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Yilin Liu's Projects

cnn_graph icon cnn_graph

Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering

deepxde icon deepxde

A library for scientific machine learning and physics-informed learning

dense3dcrf icon dense3dcrf

Fully-connected (dense) 3D CRF for processing biomedical scans

fastmri icon fastmri

A large-scale dataset of both raw MRI measurements and clinical MRI images.

kair icon kair

Image Restoration Toolbox (PyTorch). Training and testing codes for DPIR, USRNet, DnCNN, FFDNet, SRMD, DPSR, BSRGAN, SwinIR

ml-from-scratch icon ml-from-scratch

Machine Learning From Scratch. Bare bones NumPy implementations of machine learning models and algorithms with a focus on accessibility. Aims to cover everything from linear regression to deep learning.

mre-siren icon mre-siren

Elasticity reconstruction with sinusoidal representation networks

mrf_dl icon mrf_dl

Deep learning for tissue parameter estimation in magnetic resonance fingerprinting

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