Stylized Adversarial Defense
**TPAMI 2022**, **Impact Factor [24.31]** Target-aware adversarial training with style, content, and boundary loss.
Apr 1, 2022
Intriguing Properties of Vision Transformers
**Visual-Spatial Perception**, **NeurIPS 2021**, **Spotlight**, **Top 3.0%** Analysis of neural behavioral patterns of self-attention within ViTs.
Sep 1, 2021
On Generating Transferable Targeted Perturbations
**Adversarial Machine Learning**, **ICCV 2021** Targeted & Transferable adversarial attack without labels.
Sep 1, 2021
Orthogonal Projection Loss
**Visual-Spatial Perception**, **ICCV 2021** New Loss function to enforce orthogonality for improved classification.
Sep 1, 2021
A Self-supervised Approach for Adversarial Robustness
**Adversarial Machine Learning**, **CVPR 2020**, **Oral**, **Top 5.7%** Self-supervised learning for adversarial purifications.
Jun 1, 2020