Popular GitHub Repositories for Denoising Survery

Implementation of Denoising Diffusion Probabilistic Model in Pytorch

SwinIR: Image Restoration Using Swin Transformer (official repository)

A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.

Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

MuseV: Infinite-length and High Fidelity Virtual Human Video Generation with Visual Conditioned Parallel Denoising

The state-of-the-art image restoration model without nonlinear activation functions.

[ICLR 2023] Official implementation of the paper "DINO: DETR with Improved DeNoising Anchor Boxes for End-to-End Object Detection"

Collection of popular and reproducible image denoising works.

Awesome GAN for Medical Imaging

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

Audio generation using diffusion models, in PyTorch.

Diffusion Models in Medical Imaging (Published in Medical Image Analysis Journal)

scAR (single-cell Ambient Remover) is a deep learning model for removal of the ambient signals in droplet-based single cell omics

Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising (TIP, 2017)

VRT: A Video Restoration Transformer (official repository)

A Collection of Papers and Codes for CVPR2025/CVPR2024/CVPR2021/CVPR2020 Low Level Vision

[CVPR 2021] Multi-Stage Progressive Image Restoration. SOTA results for Image deblurring, deraining, and denoising.

Medical Image Segmentation with Diffusion Model

My first Python repo with codes in Machine Learning, NLP and Deep Learning with Keras and Theano

The official implementation of IJCV & BMVC 2022 paper "One-Pot Multi-frame Denoising".