2024
Zhang, T., Liu, J., Zhang, Y., Mu, R., & Ruan, W. (2024). DeepGRE: Global Robustness Evaluation of Deep Neural Networks. In ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE. doi:10.1109/icassp48485.2024.10446884DOI: 10.1109/icassp48485.2024.10446884
2023
Generalizing universal adversarial perturbations for deep neural networks (Journal article)
Zhang, Y., Ruan, W., Wang, F., & Huang, X. (2023). Generalizing universal adversarial perturbations for deep neural networks. MACHINE LEARNING, 112(5), 1597-1626. doi:10.1007/s10994-023-06306-zDOI: 10.1007/s10994-023-06306-z
Self-adaptive Adversarial Training for Robust Medical Segmentation (Conference Paper)
Wang, F., Fu, Z., Zhang, Y., & Ruan, W. (2023). Self-adaptive Adversarial Training for Robust Medical Segmentation. In Unknown Conference (pp. 725-735). Springer Nature Switzerland. doi:10.1007/978-3-031-43898-1_69DOI: 10.1007/978-3-031-43898-1_69
2021
2020
Zhang, Y., Ruan, W., Wang, F., & Huang, X. (2020). Generalizing Universal Adversarial Attacks Beyond Additive Perturbations. In 20TH IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM 2020) (pp. 1412-1417). doi:10.1109/ICDM50108.2020.00186DOI: 10.1109/ICDM50108.2020.00186
Dual sparse learning via data augmentation for robust facial image classification (Journal article)
Zeng, S., Zhang, B., Zhang, Y., & Gou, J. (2020). Dual sparse learning via data augmentation for robust facial image classification. INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 11(8), 1717-1734. doi:10.1007/s13042-020-01067-wDOI: 10.1007/s13042-020-01067-w
2018
Synthetic training samples for enhanced locality-constrained dictionary learning (Journal article)
Zhang, Y., Zeng, S., Zeng, W., & Jiang, H. (2018). Synthetic training samples for enhanced locality-constrained dictionary learning. JOURNAL OF ENGINEERING-JOE, (16), 1761-1767. doi:10.1049/joe.2018.8311DOI: 10.1049/joe.2018.8311
GNN-CRC: Discriminative Collaborative Representation-Based Classification via Gabor Wavelet Transformation and Nearest Neighbor (Journal article)
Zhang, Y., Zeng, S., Zeng, W., & Gou, J. (2018). GNN-CRC: Discriminative Collaborative Representation-Based Classification via Gabor Wavelet Transformation and Nearest Neighbor. Journal of Shanghai Jiaotong University (Science), 23(5), 657-665. doi:10.1007/s12204-018-1960-7DOI: 10.1007/s12204-018-1960-7