omerb01 / puq
Official implementation of "Principal Uncertainty Quantification with Spatial Correlation for Image Restoration Problems" paper.
☆23Updated last year
Alternatives and similar repositories for puq:
Users that are interested in puq are comparing it to the libraries listed below
- Image-to-image regression with uncertainty quantification in PyTorch. Take any dataset and train a model to regress images to images with…☆55Updated 2 years ago
- ☆28Updated last year
- [NeurIPS 2021] SNIPS: Solving Noisy Inverse Problems Stochastically☆50Updated 2 years ago
- The official implementation of Generalizable Implicit Neural Representations with Instance Pattern Composers(CVPR’23 highlight).☆39Updated last year
- ☆13Updated 11 months ago
- Official implementation of ReSample (https://arxiv.org/abs/2307.08123)☆62Updated 4 months ago
- [ICLR 2025] Official Implementation: "Ambient Diffusion Posterior Sampling: Solving Inverse Problems with Diffusion Models trained on Cor…☆14Updated last month
- This is the official implementation of "DMPlug: A Plug-in Method for Solving Inverse Problems with Diffusion Models" (NeurIPS 2024).☆51Updated 6 months ago
- Official implementation of the paper "Normalization-Equivariant Neural Networks with Application to Image Denoising"☆12Updated 3 months ago
- Score-Based Priors for Bayesian Inverse Imaging (ICCV 2023, TMLR 2024)☆33Updated 3 months ago
- ☆23Updated 10 months ago
- [ICML 2024] Improving Diffusion Models for Inverse Problems Using Optimal Posterior Covariance☆49Updated 5 months ago
- ☆38Updated 6 months ago
- Code for "Optimal Transport-Guided Conditional Score-Based Diffusion Model (NeurIPS, 8,7,7,6)"☆57Updated last year
- Official PyTorch implementation for Decomposed Diffusion Sampling (DDS), presented in the paper "Decomposed Diffusion Sampler for Acceler…☆57Updated 6 months ago
- ☆83Updated last year
- ☆28Updated last year
- ☆16Updated 2 years ago
- Released code for paper: Attention Beats Linear for Fast Implicit Neural Representation Generation. Attention-based localized implicit Ne…☆16Updated 7 months ago
- A Framework for Systematic Validation of Uncertainty Estimation in Semantic Segmentation☆27Updated 10 months ago
- [ICML 2022] "Neural Implicit Dictionary via Mixture-of-Expert Training" by Peihao Wang, Zhiwen Fan, Tianlong Chen, Zhangyang Wang☆40Updated last year
- ☆39Updated last month
- Implementation of "Learning Multiscale Convolutional Dictionaries for Image Reconstruction", IEEE Transaction On Computational Imaging, 2…☆29Updated last year
- Deep Decomposition Network (DDN) for Inverse Imaging Problems, ECCV'2020☆30Updated 3 years ago
- Official PyTorch implementation of [Direct Diffusion Bridge using Data Consistency for Inverse Problems](https://arxiv.org/abs/2305.19809…☆47Updated last year
- Official Implementation of Early Stopping for Deep Image Prior (TMLR)☆26Updated 10 months ago
- ☆16Updated last week
- Code for PnP-Flow: Plug-and-Play image restoration with Flow Matching (ICLR 2025)☆60Updated 3 weeks ago
- Official implementation for "An image is worth multiple words: discovering object level concepts using multi-concepts prompts learning" […☆14Updated 8 months ago
- Modular and intuitive Hypernetworks in Pytorch☆35Updated last year