Dyslexia is a neurological disorder that is characterized by imprecise comprehension of words and generally poor reading performance. It affects a significant population of school …
We present a novel privacy-preserving scheme for deep neural networks (DNNs) that enables us not to only apply images without visual information to DNNs but to also consider …
MM AprilPyone, H Kiya - IEEE Transactions on Information …, 2021 - ieeexplore.ieee.org
In this paper, we propose a novel defensive transformation that enables us to maintain a high classification accuracy under the use of both clean images and adversarial examples …
We propose a novel image transformation scheme using generative adversarial networks (GANs) for privacy-preserving deep neural networks (DNNs). The proposed scheme …
We propose a novel image transformation network for generating visually protected images for privacy-preserving deep neural networks (DNNs). The proposed transformation network …
QX Huang, WL Yap, MY Chiu, HM Sun - IEEE Access, 2022 - ieeexplore.ieee.org
The need for cloud servers for training deep neural network (DNN) models is increasing as more complex architecture designs of DNN models are developed. Nevertheless, cloud …
In recent years, neural networks and cryptographic schemes have come together in war and peace; a cross-impact that forms a dichotomy deserving a comprehensive review study …
H Kiya, R Iijima, A Maungmaung… - … on Information and …, 2023 - search.ieice.org
In this paper, we propose a combined use of transformed images and vision transformer (ViT) models transformed with a secret key. We show for the first time that models trained …
AP Maung Maung, H Kiya - Proceedings of the 2021 ACM Workshop on …, 2021 - dl.acm.org
In this paper, we propose a novel DNN watermarking method that utilizes a learnable image transformation method with a secret key. The proposed method embeds a watermark pattern …