Data Augmentation Techniques

ODE guided Neural Data Augmentation Techniques for Time Series Data and its Benefits on Robustness

Authors: Anindya Sarkar, Anirudh Sunder Raj, Raghu Sesha Iyengar | Published: 2019-10-15 | Updated: 2020-09-27
Data Augmentation Techniques
Model Robustness
Adversarial Learning

Robust Classification using Robust Feature Augmentation

Authors: Kevin Eykholt, Swati Gupta, Atul Prakash, Amir Rahmati, Pratik Vaishnavi, Haizhong Zheng | Published: 2019-05-26 | Updated: 2019-09-18
Data Augmentation Techniques
Generalization Performance
Machine Learning Technology

Disentangled Deep Autoencoding Regularization for Robust Image Classification

Authors: Zhenyu Duan, Martin Renqiang Min, Li Erran Li, Mingbo Cai, Yi Xu, Bingbing Ni | Published: 2019-02-27
Data Augmentation Techniques
Backdoor Attack
Robustness Improvement Method