A New Polarization Image Demosaicking Algorithm by Exploiting Inter-Channel Correlations With Guided Filtering. - ShuMin Liu; Jiajia Chen 002; Yuan Xun; Xiaojin Zhao; Chip-Hong Chang (IEEE Trans. Image Process., 2020)

Universal Watermark Vaccine: Universal Adversarial Perturbations for Watermark Protection. - Jianbo Chen; Xinwei Liu; Siyuan Liang; Xiaojun Jia; Yuan Xun (CVPR Workshops, 2023)

Does Few-Shot Learning Suffer from Backdoor Attacks? - Xinwei Liu; Xiaojun Jia; Jindong Gu; Yuan Xun; Siyuan Liang; Xiaochun Cao (AAAI, 2024)

Multimodal Unlearnable Examples: Protecting Data against Multimodal Contrastive Learning. - Xinwei Liu; Xiaojun Jia; Yuan Xun; Siyuan Liang; Xiaochun Cao (ACM Multimedia, 2024)

Unlearning Backdoor Threats: Enhancing Backdoor Defense in Multimodal Contrastive Learning via Local Token Unlearning. - Siyuan Liang; Kuanrong Liu; Jiajun Gong; Jiawei Liang; Yuan Xun; Ee-Chien Chang; Xiaochun Cao (CoRR, 2024)

CleanerCLIP: Fine-grained Counterfactual Semantic Augmentation for Backdoor Defense in Contrastive Learning. - Yuan Xun; Siyuan Liang; Xiaojun Jia; Xinwei Liu; Xiaochun Cao (CoRR, 2024)

Minimalism is King! High-Frequency Energy-Based Screening for Data-Efficient Backdoor Attacks. - Yuan Xun; Xiaojun Jia; Jindong Gu; Xinwei Liu; Qing Guo 005; Xiaochun Cao (IEEE Trans. Inf. Forensics Secur., 2024)

A Survey on Transferability of Adversarial Examples Across Deep Neural Networks. - Jindong Gu; Xiaojun Jia; Pau de Jorge; Wenqian Yu; Xinwei Liu; Avery Ma; Yuan Xun; Anjun Hu; Ashkan Khakzar; Zhijiang Li; Xiaochun Cao; Philip Torr 001 (Trans. Mach. Learn. Res., 2024)

PersGuard: Preventing Malicious Personalization via Backdoor Attacks on Pre-trained Text-to-Image Diffusion Models. - Xinwei Liu; Xiaojun Jia; Yuan Xun; Hua Zhang 008; Xiaochun Cao (CoRR, 2025)

Robust Anti-Backdoor Instruction Tuning in LVLMs. - Yuan Xun; Siyuan Liang; Xiaojun Jia; Xinwei Liu; Xiaochun Cao (CoRR, 2025)

GeoShield: Safeguarding Geolocation Privacy from Vision-Language Models via Adversarial Perturbations. - Xinwei Liu; Xiaojun Jia; Yuan Xun; Simeng Qin; Xiaochun Cao (CoRR, 2025)

The Emotional Baby Is Truly Deadly: Does your Multimodal Large Reasoning Model Have Emotional Flattery towards Humans? - Yuan Xun; Xiaojun Jia; Xinwei Liu; Hua Zhang (CoRR, 2025)