Xiao-yang12

DD_Net

code for the paper entitled "A Sparse-View CT Reconstruction Method Based on Combination of DenseNet and Deconvolution"

EMASRN

SDWNet

[ICCVW2021] An Straight Dilated Network with Wavelet for image Deblurring

MWCNNv2

Multi-level Wavelet Convolutional Neural Networks

Light-U-net

Introducing depthwise separable convolution into U-net in different ways.

separable-U_Net

I modified the u_net model, reference the Mobilenet, I use the separable convolution into unet.

DDPTransformer

DuDoTrans

This code is an official implementation of "DuDoTrans: Dual-Domain Transformer for Sparse-View CT Reconstruction".

RDST

Official implementation of RDST. A residual dense swin transformer for medical image super-resolution

HNCT

FFC

This is an official pytorch implementation of Fast Fourier Convolution.

SRFormer

Official code for "SRFormer: Permuted Self-Attention for Single Image Super-Resolution" (ICCV 2023) and SRFormerV2

lte

Local Texture Estimator for Implicit Representation Function, in CVPR 2022

SCUNet

Practical Blind Denoising via Swin-Conv-UNet and Data Synthesis (Machine Intelligence Research 2023)

ELAN

[ECCV2022] Efficient Long-Range Attention Network for Image Super-resolution

DLGSANet

ESRT

ACDNet

【IJCAI2022】Adaptive Convolutional Dictionary Network for CT Metal Artifact Reduction

InDuDoNet_plus

【MedIA2023】Extend the InDuDoNet with Knowledge-Driven Prior-Net

PINER

InDuDoNet

【MICCAI 2021】An Interpretable Dual Domain Network for CT Metal Artifact Reduction

TIME-Net

deep-image-prior

Image restoration with neural networks but without learning.

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.

Uformer

[CVPR 2022] Official implementation of the paper "Uformer: A General U-Shaped Transformer for Image Restoration".

research-contributions

Implementations of recent research prototypes/demonstrations using MONAI.

Swin-Unet

[ECCVW 2022] The codes for the work "Swin-Unet: Unet-like Pure Transformer for Medical Image Segmentation"

Swin-Transformer

This is an official implementation for "Swin Transformer: Hierarchical Vision Transformer using Shifted Windows".

SwinIR

SwinIR: Image Restoration Using Swin Transformer (official repository)

CT-projection

A simple Python project that takes a CT scan in DICOM format and outputs a directional X-ray projection.