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nguyennhan999's Projects

3dbraingen icon 3dbraingen

Official Pytorch Implementation of "Generation of 3D Brain MRI Using Auto-Encoding Generative Adversarial Network" (accepted by MICCAI 2019)

3dunetcnn icon 3dunetcnn

Pytorch 3D U-Net Convolution Neural Network (CNN) designed for medical image segmentation

accsgd icon accsgd

Implements pytorch code for the Accelerated SGD algorithm.

adasoptimizer icon adasoptimizer

ADAS is short for Adaptive Step Size, it's an optimizer that unlike other optimizers that just normalize the derivative, it fine-tunes the step size, truly making step size scheduling obsolete, achieving state-of-the-art training performance

amta-net icon amta-net

Asymmetric Multi-Task Attention Network for Prostate Bed Segmentation in CT Images

complex-networks-release icon complex-networks-release

Implementation related to the paper "Complex-Valued Convolutional Neural Networks for MRI Reconstruction" by Elizabeth K. Cole et. al; Toolbox for complex-valued convolution and activation functions using an unrolled architecture.

complexpytorch icon complexpytorch

A high-level toolbox for using complex valued neural networks in PyTorch

cplxmodule icon cplxmodule

Complex-valued neural networks for pytorch and Variational Dropout for real and complex layers.

cs294-112_hws icon cs294-112_hws

My solution to assignments in UC Berkeley CS294-112: Deep Reinforcement Learning

dce_direct_recon icon dce_direct_recon

Source codes for "Direct Estimation of Tracer-Kinetic Parameter Maps from Highly Undersampled Brain DCE-MRI", submitted to MRM

denoiseg icon denoiseg

Joint training of denoising and segmentation.

dipnmf icon dipnmf

Nonnegative Matrix Factorization with Deep Image Prior for Dynamic PET [ICCV2019]

dks icon dks

Deeply-supervised Knowledge Synergy (CVPR'2019)

edsr-pytorch icon edsr-pytorch

PyTorch version of the paper 'Enhanced Deep Residual Networks for Single Image Super-Resolution' (CVPRW 2017)

fastmri icon fastmri

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

hfc icon hfc

Implementation for the paper (CVPR Oral): High Frequency Component Helps Explain the Generalization of Convolutional Neural Networks

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