Data Generation

STGAN: A Unified Selective Transfer Network for Arbitrary Image Attribute Editing

Authors: Ming Liu, Yukang Ding, Min Xia, Xiao Liu, Errui Ding, Wangmeng Zuo, Shilei Wen | Published: 2019-04-22
Data Generation
Deepfake
Image Processing

A Style-Based Generator Architecture for Generative Adversarial Networks

Authors: Tero Karras, Samuli Laine, Timo Aila | Published: 2018-12-12 | Updated: 2019-03-29
Data Generation
Deepfake
Image Processing

Generating Labeled Flow Data from MAWILab Traces for Network Intrusion Detection

Authors: Jinoh Kim, Caitlin Sim, Jinhwan Choi | Published: 2018-10-03
Data Generation
Anomaly Detection in Logs
Research Methodology

Implicit Generative Modeling of Random Noise during Training for Adversarial Robustness

Authors: Priyadarshini Panda, Kaushik Roy | Published: 2018-07-05 | Updated: 2019-05-31
Data Generation
Certified Robustness
Adversarial Learning

PRADA: Protecting against DNN Model Stealing Attacks

Authors: Mika Juuti, Sebastian Szyller, Samuel Marchal, N. Asokan | Published: 2018-05-07 | Updated: 2019-03-31
Data Generation
Model Extraction Attack
Threat Model

AttGAN: Facial Attribute Editing by Only Changing What You Want

Authors: Zhenliang He, Wangmeng Zuo, Meina Kan, Shiguang Shan, Xilin Chen | Published: 2017-11-29 | Updated: 2018-07-25
Data Generation
Deepfake
Image Processing

No Classification without Representation: Assessing Geodiversity Issues in Open Data Sets for the Developing World

Authors: Shreya Shankar, Yoni Halpern, Eric Breck, James Atwood, Jimbo Wilson, D. Sculley | Published: 2017-11-22
Data Generation
Bias Elimination in Training Data
Bias in Training Data

Unpaired Image-to-Image Translation using Cycle-Consistent Adversarial Networks

Authors: Jun-Yan Zhu, Taesung Park, Phillip Isola, Alexei A. Efros | Published: 2017-03-30 | Updated: 2020-08-24
Data Generation
Deepfake
Image Processing