Song-Pingfan
Senior research associate at University of Cambridge. Research interests: machine learning, image processing, sparse modelling and sampling theory.
University of CambridgeCambridge
Pinned Repositories
bart-webinars
Landing page for BART Webinars
bloch-simulator-python
The original bloch equation simulator was a Matlab mex file created by Brian Hargreaves at Stanford University. This modification to run it as a Python C extension
CDLMRI
Coupled Dictionary Learning based Multi-contrast MRI Reconstruction
CDLSR
coupled dictionary learning for multimodal image super-resolution
DCDicL_denoising
Official implementation of Deep Convolutional Dictionary Learning for Image Denoising.
Deep-Generalized-Unfolding-Networks-for-Image-Restoration
Accepted by CVPR 2022
Deep-Learning-for-Light-Field-Microscopy
Light-field Microscopy has emerged as a type of scanless, high-speed, 3D imaging tool. We propose model-based explainable deep learning approaches for LFM imaging, which integrates wave-optics theory, sparse representation and non-linear optimization with the artifcial neural network.
DSDL
PyTorch implementation of Deep Semantic Dictionary Learning for Multi-label Image Classification, AAAI 2021.
HYDRA
HYDRA: Hybrid deep magnetic resonance fingerprinting
pytorch-tutorial
PyTorch Tutorial for Deep Learning Researchers
Song-Pingfan's Repositories
Song-Pingfan/CDLMRI
Coupled Dictionary Learning based Multi-contrast MRI Reconstruction
Song-Pingfan/CDLSR
coupled dictionary learning for multimodal image super-resolution
Song-Pingfan/DSDL
PyTorch implementation of Deep Semantic Dictionary Learning for Multi-label Image Classification, AAAI 2021.
Song-Pingfan/bloch-simulator-python
The original bloch equation simulator was a Matlab mex file created by Brian Hargreaves at Stanford University. This modification to run it as a Python C extension
Song-Pingfan/DeepRF
Song-Pingfan/HYDRA
HYDRA: Hybrid deep magnetic resonance fingerprinting
Song-Pingfan/csgan
Task-Aware Compressed Sensing Using Generative Adversarial Networks (published in AAAI18)
Song-Pingfan/gpytorch
A highly efficient and modular implementation of Gaussian Processes in PyTorch
Song-Pingfan/MRSignalsSeqs
Stanford University Rad229 Class Code: MRI Signals and Sequences
Song-Pingfan/Online-Dictionary-Learning-demo
Song-Pingfan/pytorch-cnn-visualizations
Pytorch implementation of convolutional neural network visualization techniques
Song-Pingfan/Song-Pingfan.github.io