ICON Lab

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31 repositories

MambaRoll
Public
Official implementation of MambaRoll: A Physics-Driven Autoregressive State Space Model for Medical Image Reconstruction (https://arxiv.org/abs/2412.09331)
python deep-neural-networks deep-learning image-reconstruction pytorch medical-imaging autoregressive mamba sequence-models state-space-models
Python
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MIT License
•0•9•0•0•Updated Dec 23, 2024Dec 23, 2024
I2I-Mamba
Public
Official implementation of I2I-Mamba, an image-to-image translation model based on selective state spaces
pytorch artificial-intelligence medical neural-networks deeplearning multi-modal ssm mamba image-to-image-translation image-synthesis
Python
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MIT License
•7•64•0•0•Updated Dec 17, 2024Dec 17, 2024
SelfRDB
Public
Official PyTorch implementation of SelfRDB, a diffusion bridge model for multi-modal medical image synthesis
python deep-learning pytorch medical-imaging neural-networks image-to-image-translation image-synthesis diffusion-models schrodinger-bridge diffusion-bridge
Python
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MIT License
•1•33•1•0•Updated Nov 12, 2024Nov 12, 2024
DenoMamba
Public
Official implementation of DenoMamba: A fused state-space model for low-dose CT denoising
python deep-learning pytorch medical-imaging mamba computed-tomography denoising sequence-models state-space-models contextualized-representation
Python
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MIT License
•1•19•0•0•Updated Sep 25, 2024Sep 25, 2024
GraphCorr
Public
Official implementation of GraphCorr: A graph transformer plug-in module for deep fMRI classifiers
deep-learning transformers decoding neuroscience pytorch classification time-series-analysis explainable-ai graph-neural-networks functional-mri
Python
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MIT License
•0•0•0•0•Updated Aug 28, 2024Aug 28, 2024
AdaDiff
Public
Official PyTorch implementation of AdaDiff described in the paper (https://arxiv.org/abs/2207.05876).
deep-learning medical-imaging mri-reconstruction diffusion-probabilistic denoising-diffusion-models
Python
•10•54•1•0•Updated Mar 26, 2024Mar 26, 2024
pFLSynth
Public
One Model to Unite Them All: Personalized Federated Learning of Multi-Contrast MRI Synthesis (pFLSynth)
personalization mri image-to-image-translation image-synthesis federated-learning deep-learning pytorch
Python
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MIT License
•2•21•0•0•Updated Jan 23, 2024Jan 23, 2024
PSFNet
Public
Official implementation of "Parallel-stream fusion of scan-specific and scan-general priors for learning deep MRI reconstruction in low-data regimes"
Python
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MIT License
•0•2•0•0•Updated Jan 2, 2024Jan 2, 2024
FDB
Public
Official implementation of the Fourier-constrained diffusion bridges (FDB) model for MRI reconstruction
deep-learning artificial-intelligence reconstruction magnetic-resonance-imaging bridges diffusion-models score-based-generative-modeling
Python
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MIT License
•6•29•1•0•Updated Dec 20, 2023Dec 20, 2023
SynDiff
Public
Official PyTorch implementation of SynDiff described in the paper (https://arxiv.org/abs/2207.08208).
