Guidance Through Surrogate: Towards a Generic Diagnostic Attack
**TNNLS 2022**, **Impact Factor [14.25]** Match and Deceive loss for guidance to break adversarial defenses.
Mar 1, 2022
Adversarial Pixel Restoration as a Pretext Task for Transferable Perturbations
**Adversarial Machine Learning**, **BMVC 2022**, **Oral**, **Top 9.5%** Self-supervised adversarial training for transferable attacks.
Feb 1, 2022
Self-Distilled Vision Transformer for Domain Generalization
**Self-Learning**, **ACCV 2022**, **Oral**, **Top 14.6%** Self-regularization for Vision Transformer for Domain Generalization.
Feb 1, 2022
Self-supervised Video Transformer
**Self-Learning**, **CVPR 2022**, **Oral**, **Top 5.0%** Self-supervised spatiotemporal view matching for video understanding.
Feb 1, 2022
On Improving Adversarial Transferability of Vision Transformers
**Adversarial Machine Learning**, **ICLR 2022**, **Spotlight**, **Top 5.0%** Self-ensemble with token/feature refinement for adversarial transferability.
Feb 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
Cross-Domain Transferability of Adversarial Perturbations
**Adversarial Machine Learning**, **NeurIPS 2019** Cross-domain transferable adversarial attack.
Jun 1, 2020