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algorithm-unrolling

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Guaishou74851 / IDM

Star 176

(TPAMI 2025) Invertible Diffusion Models for Compressed Sensing [PyTorch]

python deep-neural-networks computer-vision deep-learning compressed-sensing image-reconstruction pytorch computational-imaging image-restoration invertible-neural-networks compressive-sensing diffusion-models deep-unfolding algorithm-unrolling single-pixel-imaging deep-unrolling deep-unfolding-model compressive-sampling
  • Updated Mar 9, 2025
  • Python

Guaishou74851 / PCNet

Star 116

(TPAMI 2024) Practical Compact Deep Compressed Sensing [PyTorch]

python deep-neural-networks computer-vision deep-learning compressed-sensing image-reconstruction pytorch computational-imaging image-restoration compressive-sensing deep-unfolding algorithm-unrolling single-pixel-imaging sampling-matrix compressive-sampling structural-reparameterization
  • Updated Mar 9, 2025
  • Python

Binjie-Qin / RPCA-UNet

Star 17

Robust PCA Unrolling Network for Super-resolution Vessel Extraction in X-ray Coronary Angiography

deep-neural-networks vessel-segmentation robust-pca weakly-supervised-learning algorithm-unrolling x-ray-angiography vessel-extraction
  • Updated Jul 4, 2023
  • Python

jakeoung / BayesianUnrolling

Star 10

A Bayesian Based Deep Unrolling Algorithm for Single-Photon Lidar Systems

attention bayesian algorithm-unrolling single-photon-lidar
  • Updated Nov 14, 2025
  • Jupyter Notebook

LarsenAndreas / SSL_ISTA

Star 5

Early stages of incorporating self-supervised with algorithm unrolling. Code was written as part of a master's thesis (60 ECTS) at Aalborg University, Denmark.

transformer lista sparse-coding compressive-sensing mae self-supervised-learning ista-net vision-transformer algorithm-unrolling
  • Updated Jun 5, 2023
  • Python

Binjie-Qin / msRPCA-PBNet

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Working Memory Inspired Hierarchical Video Decomposition with Transformative Representations

video-processing background-subtraction robust-pca weakly-supervised-learning working-memory angiography interpretable-deep-learning low-rank-matrix-decomposition algorithm-unrolling transformative-representations blood-vessel-extraction moving-object-extraction
  • Updated May 5, 2022

Lukeli0425 / Galaxy-Deconvolution

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lsst admm deconvolution galaxy-surveys algorithm-unrolling astro-data-science
  • Updated Jan 17, 2024

sholokhovalexey / learning-to-optimize

Star 0

An introduction to Learning-to-optimize (L2O)

optimization-methods adam-optimizer meta-learning learning-to-optimize algorithm-unrolling inverse-imaging-problems inverse-lithography-technology learnable-optimizer
  • Updated Apr 19, 2026
  • Python

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