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 …

This paper evaluates the effects of JPEG compression on image classification using the
Vision Transformer (ViT). In recent years, many studies have been carried out to classify …

In this paper, we propose a privacy-preserving image classification method that is based on
the combined use of encrypted images and the vision transformer (ViT). The proposed …

In this paper, we propose a novel method for protecting convolutional neural network
models with a secret key set so that unauthorized users without the correct key set cannot …

We propose a novel method for protecting trained models with a secret key so that
unauthorized users without the correct key cannot get the correct inference. By taking …

This article presents an overview of image transformation with a secret key and its
applications. Image transformation with a secret key enables us not only to protect visual …

We propose a novel image transformation network for generating visually protected images
for privacy-preserving deep neural networks (DNNs). The proposed transformation network …

In recent years, the ViT model has been widely used in the field of computer vision,
especially for image classification tasks. This paper summarizes the application of ViT in …

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 transformation network for generating visually-protected images for privacy-
preserving DNNs. The proposed transformation network is trained by using a plain image …