Robust attention ranking architecture with frequency-domain transform to defend against adversarial samples

Author:

Li Wen,Wang HengyouORCID,Huo Lianzhi,He Qiang,Zhang Changlun

Funder

National Natural Science Foundation of China

Beijing Municipal Commission of Education

Beijing University of Civil Engineering and Architecture

Publisher

Elsevier BV

Subject

Computer Vision and Pattern Recognition,Signal Processing,Software

Reference49 articles.

1. Threat of adversarial attacks on deep learning in computer vision: A survey;Akhtar;IEEE Access,2018

2. Anderson, P., He, X., Buehler, C., Teney, D., Johnson, M., Gould, S., Zhang, L., 2018. Bottom-Up and Top-Down Attention for Image Captioning and Visual Question Answering. In: 2018 IEEE Conference on Computer Vision and Pattern Recognition. pp. 6077–6086.

3. Athalye, A., Carlini, N., Wagner, D., 2018. Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples. In: The 35th International Conference on Machine Learning. Vol. 80. ICML, pp. 274–283.

4. Bafna, M., Murtagh, J., Vyas, N., 2018. Thwarting Adversarial Examples: An L0-Robust Sparse Fourier Transform. In: The 32nd International Conference on Neural Information Processing Systems. NeurIPS, pp. 10096–0106.

5. Carlini, N., Wagner, D., 2017. Towards Evaluating the Robustness of Neural Networks. In: 2017 IEEE Symposium on Security and Privacy. SP, pp. 39–57.

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