76 citations · 199 across the 15 of their papers we have counts for
5 papers · 1 filter
DeepKeyGen: A Deep Learning-based Stream Cipher Generator for Medical Image Encryption and Decryption
Yi Ding, Fuyuan Tan, Zhen Qin +3
The need for medical image encryption is increasingly pronounced, for example to safeguard the privacy of the patients' medical imaging data. In this paper, a novel deep learning-b…
A Survey of Machine Learning Techniques in Adversarial Image Forensics
Ehsan Nowroozi, Ali Dehghantanha, Reza M. Parizi +1
Image forensic plays a crucial role in both criminal investigations (e.g., dissemination of fake images to spread racial hate or false narratives about specific ethnicity groups) a…
Pocket Diagnosis: Secure Federated Learning against Poisoning Attack in the Cloud
Zhuoran Ma, Jianfeng Ma, Yinbin Miao +3
Federated learning has become prevalent in medical diagnosis due to its effectiveness in training a federated model among multiple health institutions (i.e. Data Islands (DIs)). Ho…
Generating Image Adversarial Examples by Embedding Digital Watermarks
Yuexin Xiang, Tiantian Li, Wei Ren +2
With the increasing attention to deep neural network (DNN) models, attacks are also upcoming for such models. For example, an attacker may carefully construct images in specific wa…
VerifyTL: Secure and Verifiable Collaborative Transfer Learning
Zhuoran Ma, Jianfeng Ma, Yinbin Miao +4
Getting access to labelled datasets in certain sensitive application domains can be challenging. Hence, one often resorts to transfer learning to transfer knowledge learned from a…