2 papers
cs.CR2025
Effective Fine-Tuning of Vision Transformers with Low-Rank Adaptation for Privacy-Preserving Image Classification
Haiwei Lin, Shoko Imaizumi, Hitoshi Kiya
We propose a low-rank adaptation method for training privacy-preserving vision transformer (ViT) models that efficiently freezes pre-trained ViT model weights. In the proposed meth…
cs.CV2021
Protection of SVM Model with Secret Key from Unauthorized Access
Ryota Iijima, AprilPyone MaungMaung, Hitoshi Kiya
In this paper, we propose a block-wise image transformation method with a secret key for support vector machine (SVM) models. Models trained by using transformed images offer a poo…