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07/12/2022
Image and Model Transformation with Secret Key for Vision Transformer
In this paper, we propose a combined use of transformed images and visio...
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02/05/2022
Adversarial Detector with Robust Classifier
Deep neural network (DNN) models are wellknown to easily misclassify pre...
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09/03/2021
Access Control Using Spatially Invariant Permutation of Feature Maps for Semantic Segmentation Models
In this paper, we propose an access control method that uses the spatial...
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09/01/2021
A Protection Method of Trained CNN Model Using Feature Maps Transformed With Secret Key From Unauthorized Access
In this paper, we propose a model protection method for convolutional ne...
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07/20/2021
Protecting Semantic Segmentation Models by Using Block-wise Image Encryption with Secret Key from Unauthorized Access
Since production-level trained deep neural networks (DNNs) are of a grea...
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04/09/2021
Piracy-Resistant DNN Watermarking by Block-Wise Image Transformation with Secret Key
In this paper, we propose a novel DNN watermarking method that utilizes ...
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03/05/2021
Transfer Learning-Based Model Protection With Secret Key
We propose a novel method for protecting trained models with a secret ke...
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11/16/2020
Ensemble of Models Trained by Key-based Transformed Images for Adversarially Robust Defense Against Black-box Attacks
We propose a voting ensemble of models trained by using block-wise trans...
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10/02/2020
Block-wise Image Transformation with Secret Key for Adversarially Robust Defense
In this paper, we propose a novel defensive transformation that enables ...
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08/06/2020
Training DNN Model with Secret Key for Model Protection
In this paper, we propose a model protection method by using block-wise ...
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05/16/2020
Encryption Inspired Adversarial Defense for Visual Classification
Conventional adversarial defenses reduce classification accuracy whether...
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07/31/2019