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awesome-mri-reconstruction

calgary_midl

semi-self supervised learning apporch to solved MC-MRI Reconstruction Calgary challenge

cs-video-courses

List of Computer Science courses with video lectures.

cs5691-prml-assignments

Assignment submission for the course Pattern Recognition and Machine Learning (CS5691) in the Spring 2021 Semester, under Prof. C Chandra Sekhar.

dagl

Dynamic Attentive Graph Learning for Image Restoration, ICCV2021 [PyTorch Code]

diffusion-models-class

Materials for the Hugging Face Diffusion Models Course

direct

Deep learning framework for MRI reconstruction

ed5340_datascience

ee6132-deep-learning-for-imaging

Assignments and reports for the July-Nov course

fastmri

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

ganhacks

starter from "How to Train a GAN?" at NIPS2016

hyper-gan

This repository is the official Tensorflow implementation of the MICCAI 2021 paper "A Unified Hyper-GAN Model for Unpaired Multi-contrast MR Image Translation".

invertible_rim

Official Code for "Invert to Learn to Invert" that allows training of invertible networks without storing activations

irim_fastmri

i-RIM applied to the fastMRI challenge data.

ista-net-pytorch

ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing, CVPR2018 (PyTorch Code)

kiu-net-pytorch

Official Pytorch Code of KiU-Net for Image/3D Segmentation - MICCAI 2020 (Oral), IEEE TMI

machine-learning-collection

A resource for learning about ML, DL, PyTorch and TensorFlow. Feedback always appreciated :)

mridc

Data Consistency Toolbox for Magnetic Resonance Imaging

pytorch_mri_variationalnetwork

A pytorch implementation for variational network for MRI reconstruction

reconformer

ReconFormer: Accelerated MRI Reconstruction Using Recurrent Transformer

restormer

[CVPR 2022--Oral] Restormer: Efficient Transformer for High-Resolution Image Restoration. SOTA for motion deblurring, image deraining, denoising (Gaussian/real data), and defocus deblurring.

sewar

All image quality metrics you need in one package.

srhw

stargan-v2

StarGAN v2 - Official PyTorch Implementation (CVPR 2020)

svcca

swinir

SwinIR: Image Restoration Using Swin Transformer (official repository)

transformers_for_imaging

ttt_for_deep_learning_cs

unsupgan-release

https://arxiv.org/abs/2008.13065

vision-transformer-papers

This repository contains an overview of important follow-up works based on the original Vision Transformer (ViT) by Google.