most citedPrivacy-Preserving Image Classification Using ConvMixer with Adaptive Permutation Matrix

1 citations · 1 across the 12 of their papers we have counts for

collaborators

8 papers

cs.CV2022

An Access Control Method with Secret Key for Semantic Segmentation Models

Teru Nagamori, Ryota Iijima, Hitoshi Kiya

A novel method for access control with a secret key is proposed to protect models from unauthorized access in this paper. We focus on semantic segmentation models with the vision t…

cs.CV2022

A Detection Method of Temporally Operated Videos Using Robust Hashing

Shoko Niwa, Miki Tanaka, Hitoshi Kiya

SNS providers are known to carry out the recompression and resizing of uploaded videos/images, but most conventional methods for detecting tampered videos/images are not robust eno…

cs.CV20221 cited

Privacy-Preserving Image Classification Using ConvMixer with Adaptive Permutation Matrix

Zheng Qi, AprilPyone MaungMaung, Hitoshi Kiya

In this paper, we propose a privacy-preserving image classification method using encrypted images under the use of the ConvMixer structure. Block-wise scrambled images, which are r…

cs.CV2022

Template matching with white balance adjustment under multiple illuminants

Teruaki Akazawa, Yuma Kinoshita, Hitoshi Kiya

In this paper, we propose a novel template matching method with a white balancing adjustment, called N-white balancing, which was proposed for multi-illuminant scenes. To reduce th…

cs.CR2022

An Encryption Method of ConvMixer Models without Performance Degradation

Ryota Iijima, Hitoshi Kiya

In this paper, we propose an encryption method for ConvMixer models with a secret key. Encryption methods for DNN models have been studied to achieve adversarial defense, model pro…

cs.CR2022

Security Evaluation of Compressible Image Encryption for Privacy-Preserving Image Classification against Ciphertext-only Attacks

Tatsuya Chuman, Hitoshi Kiya

The security of learnable image encryption schemes for image classification using deep neural networks against several attacks has been discussed. On the other hand, block scrambli…