DeepGauge: Multi-granularity testing criteria for deep learning systems
Lei Ma, Felix Juefei-Xu, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Chunyang Chen, Ting Su, Li Li, Yang Liu, et al · 2018
Cited alongside, same era.
Deepmutation: Mutation testing of deep learning systems
Lei Ma, Fuyuan Zhang, Jiyuan Sun, Minhui Xue, Bo Li, Felix Juefei-Xu, Chao Xie, Li Li, Yang Liu, Jianjun Zhao, et al · 2018
Cited alongside, same era.
Detecting GAN-generated imagery using color cues
Original
Scott McCloskey and Michael Albright · 2018
Cited alongside, same era.
Protecting world leaders against deep fakes
Shruti Agarwal, Hany Farid, Yuming Gu, Mingming He, Koki Nagano, and Hao Li · 2019
Cited alongside, same era.
A style-based generator architecture for generative adversarial networks
Tero Karras, Samuli Laine, and Timo Aila · 2019
Cited alongside, same era.
Analyzing and improving the image quality of stylegan
Original
Tero Karras, Samuli Laine, Miika Aittala, Janne Hellsten, Jaakko Lehtinen, and Timo Aila · 2019
Cited alongside, same era.
Exposing deepfake videos by detecting face warping artifacts
Yuezun Li and Siwei Lyu · 2019
Cited alongside, same era.
Celeb-DF: A new dataset for deepfake forensics
Original
Yuezun Li, Xin Yang, Pu Sun, Honggang Qi, and Siwei Lyu · 2019
Cited alongside, same era.
STGAN: A unified selective transfer network for arbitrary image attribute editing
Ming Liu, Yukang Ding, Min Xia, Xiao Liu, Errui Ding, Wangmeng Zuo, and Shilei Wen · 2019
Cited alongside, same era.
Deepct: Tomographic combinatorial testing for deep learning systems
Lei Ma, Felix Juefei-Xu, Minhui Xue, Bo Li, Li Li, Yang Liu, and Jianjun Zhao · 2019
Cited alongside, same era.
NIC: Detecting adversarial samples with neural network invariant checking
Shiqing Ma, Yingqi Liu, Guanhong Tao, Wen-Chuan Lee, and Xiangyu Zhang · 2019
Cited alongside, same era.
Detecting GAN generated fake images using co-occurrence matrices
Original
Lakshmanan Nataraj, Tajuddin Manhar Mohammed, BS Manjunath, Shivkumar Chandrasekaran, Arjuna Flenner, Jawadul H Bappy, and Amit K Roy-Chowdhury · 2019
Cited alongside, same era.