unsupervised medical-imaging image-to-image-translation image-synthesis medical-image-synthesis diffusion-model diffusion-models denoising-diffusion-models deep-learning
Python
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Other
•37•249•12•0•Updated Nov 27, 2023Nov 27, 2023
SSDiffRecon
Public
Official implementation of Self-Supervised Diffusion Model for MRI Reconstruction
deep-learning mri reconstruction self-supervised-learning diffusion-models score-based-generative-models
Python
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MIT License
•0•5•0•0•Updated Oct 23, 2023Oct 23, 2023
FD-Net
Public
Official repository for "FD-Net: An Unsupervised Deep Forward-Distortion Model for Susceptibility Artifact Correction in EPI"
deep-learning unsupervised medical-imaging distortion-correction diffusion-mri susceptibility echo-planar-imaging
Python
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MIT License
•1•4•0•0•Updated Oct 10, 2023Oct 10, 2023
DEQ-MPI
Public
Official implementation of DEQ-MPI: A deep equilibrium reconstruction model for magnetic particle imaging
reconstruction magnetic-particle-imaging implicit-neural-representation physics-informed-neural-networks deep-equilibrium-models
Python
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MIT License
•2•3•0•0•Updated Aug 3, 2023Aug 3, 2023
DreaMR
Public
Diffusion-driven Counterfactual Explanation for Functional MRI (https://arxiv.org/abs/2307.09547)
deep-learning transformers distillation explainable-ai diffusion-models counterfactual-explanations score-based-generative-modeling functional-mri
Python
•0•4•1•0•Updated Jul 24, 2023Jul 24, 2023
BolT
Public
Fused Window Transformers for fMRI Time Series Analysis (https://www.sciencedirect.com/science/article/pii/S1361841523001019)
transformers classification connectivity fmri time-series-analysis explainable-ai
Python
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GNU General Public License v3.0
•5•33•2•0•Updated Jun 21, 2023Jun 21, 2023
ProvoGAN
Public
Official Implementation of Progressively Volumetrized Deep Generative Models for Data-Efficient Contextual Learning of MR Image Recovery
mri synthesis reconstruction generative adversarial volumetric deep-learning
Python
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Other
•0•5•0•0•Updated May 28, 2023May 28, 2023
ResViT
Public
Official Implementation of ResViT: Residual Vision Transformers for Multi-modal Medical Image Synthesis
transformers mri medical-imaging attention residual-learning image-to-image-translation image-synthesis vision-transformer deep-learning
Python
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Other
•27•137•5•0•Updated May 8, 2023May 8, 2023
TranSMS
Public
Official Implementation of Transformers for System Matrix Super-resolution (TranSMS)
image-processing transformers medical-imaging super-resolution deep-learning
Python
•2•4•1•0•Updated Apr 11, 2023Apr 11, 2023
PP-MPI
Public
Official repository for Plug-n-Play MPI Reconstruction
medical-imaging reconstruction plug-n-play plug-and-play magnetic-particle-imaging deep-learning
Python
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MIT License
•1•2•0•0•Updated Apr 11, 2023Apr 11, 2023
HST
Public
Official implementation of Hierarchical Spectrogram Transformers (HST)
monitoring transformers breathing respiratory cough covid-19
Python
•6•14•0•0•Updated Oct 10, 2022Oct 10, 2022
ssGAN
Public
Official implementation of the semi-supervised GAN model for MRI contrast translation
deep-learning generative-adversarial-network semi-supervised-learning image-to-image-translation undersample
Python
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Other
•2•5•0•0•Updated May 15, 2022May 15, 2022
FedGIMP
Public
Official TensorFlow implementation of Federated Learning of Generative Image Priors for MRI Reconstruction (FedGIMP)
privacy decentralized mri reconstruction federated-learning deep-learning
Python
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Other
•2•14•1•0•Updated Apr 3, 2022Apr 3, 2022
CELF
Public
Constrained Ellipse Fitting for Efficient Parameter Mapping With Phase-Cycled bSSFP MRI
MATLAB
•1•4•0•0•Updated Mar 1, 2022Mar 1, 2022
mrirecon
Public
ICON Lab @ Bilkent University
compressed-sensing mri multi-coil multi-acquisition coil-compression
1•19•0•0•Updated Feb 27, 2022Feb 27, 2022
A-LORAKS-CS
Public
Automated Parameter Selection for Accelerated MRI Reconstruction via Low-Rank Modeling of Local k-Space Neighborhoods
MATLAB
•1•5•0•0•Updated Feb 22, 2022Feb 22, 2022
SLATER
Public
Official implementation of the paper: Unsupervised MRI Reconstruction via Zero-Shot Learned Adversarial Transformers
transformers attention adversarial mri-reconstruction deep-learning
Python
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Other
•7•38•1•0•Updated Aug 13, 2021Aug 13, 2021
pGAN-cGAN
Public
Official implementations of the pixel-wise and cycle-consistency GAN models for multi-contrast MRI synthesis
translation image-processing medical deep-learning generative-adversarial-network gan
Python
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Other
•21•61•3•0•Updated Oct 7, 2019Oct 7, 2019
SPIN-VM
Public
MATLAB
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MIT License
•0•2•0•0•Updated Feb 18, 2019Feb 18, 2019
PESCaT
Public
Projection onto epigraph sets for rapid self-tuning compressed-sensing MRI
MATLAB
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MIT License
•3•1•0•0•Updated Dec 17, 2018Dec 17, 2018
ReCaT
Public
MATLAB
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MIT License
•0•2•0•0•Updated Oct 20, 2018Oct 20, 2018