Adversarial Learning & Deep Learning & Robustness Analytic

South China Agricultural University

2022.07 - Current

Working at college of mathematics and informatics.

Sun Yat-sen University

2018.09 - 2022.06

Working toward the Ph.D. degree in cyberspace security.

Sun Yat-sen University

2012.09 - 2015.07

Received the M.S. degree in computer applied technology.

Southwest Jiaotong University

2008.09 - 2012.07

Received the B.S. degree in network engineering.

Lifeng Huang, Chengying Gao, Ning Liu. Erosion Attack: Harnessing Corruption To Improve Adversarial Examples. IEEE Transactions on Image Processing (TIP 2023 accepted). [CCF-A/中科院1区Top] [Code]

Lifeng Huang, Chengying Gao, Ning Liu. DEFEAT: Decoupled feature attack across deep neural networks. Neural Networks (NN 2022). [CCF-B/中科院1区Top] [Code]

Lifeng Huang, Shuxin Wei, Chengying Gao, Ning Liu. Cyclical Adversarial Attack Pierces Black-box Deep Neural Networks. Pattern Recognition (PR 2022). [CCF-B/中科院1区Top] [Code]

黄立峰, 庄文梓, 廖泳贤, 刘宁.  一种基于进化策略和注意力机制的黑盒对抗攻击算法. 软件学报, 2021, 32(11): 3512-3529. [CCF-A中文/北大核心]

Lifeng Huang, Chengying Gao, Wenzi Zhuang, Ning Liu. Enhance Transferable Adversarial Examples Via Self-Augmentation. Proc. International Conference on Multimedia and Expo (ICME Oral). [CCF-B] [Code]

Lifeng Huang, Chengying Gao, Yuyin Zhou, Changqing Zou, Cihang Xie, Alan Yuille, Ning Liu. Universal Physical Camouflage Attacks on Object Detectors. Proc. IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020: 720-729. [CCF-A] [Code]

Ying Chen, Lifeng Huang, Chengying Gao, Ning Liu. Scale-aware Progressive Optimization Network. Proc. ACM International Conference on Multimedia (ACM MM), 2020: 2211-2219. [CCF-A]

Xing wu, Lifeng Huang, Chengying Gao.  G-UAP: Generic Universal Adversarial Perturbation that Fools RPN-based Detectors. Proc. Asian Conference on Machine Learning (ACML), PMLR, 2019: 1204-1217. [CCF-C]

Lifeng Huang, Chengying Gao. Automatic garment modeling from front and back images. Proc. Pacific Graphics (PG), 2014. [CCF-B]

陈君, 黄立峰, 高成英, 吴贺丰.  基于Gabor小波加权组合特征的性别识别. 计算机辅助设计与图形学学报, 2015, 27(9): 1767-1774. [CCF-A中文/北大核心]

Chengying Gao, Lifeng Huang, A 3D virtual modeling method based on garment images, China patent, 201410398595.0, February 15, 2017, granted.

Ning Liu, Lifeng Huang, A detection method for pedestrian images based on objection detection systems, China patent, 202010331352.0, August 11, 2020, publication.