kellman / physics_based_learningLinks
Learning for computational imaging system made simple.
☆65Updated 5 years ago
Alternatives and similar repositories for physics_based_learning
Users that are interested in physics_based_learning are comparing it to the libraries listed below
Sorting:
- Total Deep Variation Regularizer☆51Updated 4 years ago
- ☆16Updated 6 years ago
- Deep Probabilistic Imaging (DPI): Uncertainty Quantification and Multi-modal Solution Characterization for Computational Imaging☆38Updated 3 years ago
- Learning the experimental design for Fourier Ptychographic Microscopy☆48Updated 5 years ago
- Implementation of "Learning Proximal Operators: Using Denoising Networks for Regularizing Inverse Imaging Problems"☆48Updated 5 years ago
- ☆98Updated 6 years ago
- Code related to the paper "Deep Equilibrium Architectures for Inverse Problems in Imaging"☆37Updated 4 years ago
- A unifying Matlab framework for the development of reconstruction algorithms (solving inverse problems) in computational imaging☆88Updated 4 months ago
- Code related to the paper "On instabilities of deep learning in image reconstruction - Does AI come at a cost?"☆35Updated 6 months ago
- Deep inverse problems in Python☆60Updated 4 months ago
- Implementation of the variational network for denoising.☆17Updated 2 years ago
- ☆50Updated 3 years ago
- A high-level, easy-to-deploy non-uniform Fast Fourier Transform in PyTorch.☆244Updated last year
- Official Code for "Invert to Learn to Invert" that allows training of invertible networks without storing activations☆37Updated 5 years ago
- Compressed sensing with deep image prior algorithm☆64Updated last year
- Image Deconvolution with Plug-and-Play ADMM using an X-Dense-U-Net denoiser☆11Updated 3 months ago
- Code for Lensless Learning Paper☆69Updated 4 years ago
- Optimization framework developed in Pytorch, allowing calibration, and joint optimization of optics and deep learning models.☆54Updated 3 years ago
- ☆53Updated 3 years ago
- [ICML 2019] Plug-and-Play Methods Provably Converge with Properly Trained Denoisers☆69Updated 6 years ago
- DeepRED: Deep Image Prior Powered by RED☆68Updated 6 years ago
- GPU-based Total (Generalized) Variation implementation for various applications, with Python and Matlab wrappers.☆55Updated 6 years ago
- This project hosts the code and datasets I used for Deep Learning course at Boston University. It aims to post-process the images the low…☆41Updated 8 years ago
- Robust and Interpretable Blind Image Denoising via Bias-Free Convolutional Neural Networks☆56Updated 3 years ago
- Code and project page for Spectral DiffuserCam☆28Updated 5 years ago
- A Matlab library for solving optimization problems with forward-backward splitting☆40Updated 6 years ago
- Desktop app, web app and source code for training, testing and using ML-SIM☆33Updated 2 years ago
- An algorithmic framework to experiment with different image priors via denoising algorithms for inverse problems.☆29Updated 8 years ago
- Build-your-own DiffuserCam tutorial☆63Updated 6 years ago
- Scientific Computational Imaging COde☆143Updated this week