellation
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- Python
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spherical-cnn
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Official PyTorch implementation of Möbius Convolutions for Spherical CNNs [SIGGRAPH 2022].
cnn pytorch convolutional-neural-networks surfaces siggraph spherical-geometry 360-photo spherical-panoramas spherical-cnn equivariance omnidirectional-images mobius-transformation equivariant-network equivariant-representations omnidirectional-vision siggraph2022
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Differentiable Spherical Harmonic Transforms in PyTorch
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Interactive exploration of equivariant neural networks on homogeneous spaces, with a focus on the sphere S² as SO(3)/SO(2). From Lecture 8 of the Lie groups course with Quantum Formalism
machine-learning pytorch scientific-computing lie-groups representation-theory geometric-deep-learning spherical-cnn homogeneous-spaces e3nn equivariant-neural-networks
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- Jupyter Notebook
PyTorch implementation of "DeepSphere: a Graph-based Spherical CNN", Defferard et al., 2019.
geometric-deep-learning spherical-cnn graph-neural-network climate-event-segmentation 3d-objects-recognition cosmological-classification
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SphericalLabeling: Cortical Surface Labeling using Spherical Data Augmentation and Context-aware Training
sphere spherical-harmonics cortical-surfaces data-augmentation freesurfer spherical-cnn surface-registration context-aware-training
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- Python
Leveraging Input-Level Feature Deformation with Guided-Attention for Sulcal Labeling
deep-learning sphere cnn pytorch convolutional-neural-networks spherical-harmonics deformable-convolutional-networks spherical-cnn sulcal-labeling
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