Dian-Shan Chen's starred repositories
albumentations
Fast and flexible image augmentation library. Paper about the library: https://www.mdpi.com/2078-2489/11/2/125
leetcode-patterns
A pattern-based approach for learning technical interview questions
NYU-DLSP20
NYU Deep Learning Spring 2020
pytorch-metric-learning
The easiest way to use deep metric learning in your application. Modular, flexible, and extensible. Written in PyTorch.
pytorch-cifar100
Practice on cifar100(ResNet, DenseNet, VGG, GoogleNet, InceptionV3, InceptionV4, Inception-ResNetv2, Xception, Resnet In Resnet, ResNext,ShuffleNet, ShuffleNetv2, MobileNet, MobileNetv2, SqueezeNet, NasNet, Residual Attention Network, SENet, WideResNet)
siamese-triplet
Siamese and triplet networks with online pair/triplet mining in PyTorch
imbalanced-dataset-sampler
A (PyTorch) imbalanced dataset sampler for oversampling low frequent classes and undersampling high frequent ones.
lambda-networks
Implementation of LambdaNetworks, a new approach to image recognition that reaches SOTA with less compute
awesome-imbalanced-learning
😎 Everything about class-imbalanced/long-tail learning: papers, codes, frameworks, and libraries | 有关类别不平衡/长尾学习的一切:论文、代码、框架与库
mixup-cifar10
mixup: Beyond Empirical Risk Minimization
English-for-Programmers
《程式英文》:用英文提昇程式可讀性
pytorch-wgan
Pytorch implementation of DCGAN, WGAN-CP, WGAN-GP
continual_learning_papers
Relevant papers in Continual Learning
Deep-Metric-Learning-Baselines
PyTorch Implementation for Deep Metric Learning Pipelines
powerful-benchmarker
A library for ML benchmarking. It's powerful.
Proxy-Anchor-CVPR2020
Official PyTorch Implementation of Proxy Anchor Loss for Deep Metric Learning, CVPR 2020
dml_cross_entropy
Code for the paper "A unifying mutual information view of metric learning: cross-entropy vs. pairwise losses" (ECCV 2020 - Spotlight)
incremental-learning
Pytorch implementation of ACCV18 paper "Revisiting Distillation and Incremental Classifier Learning."
End-to-End-Incremental-Learning
Pytorch implementation of End-to-End Incremental Learning [2018 ECCV Castro]