Official implementation of the paper "Solving Inverse Problems With Deep Neural Networks - Robustness Included?" by M. Genzel, J. Macdonald, and M. März (2020).
☆30Apr 12, 2022Updated 4 years ago
Alternatives and similar repositories for robust-nets
Users that are interested in robust-nets are comparing it to the libraries listed below. We may earn a commission when you buy through links labeled 'Ad' on this page.
Sorting:
- AAPM DL Sparse-View Computed Tomography Image Reconstruction Challenge - Team Robust-And-Stable☆50Jun 16, 2022Updated 4 years ago
- ☆16Aug 4, 2020Updated 6 years ago
- Mini Cursos > Semana de Inverno de Geofísica☆11May 11, 2020Updated 6 years ago
- Code related to the paper "On instabilities of deep learning in image reconstruction - Does AI come at a cost?"☆37May 18, 2025Updated last year
- Implementation for Proximal Neural Networks.☆11Sep 17, 2021Updated 5 years ago
- Wordpress hosting with auto-scaling - Free Trial Offer • AdFully Managed hosting for WordPress and WooCommerce businesses that need reliable, auto-scalable performance. Cloudways SafeUpdates now available.
- ☆16Jul 3, 2020Updated 6 years ago
- Integrating Devito operators into PyTorch☆13Mar 17, 2021Updated 5 years ago
- Master Thesis Project☆17Jun 21, 2025Updated last year
- Try several methods for MRI reconstruction on the fastmri dataset. Home to the XPDNet, runner-up of the 2020 fastMRI challenge.☆165Feb 24, 2024Updated 2 years ago
- Code I used during a PyTorch tutorial I gave within the scope of Stefan Harmeling's machine learning lecture☆11May 8, 2023Updated 3 years ago
- A low-impact profiler to figure out how much memory each task in Dask is using☆24Apr 10, 2023Updated 3 years ago
- Official repo for "Learning the geometry of wave-based imaging"☆12Mar 1, 2021Updated 5 years ago
- ☆15Apr 18, 2024Updated 2 years ago
- ☆18Mar 17, 2023Updated 3 years ago
- Deploy open-source AI quickly and easily - Special Bonus Offer • AdRunpod Hub is built for open source. One-click deployment and autoscaling endpoints without provisioning your own infrastructure.
- [MRM'21] Complementary Time-Frequency Domain Network for Dynamic Parallel MR Image Reconstruction. [MICCAI'19] k-t NEXT: Dynamic MR Image…☆49Jun 17, 2021Updated 5 years ago
- Can stable and accurate neural networks be computed? - On the barriers of deep learning and Smale's 18th problem☆14Apr 6, 2021Updated 5 years ago
- ☆20Nov 12, 2024Updated last year
- Official implementation of High-Throughput Deep Unfolding Network for Compressive Sensing MRI☆20May 11, 2022Updated 4 years ago
- ☆21Mar 26, 2025Updated last year
- [NeurIPS 2021] SNIPS: Solving Noisy Inverse Problems Stochastically☆53Sep 15, 2022Updated 4 years ago
- HSGAN: Hyperspectral Reconstruction from RGB Images with Generative Adversarial Network. IEEE TNNLS, 2023☆25Jul 27, 2023Updated 3 years ago
- NEar-Axis opTimisation☆12Jun 14, 2024Updated 2 years ago
- ☆13Oct 23, 2023Updated 2 years ago
- Serverless GPU API endpoints on Runpod - Get Bonus Credits • AdSkip the infrastructure headaches. Auto-scaling, pay-as-you-go, no-ops approach lets you focus on innovating your application.
- MATLAB code for seismic ray tracing☆25Aug 8, 2022Updated 4 years ago
- ☆21May 4, 2021Updated 5 years ago
- Deep Cascade of Convolutional Neural Networks for MR Image Reconstruction: Implementation & Demo☆346May 4, 2022Updated 4 years ago
- A Toolkit For MRF☆11Mar 12, 2019Updated 7 years ago
- Measuring the robustness of compressive sensing methods (including deep-learning-based ones) for image reconstruction.☆32Jul 12, 2021Updated 5 years ago
- Contractive Auto-Encoders in Numpy☆14Aug 31, 2012Updated 14 years ago
- IsarMathLib is a library of formalized mathematics for Isabelle/ZF.☆19Aug 31, 2026Updated last month
- The repository contains a MatLab code that is implemented to reconstruct the unknown spectrum demonstrated in our submitted work "Miniatu…☆16Oct 4, 2022Updated 4 years ago
- Official implementation for Training Certifiably Robust Neural Networks with Efficient Local Lipschitz Bounds (NeurIPS, 2021).☆25Sep 4, 2022Updated 4 years ago
- 1-Click AI Models by DigitalOcean Gradient • AdDeploy popular AI models on DigitalOcean Gradient GPU virtual machines with just a single click. Zero configuration with optimized deployments.
- This is the submission of the TU Berlin Team to the Helsinki Deblur Challenge 2021.☆19Jan 7, 2023Updated 3 years ago
- mri reconstruction toolbox☆14Sep 25, 2018Updated 8 years ago
- Multi-task learning for low-frequency extrapolation and elastic model building☆32Jun 27, 2022Updated 4 years ago
- Image Warping for Inverse Problems☆11Nov 30, 2023Updated 2 years ago
- MRAugment: physics-aware data augmentation for deep learning based accelerated MRI reconstruction☆31May 5, 2022Updated 4 years ago
- Memory-Augmented Deep Unfolding Network for Compressive Sensing(ACMMM 2021)☆30Nov 24, 2023Updated 2 years ago
- Material for KAUST and Iraya's virtual summer school on Utilising unstructured data in geoscience.☆29Jun 19, 2021Updated 5 years ago