SituLab

DescatterNet-for-unseen-real-world-objects

In this study, we propose a deep-learning-based method to image through dynamic scattering media in a non-invasive manner under incoherence illumination and obtain superior restoration result.

DeepSCI

AuSamNet

Basic-deep-learning-framework-for-image-to-image

Fourier-phase-retrieval-using-physics-enhanced-deep-learning

Demo Code for Physics-Enhanced Deep Learning in Fourier Phase Retrieval using Jupyter Notebook

AdaptiveNet-for-generally-image-restoration

AdaptiveNet for generally image restoration

BasicSR

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.

DLGI

demo code for "Learning from simulation: An end-to-end deep-learning approach for computational ghost imaging"

GIDC

code for Ghost Imaging using Deep neural network Constraint (GIDC)

PhysenNet

Code for physics-enhanced deep neural network (PhysenNet).

SituLab/Fourier-phase-retrieval-using-physics-enhanced-deep-learning

Demo Code for Physics-Enhanced Deep Learning in Fourier Phase Retrieval using Jupyter Notebook

SituLab/Basic-deep-learning-framework-for-image-to-image

SituLab/DescatterNet-for-unseen-real-world-objects

In this study, we propose a deep-learning-based method to image through dynamic scattering media in a non-invasive manner under incoherence illumination and obtain superior restoration result.

SituLab/BasicSR

Open Source Image and Video Restoration Toolbox for Super-resolution, Denoise, Deblurring, etc. Currently, it includes EDSR, RCAN, SRResNet, SRGAN, ESRGAN, EDVR, BasicVSR, SwinIR, ECBSR, etc. Also support StyleGAN2, DFDNet.

SituLab/TransFNet

SituLab/AdaptiveNet-for-generally-image-restoration

AdaptiveNet for generally image restoration

SituLab/AuSamNet

SituLab/DeepSCI

SituLab/SituLab.github.io

SituLab/DLGI

demo code for "Learning from simulation: An end-to-end deep-learning approach for computational ghost imaging"

SituLab/physics-driven-fine-tuning

demo code for "Single-pixel imaging using physics enhanced deep learning"

SituLab/GIDC

code for Ghost Imaging using Deep neural network Constraint (GIDC)

SituLab/PhysenNet

Code for physics-enhanced deep neural network (PhysenNet).