This is a collection of awesome articles about Spherical CNN, specifically for medical imaging.
Collected by Tian-li Tao @ ShanghaiTech Univ.
Benchmarking Geometric Deep Learning for Cortical Segmentation and Neurodevelopmental Phenotype Prediction
[paper] [code]
Deep learning in cortical surface-based neuroimage analysis: a systematic review
[paper]
基于球面神经网络的大脑皮层数据处理与分析
[paper]
Spherical CNNs. In: International Conference on Learning Representations
[paper]
Learning so (3) equivariant representations with spherical CNNS
[paper]
Clebsch-gordan nets: a fully fourier space spherical convolutional neural network
[paper]
DeepSphere: a graph-based spherical CNN
[paper]
Spherical deformable u-net: Application to cortical surface parcellation and development prediction
[paper]
Multi-task Joint Prediction of Infant Cortical Morphological and Cognitive Development
[paper]
Prediction of Infant Cognitive Development with Cortical Surface-Based Multimodal Learning
[paper]
Geometric Convolutional Neural Network for Analyzing Surface-Based Neuroimaging Data
[paper]
Spherical U-Net on Cortical Surfaces: Methods and Applications
[paper][code]
Geometric Deep Learning of the Human Connectome Project Multimodal Cortical Parcellation
[paper]
SPHARM-Net: Spherical Harmonics-based Convolution for Cortical Parcellation
[paper][code]
Cortical Surface Parcellation using Spherical Convolutional Neural Networks
[paper][code]
Spherical U-Net for infant cortical surface parcellation
[paper]
Deformable Spherical Transformer for Cerebellar Surface Parcellation
[paper]
Weakly Supervised Cerebellar Cortical Surface Parcellation with Self-Visual Representation Learning
[paper]
Unsupervised Multimodal Surface Registration with Geometric Deep Learning
[paper] [code]
Unsupervised learning for spherical surface registration
[paper]
A Deep network for joint registration and parcellation of cortical surfaces
[paper]
S3Reg: superfast spherical surface registration based on deep learning
[paper]
Cortical surface registration using unsupervised learning
[paper]
Surface Masked AutoEncoder: Self-Supervision for Cortical Imaging Data
[paper][code]
A Deep Generative Model of Neonatal Cortical Surface Development
[paper]
Surface vision transformers: Attention-based modelling applied to cortical analysis
[paper][code]
Surface Generative Modelling of Neurodevelopmental Trajectories
[paper][ code]
The Multiscale Surface Vision Transformer
[paper][code]
Geometric Constrained Deep Learning for Motion Correction of Fetal Brain Mr Images
[paper]
A Spherical Convolutional Neural Network for White Matter Structure Imaging via dMRI
[paper]
Discriminative analysis of the human cortex using spherical CNNs-a study on Alzheimer's disease diagnosis
[paper]
Spherical transformer for quality assessment of pediatric cortical surfaces
[paper]
Encoding Human Cortex Using Spherical CNNs - A Study on Alzheimer's Disease Classification
[paper]