Constrained Diffusion Implicit Models

Authors

Vivek Jayaram, John Thickstun, Ira Kemelmacher-Shlizerman, and Steve Seitz

Project Page

(Coming Soon)

Paper

(Coming Soon)

Summary

We solve noisy linear inverse problems with diffusion models. The method is fast and addresses many problems like inpainting, super-resolution, gaussian deblur, and poisson noise.

Getting started

1) Clone the repository

git clone https://github.com/vivjay30/cdim

cd cdim

export PYTHONPATH=$PYTHONPATH:`pwd`

2) Install dependencies

conda create -n cdim python=3.11

conda activate cdim

pip install -r requirements.txt

pip install torch==2.4.1+cu124 torchvision-0.19.1+cu124 --extra-index-url https://download.pytorch.org/whl/cu124