arminarj / DeepGCCA-pytorch
An implementation of Deep Generalized Canonical Correlation Analysis (DGCCA or Deep GCCA) with pytorch.
☆48Updated 4 years ago
Related projects ⓘ
Alternatives and complementary repositories for DeepGCCA-pytorch
- Implementation of Brain Signal Classification via Learning Connectivity Structure☆16Updated 3 years ago
- Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View Representation Learning on EEG Signals"☆31Updated 2 years ago
- Generalized Canonical Correlation Analysis☆49Updated 7 years ago
- Self-supervised learning for EEG☆23Updated 4 years ago
- Canonical Correlation Analysis Zoo: CCA, GCCA, MCCA, DCCA, DGCCA, DVCCA, DCCAE, KCCA and regularised variants☆24Updated 4 years ago
- An implementation of Deep Canonical Correlation Analysis (DCCA or Deep CCA) with pytorch.☆299Updated last year
- Canonical Correlation Analysis Zoo: A collection of Regularized, Deep Learning based, Kernel, and Probabilistic methods in a scikit-learn…☆193Updated 7 months ago
- an end to end framework for analyzing fMRI time-series data (4D) using transformers☆44Updated 2 years ago
- STAGIN: Spatio-Temporal Attention Graph Isomorphism Network☆86Updated last year
- Pytorch implementation of "Mutual Information-driven Subject-invariant and Class-relevant Deep Representation Learning in BCI"☆21Updated 3 years ago
- ☆58Updated this week
- Deep Generative Multi-view Model (DGMM)☆35Updated 5 years ago
- Deep Multiset Canonical Correlation Analysis - An extension of CCA to multiple datasets☆32Updated 4 years ago
- CCA, DCCA, DCCAE, ConvCCA☆17Updated 3 years ago
- ☆16Updated last year
- ☆35Updated 3 years ago
- MICCAI 2022 (Oral): Interpretable Graph Neural Networks for Connectome-Based Brain Disorder Analysis☆57Updated last year
- [ICLR 2023] Official code for the paper "Identifiability Results for Multimodal Contrastive Learning"☆31Updated last year
- Code release for ICLR 2021 paper "Generalised Multimodal ELBO"☆35Updated 2 years ago
- Resources for the paper titled "Evaluating Latent Space Robustness and Uncertainty of EEG-ML Models under Realistic Distribution Shifts".…☆16Updated last year
- Pytorch implementation of SMIL: Multimodal Learning with Severely Missing Modality (AAAI 2021)☆91Updated 2 years ago
- Implementations for CHIL 2023 paper ''PTGB: Pre-Train Graph Neural Networks for Brain Network Analysis'' and KDD 2022 paper ''Data-Effici…☆13Updated last year
- Resources for the paper titled "Domain-guided Self-supervision of EEG Data Improves Downstream Classification Performance and Generalizab…☆21Updated last year
- This is an unofficial PyTorch implementation for paper "A Riemannian Network for SPD Matrix Learning", AAAI 2017☆34Updated 6 years ago
- Fused Window Transformers for fMRI Time Series Analysis (https://www.sciencedirect.com/science/article/pii/S1361841523001019)☆33Updated last year
- ☆14Updated 2 years ago
- Multi-view Linear Discriminant Analysis Network for Cross-modal Retrieval and Cross-view Recognition (Keras&Theano Code)☆17Updated 5 years ago
- HCAE (HyperConnectome AutoEncoder) for brain state identification.☆16Updated 4 years ago
- ☆10Updated 5 years ago
- Targeting EEG/LFP synchrony with neural nets☆16Updated 5 years ago