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

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cs.CV2025

Adversarial Video Promotion Against Text-to-Video Retrieval

Qiwei Tian, Chenhao Lin, Zhengyu Zhao +3

Thanks to the development of cross-modal models, text-to-video retrieval (T2VR) is advancing rapidly, but its robustness remains largely unexamined. Existing attacks against T2VR a…

cs.CV2023

Collapse-Aware Triplet Decoupling for Adversarially Robust Image Retrieval

Qiwei Tian, Chenhao Lin, Zhengyu Zhao +2

Adversarial training has achieved substantial performance in defending image retrieval against adversarial examples. However, existing studies in deep metric learning (DML) still s…