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/DCDicL_denoising
Official implementation of Deep Convolutional Dictionary Learning for Image Denoising.
Song-Pingfan/Deep-Generalized-Unfolding-Networks-for-Image-Restoration
Accepted by CVPR 2022
Song-Pingfan/pytorch-tutorial
PyTorch Tutorial for Deep Learning Researchers
Song-Pingfan/bart-webinars
Landing page for BART Webinars
Song-Pingfan/BlochBuster
Graphical simulation of NMR Bloch equations written in Python
Song-Pingfan/CASNet
Content-aware Scalable Deep Compressed Sensing (TIP 2022) [PyTorch]
Song-Pingfan/Causal_Learn_Hackathon
A repository for Turing AI Fellow Hackathon event
Song-Pingfan/dagma
DAGMA: Learning DAGs via M-matrices and a Log-Determinant Acyclicity Characterization
Song-Pingfan/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.
Song-Pingfan/deeplearning-models
A collection of various deep learning architectures, models, and tips
Song-Pingfan/COAST
COAST: COntrollable Arbitrary-Sampling NeTwork for Compressive Sensing, TIP2021 [PyTorch Code]
Song-Pingfan/deepmind-research
This repository contains implementations and illustrative code to accompany DeepMind publications
Song-Pingfan/deepxde
A library for scientific machine learning and physics-informed learning
Song-Pingfan/DPIR
Plug-and-Play Image Restoration with Deep Denoiser Prior (IEEE TPAMI 2021) (PyTorch)
Song-Pingfan/fastMRI
A large-scale dataset of both raw MRI measurements and clinical MRI images.
Song-Pingfan/gradio
Create UIs for your machine learning model in Python in 3 minutes
Song-Pingfan/handson-ml2
A series of Jupyter notebooks that walk you through the fundamentals of Machine Learning and Deep Learning in Python using Scikit-Learn, Keras and TensorFlow 2.
Song-Pingfan/ISTA-Net-PyTorch
ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing, CVPR2018 (PyTorch Code)
Song-Pingfan/mlforhealthlabpub
Machine Learning and Artificial Intelligence for Medicine.
Song-Pingfan/MoDL_PyTorch
PyTorch implementation of MoDL: Model Based Deep Learning Architecture for Inverse Problems
Song-Pingfan/neuraloperator
Learning in infinite dimension with neural operators.
Song-Pingfan/notears
DAGs with NO TEARS: Continuous Optimization for Structure Learning
Song-Pingfan/pdearena
Song-Pingfan/poolformer
PoolFormer: MetaFormer is Actually What You Need for Vision (CVPR 2022)
Song-Pingfan/Reproducible-Deep-Compressive-Sensing
Collection of reproducible deep learning for compressive sensing
Song-Pingfan/Song-Pingfan
Config files for my GitHub profile.
Song-Pingfan/TCS-Net
From Patch to Pixel: A Transformer-based Hierarchical Framework for Compressive Image Sensing
Song-Pingfan/the-turing-way
Host repository for The Turing Way: a how to guide for reproducible data science
Song-Pingfan/TransCL
Accepted by TPAMI 2022
Song-Pingfan/TransCS
TransCS: A Transformer-Based Hybrid Architecture for Image Compressed Sensing