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2023_ismrm_efficient_operator_educational

Materials for the "Efficient Forward Models for Image Reconstruction" educational talk at the 2023 ISMRM Annual Meeting.

a-16-channel-custom-ariway-coil-array

We develop a 16 channel flexible and anatomy conforming coil to provide localized sensitivity over upper and infra glottic airway regions of interest. In this work, imaging capabilities of the custom coil is compared against existing head only, and head neck coils.

algforopt-notebooks

Jupyter notebooks associated with the Algorithms for Optimization textbook

awesome-chatgpt-prompts

This repo includes ChatGPT prompt curation to use ChatGPT better.

bm3d

BM3D denoising method implementation on Python

convdecoder

An un-trained neural network with a potential application in accelerated MRI

cpp-code-challenges-3096958

This repo is for the Linkedin Learning course: Level up: C++

dl-based-super-resolution-accelerated-mri-reconstruction

In this course project, we have demonstrated the application of super-resolution in accelerated MRI reconstruction to improve image quality and speed.

edge-based-object-segmentation-and-classification

In this course project, we segment and classify washers of different sizes and colors using classical digital image processing algorithms.

gip_cardiac_mri

The implementation of Graph Image Prior (GIP) for Unsupervised Dynamic MRI Reconstruction

image-classification-using-vision-transformer

Image Classification Using Vision transformer from Scractch

interconverting-t1w-to-t2w-in-mri-using-cyclegan

In this group project of deep-learning course, we demonstrate implementation of CycleGan on upper airway and brain imaging. By applying GAN, we generate synthetic T2 weighted image from T1 weighted images.

introtodeeplearning

Lab Materials for MIT 6.S191: Introduction to Deep Learning

ml-course-project_cifar-10-classifier

In this course project of the Machine Learning-I, the goal is to classify natural images in the CIFAR-10 dataset. In part-1, we have developed a SVM based classifier with 10 classes. Next, we have replaced the SVM with CNN based multi-class classifier to improve accuracy.

mmsformer

mrhub

Hub for open-source MR-related software

mri_recon_basics

mri_recon_lecture

mxnet-the-straight-dope

An interactive book on deep learning. Much easy, so MXNet. Wow. [Straight Dope is growing up] ---> Much of this content has been incorporated into the new Dive into Deep Learning Book available at https://d2l.ai/.

reg-gan

robust_feature_selection_from_the_complex-latent_space_of_dl_based_segmentation_networks

In this class project, we first train a U-Net network for region-specific segmentation. Next, apply support vector machines and its ensembles on the extracted features of U-NET encoder for a binary classification problem

ssdu

travel_mapper

Calls ChatGPT to make an itinerary and then uses Google Maps to get directions. Makes a map of the result

uncerguidedi2i

Uncertainty Guided Progressive GANs for Medical Image Translation

unsupgan-release

https://arxiv.org/abs/2008.13065

zs-ssl-pytorch