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z-fabian's Projects

dino icon dino

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

fastmri icon fastmri

A large-scale dataset of both raw MRI measurements and clinical MRI images

fedml icon fedml

A Research-oriented Federated Learning Library. Supporting distributed computing, mobile/IoT on-device training, and standalone simulation. Best Paper Award at NeurIPS 2020 Federated Learning workshop. Join our Slack Community:(https://join.slack.com/t/fedml/shared_invite/zt-havwx1ee-a1xfOUrATNfc9DFqU~r34w)

humus-net icon humus-net

HUMUS-Net: a Transformer-convolutional Hybrid Unrolled Multi-Scale Network architecture for accelerated MRI reconstruction

lowfieldsim_py icon lowfieldsim_py

Python implementation of usc-mrel/lowfieldsim low field MRI simulator with sample code on the fastMRI dataset.

mraugment icon mraugment

MRAugment: physics-aware data augmentation for deep learning based accelerated MRI reconstruction

simple_train icon simple_train

Simple training code for one hidden layer neural network in Tensorflow2.0.

transferlowerbounds icon transferlowerbounds

Source code for the NeurIPS2020 paper 'Minimax Lower Bounds for Transfer Learning with Linear and One-hidden Layer Neural Networks'

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