21 skills found
Guaishou74851 / IDM(TPAMI 2025) Invertible Diffusion Models for Compressed Sensing [PyTorch]
ml4bio / E2efoldpytorch implementation for "RNA Secondary Structure Prediction By Learning Unrolled Algorithms"
Guaishou74851 / PCNet(TPAMI 2024) Practical Compact Deep Compressed Sensing [PyTorch]
Zhaozixiang1228 / IVIF AUIF Net[IEEE TCSVT 2021] Official implementation for "Efficient and Interpretable Infrared and Visible Image Fusion Via Algorithm Unrolling"
windows7lover / DTE DynamicTrainingEngineGeneric building-block toolbox for training neural networks with adaptive and recursive execution. It provides reusable components to control iteration, stopping, and unrolling during training, enabling different strategies to be composed without hard-coding a specific algorithm.
MortezaMardani / Neural PGDThis code implements the neural proximal gradient descent (PGD) algorithm proposed in https://arxiv.org/abs/1806.03963. The idea is to unroll the proximal gradient descent algorithm and model the proximal using a neural network. Adopting residual network (ResNet) as the proximal, a recurrent neural net (RNN) is implemented to learn the proximal. The code is flexible to incorporate various training costs such as pixel-wise l1/l2 cost, adversarial GAN, LSGAN, and WGAN.
Botao-An / AAU NetThe code for paper "Adversarial Algorithm Unrolling Network for Interpretable Mechanical Anomaly Detection"
sanghviyashiitb / Poisson DeblurringPytorch Code for "Photon Limited Non-Blind Deblurring using Algorithm Unrolling" (Transactions on Computational Imaging)
cuiyixin555 / DUBLIDAn Algorithm Unrolling Approach to Deep Blind Image Deblurring
Binjie-Qin / RPCA UNetRobust PCA Unrolling Network for Super-resolution Vessel Extraction in X-ray Coronary Angiography
yanshengyuan / FourierGSNet2026 Advanced Photonics Nexus journal paper: "Efficient Gerchberg-Saxton algorithm deep unrolling for phase retrieval with a complex forward path"
pwangcs / ProxUnroll[CVPR 2025] "Proximal Algorithm Unrolling: Flexible and Efficient Reconstruction Networks for Single-Pixel Imaging"
CUG-FDGroup / ResCISTA NetCode for the paper "A Novel Interpretable Model via Algorithm Unrolling for Intelligent Fault Diagnosis of Machinery"
jakeoung / BayesianUnrollingA Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems
yanshengyuan / Gerchberg Saxton Algorithm Deep Unrolling Network For Phase RetrievalA implementation of unrolling the iterative GS algorithm into an unrolled deep learning network. The GS iterative method interacts with deep learning process by intervals. The Fresnel Diffraction back-and-forth propagations in the network are implemented with LightPipes optical simulation on CPU. The deep learning layers in are Pytorch on GPU.
Harshs27 / GRNUlarGene Regulatory Network reconstruction using Unrolled algorithms
mnagaa / Graph Signal Restoration Using Nested Deep Algorithm UnrollingPaper code of Graph Signal Restoration Using Nested Deep Algorithm Unrolling
jaredhoberock / Static AlgorithmA Statically-Unrolled C++ Algorithms Library
eddatasci / Unrollment ProjThe Unrollment Project: Exploring algorithmic bias in predicting bachelor's degree completion.
LarsenAndreas / SSL ISTAEarly stages of incorporating self-supervised with algorithm unrolling. Code was written as part of a master's thesis (60 ECTS) at Aalborg University, Denmark.
