Mingzhe Lyu's repositories
FastDiffSR
A Conditional Diffusion Model With Fast Sampling Strategy for Remote Sensing Image Super-Resolution
scikit-downscale
Statistical climate downscaling in Python
ERA5-to-CERRA-via-Diffusion-Models
Wind speed downscaling via Diffusion Models, from ERA5 to CERRA in the mediterranean region
weatherbench2
A benchmark for the next generation of data-driven global weather models.
ClimateDiffuse
Diffusion for climate downscaling
image-restoration-sde
Image Restoration with Mean-Reverting Stochastic Differential Equations, ICML 2023. Winning solution of the NTIRE 2023 Image Shadow Removal Challenge.
Obsidian-Homepage
A dashboard for your obsidian vault.
edm
Elucidating the Design Space of Diffusion-Based Generative Models (EDM)
improved-diffusion
Release for Improved Denoising Diffusion Probabilistic Models
SMAP
SMAP soil moisture downscaling
deep-downscaling-overview
A collection aiming to bring all the amazing work of Deep Learning for Climate Super-res together.
conditional_DDPM
Official repo of a Medical Physics paper titled "CBCT-Based Synthetic CT Image Generation Using Conditional Denoising Diffusion Probabilistic Model"
Conditioned-Diffusion-Models-UAD
Codebase for Conditioned Diffusion Models for Unsupervised Anomaly Detection
iclr24_blog_code
Code repo for ICLR 24 BlogPost titled "Building Diffusion Model's theory from ground up"
Image-Super-Resolution-via-Iterative-Refinement
Unofficial implementation of Image Super-Resolution via Iterative Refinement by Pytorch
kidney-diffusion
Generating Histopathology Images With Segmentation Masks, and Gigapixel Images With Ultra-Resolution Cascaded Diffusion Models
MCDDPM
Digital rocks
Tutorial_4
A Tutorial for Diffusion Models
Palette-Image-to-Image-Diffusion-Models
Unofficial implementation of Palette: Image-to-Image Diffusion Models by Pytorch
DenoisingDiffusionProbabilityModel-ddpm-
This may be the simplest implement of DDPM. You can directly run Main.py to train the UNet on CIFAR-10 dataset and see the amazing process of denoising.
score_sde_pytorch
PyTorch implementation for Score-Based Generative Modeling through Stochastic Differential Equations (ICLR 2021, Oral)
Probabilistic-Downscaling-of-Climate-Variables
Probabilistic Downscaling of Climate Variables Using Denoising Diffusion Probabilistic Models
DSGAN
a GAN for precipitation downscaling
LSGM
The Official PyTorch Implementation of "LSGM: Score-based Generative Modeling in Latent Space" (NeurIPS 2021)