Chen Liu's repositories
GAN-evaluator
A pip-installable evaluator for GANs (IS and FID). Accepts either dataloaders or individual batches. Supports on-the-fly evaluation during training. A working DCGAN SVHN demo script provided.
AdversarialFocalLoss
Adversarial Focal Loss: Asking Your Discriminator for Hard Examples.
Classification_Auxiliary_Task
Investigating alternative auxiliary tasks in image classification.
SimulateBiggerBatchSize
We provide a simple code snippet on how to simulate a bigger batch size when it is not directly achievable by your GPU.
ContrastiveNoAug
Contrastive learning with no augmentation.
CorruptedDataLoader
Pytorch DataLoader wrapper to intentionally mess up, corrupt, shuffle, randomize the input/label correspondence.
DeepContrast_Demo
This is the repository that accompanies the submission "Deep Learning Substitutes Gadolinium in Detecting Functional and Structural Brain Lesions with MRI", under review at Nature Biomedical Engineering.
Cell_Segmentation_and_Tracking
For cell segmentation and tracking.
ChenLiu-1996
My README!!!
ChenLiu-1996.github.io
My Technical Blogs and Repositories
ColumbiaFall2018_IoT
Final Project: Smart Personal Trainer
ColumbiaSpring2019_DL_HW3
BMEN4000 Deep Learning Homework 3
LearnableScattering
Learnable Geometric Scattering Network
StatsVisualNeuroImaging
Statistical Analyses and Visualization for Neuro-imaging
Awesome-Information-Bottleneck
This is a curated list for Information Bottleneck Principle, in memory of Professor Naftali Tishby.
Transformer-Explainability
Adapting to ESM [CVPR 2021] Transformer Interpretability Beyond Attention Visualization, a novel method to visualize classifications by Transformer based networks.