Modular and scalable computational imaging in Python with GPU/out-of-core computing.

[IEEE Access 2024] DA-Net: Dual Attention Network for Haze Removal in Remote Sensing Image

[MICCAI 2025] This is the official code for the paper "Lightweight Data-Free Denoising for Detail-Preserving Biomedical Image Restoration"

Priors in Deep Image Restoration and Enhancement: A Survey

Code associated with the paper "Prior Image-Constrained Reconstruction using Style-Based Generative Models" accepted to ICML 2021.

High-Quality Self-Supervised Deep Image Denoising - Official TensorFlow implementation of the NeurIPS 2019 paper

Nonlinear optimisation (root-finding, least squares, ...) in JAX+Equinox. https://docs.kidger.site/optimistix/

Improving Brain MRI quality using Deep Neural Networks: Multi-Contrast Super Resolution

Public repository of Diff-PAT. Files contained here accompanies paper "Acoustic Hologram Optimisation Using Automatic Differentiation".

A tidy MATLAB implementation of angular spectrum method to calculate beam propagation. Interesting examples included.

Code of paper "Model-Guided Deep Hyperspectral Image Super-resolution"

Deep Unfolding Network for Image Super-Resolution (CVPR, 2020) (PyTorch)

Deep Plug-and-Play Priors -- TensorFlow 2 implementation of the DMSP and HQS algorithm for model-based reconstruction.

Preprint: A Modality-agnostic Multi-task Foundation Model for Human Brain Imaging

Approaching (Almost) Any Machine Learning Problem

Scientific Computational Imaging COde

Noise2Noise: Learning Image Restoration without Clean Data - Official TensorFlow implementation of the ICML 2018 paper

Coming soon

A unifying Matlab framework for the development of reconstruction algorithms (solving inverse problems) in computational imaging

zea: A Toolbox for Cognitive Ultrasound Imaging

Reverse Convolution and Its Applications to Image Restoration (ICCV, 2025)

🤗 Diffusers: State-of-the-art diffusion models for image, video, and audio generation in PyTorch.

A lecture note for understanding deep learning

Image restoration with neural networks but without learning.

Whole-brain functional ultrasound imaging in awake head-fixed mice