A GAN-Based Image Transformation Scheme for Privacy-Preserving Deep Neural Networks

2 June 2020

Hitoshi Kiya

Papers citing "A GAN-Based Image Transformation Scheme for Privacy-Preserving Deep Neural Networks"

33 / 33 papers shown

Title
Visually Image Encryption and Compression Using a CNN-Based Auto Encoder Mahdi Madani El-Bay Bourennane 38 0 0 01 Apr 2025
Attack GAN (AGAN ): A new Security Evaluation Tool for Perceptual Encryption Umesh Kashyap Sudev Kumar Padhi Sk. Subidh Ali AAML 57 1 0 09 Jul 2024
Privacy-Preserving Deep Learning Using Deformable Operators for Secure Task Learning Fabian Perez Jhon Lopez Henry Arguello 58 0 0 08 Apr 2024
Ensembler: Combating model inversion attacks using model ensemble during collaborative inference Dancheng Liu Jinjun Xiong MIACV FedML AAML 80 0 0 19 Jan 2024
GaitGuard: Towards Private Gait in Mixed Reality Diana Romero Ruchi Jagdish Patel A. Markopoulou Salma Elmalaki 81 1 0 07 Dec 2023
Diff-Privacy: Diffusion-based Face Privacy Protection Xiao He Mingrui Zhu Dongxin Chen N. Wang Xinbo Gao DiffM 105 18 0 11 Sep 2023
Block-Wise Encryption for Reliable Vision Transformer models Hitoshi Kiya Ryota Iijima Teru Nagamori 95 1 0 15 Aug 2023
Re-thinking Model Inversion Attacks Against Deep Neural Networks Ngoc-Bao Nguyen Keshigeyan Chandrasegaran Milad Abdollahzadeh Ngai-Man Cheung 86 44 0 04 Apr 2023
Color-NeuraCrypt: Privacy-Preserving Color-Image Classification Using Extended Random Neural Networks Zheng Qi AprilPyone Maungmaung Hitoshi Kiya 61 2 0 12 Jan 2023
A Privacy Preserving Method with a Random Orthogonal Matrix for ConvMixer Models Rei Aso Tatsuya Chuman Hitoshi Kiya PICV 48 0 0 10 Jan 2023
Hiding Visual Information via Obfuscating Adversarial Perturbations Zhigang Su Dawei Zhou Nannan Wangu Decheng Liu Zhen Wang Xinbo Gao AAML 39 11 0 30 Sep 2022
Access Control with Encrypted Feature Maps for Object Detection Models Teru Nagamori Hiroki Ito AprilPyone Maungmaung Hitoshi Kiya 63 2 0 29 Sep 2022
On the Adversarial Transferability of ConvMixer Models Ryota Iijima Miki Tanaka Isao Echizen Hitoshi Kiya AAML 60 2 0 19 Sep 2022
StyleGAN Encoder-Based Attack for Block Scrambled Face Images AprilPyone Maungmaung Hitoshi Kiya CVBM PICV 79 4 0 16 Sep 2022
On the Transferability of Adversarial Examples between Encrypted Models Miki Tanaka Isao Echizen Hitoshi Kiya SILM 84 4 0 07 Sep 2022
Privacy-Preserving Image Classification Using ConvMixer with Adaptive Permutation Matrix Zheng Qi AprilPyone Maungmaung Hitoshi Kiya PICV 61 4 0 04 Aug 2022
An Encryption Method of ConvMixer Models without Performance Degradation Ryota Iijima Hitoshi Kiya 60 1 0 25 Jul 2022
Security Evaluation of Compressible Image Encryption for Privacy-Preserving Image Classification against Ciphertext-only Attacks Tatsuya Chuman Hitoshi Kiya 54 0 0 17 Jul 2022
Image and Model Transformation with Secret Key for Vision Transformer Hitoshi Kiya Ryota Iijima Maungmaung Aprilpyone Yuma Kinoshita ViT 76 21 0 12 Jul 2022
Access Control of Semantic Segmentation Models Using Encrypted Feature Maps Hiroki Ito AprilPyone Maungmaung Sayaka Shiota Hitoshi Kiya 43 4 0 11 Jun 2022
Privacy-Preserving Image Classification Using Vision Transformer Zheng Qi AprilPyone Maungmaung Yuma Kinoshita Hitoshi Kiya ViT 72 19 0 24 May 2022
An Overview of Compressible and Learnable Image Transformation with Secret Key and Its Applications Hitoshi Kiya AprilPyone Maungmaung Yuma Kinoshita Shoko Imaizumi Sayaka Shiota 84 58 0 26 Jan 2022
Leveraging Image-based Generative Adversarial Networks for Time Series Generation Justin Hellermann Stefan Lessmann GAN AI4TS 62 4 0 15 Dec 2021
Deep Joint Source-Channel Coding for Image Transmission with Visual Protection Jia-lin Xu Bo Ai Wei Chen Ning Wang Miguel R. D. Rodrigues 94 17 0 05 Nov 2021
Access Control Using Spatially Invariant Permutation of Feature Maps for Semantic Segmentation Models Hiroki Ito Maungmaung Aprilpyone Hitoshi Kiya 58 5 0 03 Sep 2021
Protecting Semantic Segmentation Models by Using Block-wise Image Encryption with Secret Key from Unauthorized Access Hiroki Ito Maungmaung Aprilpyone Hitoshi Kiya 23 0 0 20 Jul 2021
A Protection Method of Trained CNN Model with Secret Key from Unauthorized Access AprilPyone Maungmaung Hitoshi Kiya 47 22 0 31 May 2021
A Lightweight Privacy-Preserving Scheme Using Label-based Pixel Block Mixing for Image Classification in Deep Learning Yuexin Xiang Tiantian Li Wei Ren Tianqing Zhu Kim-Kwang Raymond Choo 42 5 0 19 May 2021
Piracy-Resistant DNN Watermarking by Block-Wise Image Transformation with Secret Key Maungmaung Aprilpyone Hitoshi Kiya 106 18 0 09 Apr 2021
Transfer Learning-Based Model Protection With Secret Key Maungmaung Aprilpyone Hitoshi Kiya FedML 41 5 0 05 Mar 2021
Difficulty in estimating visual information from randomly sampled images Masaki Kitayama Hitoshi Kiya 15 0 0 16 Dec 2020
Visual Security Evaluation of Learnable Image Encryption Methods against Ciphertext-only Attacks Warit Sirichotedumrong Hitoshi Kiya AAML 34 9 0 13 Oct 2020
Image Transformation Network for Privacy-Preserving Deep Neural Networks and Its Security Evaluation Hiroki Ito Yuma Kinoshita Hitoshi Kiya 51 16 0 07 Aug 2020