Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval

no code implementations • 12 Dec 2023 • Qiwei Tian, Chenhao Lin, Zhengyu Zhao, Qian Li, Chao Shen

Furthermore, CA prevents the consequential model collapse, based on a novel metric, collapseness, which is incorporated into the optimization of perturbation.

Adversarial Defense Image Retrieval +2

Towards Deep Learning Models Resistant to Transfer-based Adversarial Attacks via Data-centric Robust Learning

no code implementations • 15 Oct 2023 • Yulong Yang, Chenhao Lin, Xiang Ji, Qiwei Tian, Qian Li, Hongshan Yang, Zhibo Wang, Chao Shen

Instead, a one-shot adversarial augmentation prior to training is sufficient, and we name this new defense paradigm Data-centric Robust Learning (DRL).

Fairness