Search Results for author: Jiawei Su

Found 4 papers, 1 papers with code

Understanding the One-Pixel Attack: Propagation Maps and Locality Analysis

no code implementations8 Feb 2019 Danilo Vasconcellos Vargas, Jiawei Su

Deep neural networks were shown to be vulnerable to single pixel modifications.

Attacking Convolutional Neural Network using Differential Evolution

no code implementations19 Apr 2018 Jiawei Su, Danilo Vasconcellos Vargas, Kouichi Sakurai

The attack only requires modifying 5 pixels with 20. 44, 14. 76 and 22. 98 pixel values distortion.

Lightweight Classification of IoT Malware based on Image Recognition

no code implementations11 Feb 2018 Jiawei Su, Danilo Vasconcellos Vargas, Sanjiva Prasad, Daniele Sgandurra, Yaokai Feng, Kouichi Sakurai

The Internet of Things (IoT) is an extension of the traditional Internet, which allows a very large number of smart devices, such as home appliances, network cameras, sensors and controllers to connect to one another to share information and improve user experiences.

Classification General Classification

One pixel attack for fooling deep neural networks

5 code implementations24 Oct 2017 Jiawei Su, Danilo Vasconcellos Vargas, Sakurai Kouichi

The results show that 67. 97% of the natural images in Kaggle CIFAR-10 test dataset and 16. 04% of the ImageNet (ILSVRC 2012) test images can be perturbed to at least one target class by modifying just one pixel with 74. 03% and 22. 91% confidence on average.

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