Biological Age Estimated from Retinal Imaging: A Novel Biomarker of Aging. - Chi Liu 002; Wei Wang; Zhixi Li; Yu Jiang; Xiaotong Han; Jason Ha; Wei Meng; Mingguang He (MICCAI (1), 2019)

Privacy Intelligence: A Survey on Image Sharing on Online Social Networks. - Chi Liu 002; Tianqing Zhu; Jun Zhang 010; Wanlei Zhou 001 (CoRR, 2020)

A Label Uncertainty-Guided Multi-Stream Model for Disease Screening. - Chi Liu 002; Zongyuan Ge; Mingguang He; Xiaotong Han (ISBI, 2022)

Towards Robust Gan-Generated Image Detection: A Multi-View Completion Representation. - Chi Liu 002; Tianqing Zhu; Sheng Shen 005; Wanlei Zhou 001 (IJCAI, 2023)

EPVT: Environment-Aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition. - Siyuan Yan; Chi Liu 002; Zhen Yu; Lie Ju; Dwarikanath Mahapatra; Victoria Mar; Monika Janda; H. Peter Soyer; Zongyuan Ge (MICCAI (7), 2023)

High-frequency Matters: An Overwriting Attack and defense for Image-processing Neural Network Watermarking. - Huajie Chen; Tianqing Zhu; Chi Liu 002; Shui Yu 001; Wanlei Zhou 001 (CoRR, 2023)

EPVT: Environment-aware Prompt Vision Transformer for Domain Generalization in Skin Lesion Recognition. - Siyuan Yan; Chi Liu 002; Zhen Yu; Lie Ju; Dwarikanath Mahapatrainst; Victoria Mar; Monika Janda; H. Peter Soyer; Zongyuan Ge (CoRR, 2023)

Privacy Intelligence: A Survey on Image Privacy in Online Social Networks. - Chi Liu 002; Tianqing Zhu; Jun Zhang 010; Wanlei Zhou 001 (ACM Comput. Surv., 2023)

Adversarial Attacks and Defenses in Deep Learning: From a Perspective of Cybersecurity. - Shuai Zhou 001; Chi Liu 002; Dayong Ye; Tianqing Zhu; Wanlei Zhou 001; Philip S. Yu (ACM Comput. Surv., 2023)

Making DeepFakes More Spurious: Evading Deep Face Forgery Detection via Trace Removal Attack. - Chi Liu 002; Huajie Chen; Tianqing Zhu; Jun Zhang 010; Wanlei Zhou 001 (IEEE Trans. Dependable Secur. Comput., 2023)

OphNet: A Large-Scale Video Benchmark for Ophthalmic Surgical Workflow Understanding. - Ming Hu; Peng Xia 005; Lin Wang 027; Siyuan Yan; Feilong Tang; Zhongxing Xu; Yimin Luo; Kaimin Song; Jürgen Leitner; Xuelian Cheng; Jun Cheng; Chi Liu 002; et al. (ECCV (4), 2024)

DIsFU: Protecting Innocent Clients in Federated Unlearning. - Fanyu Kong; Xiangyun Tang; Yu Weng; Tao Zhang 009; Hongyang Du; Jiawen Kang 001; Chi Liu 002 (ICA3PP (4), 2024)

New Emerged Security and Privacy of Pre-trained Model: a Survey and Outlook. - Mengmeng Yang 002; Tianqing Zhu; Chi Liu 002; Wanlei Zhou 001; Shui Yu 001; Philip S. Yu (CoRR, 2024)

When deep learning meets watermarking: A survey of application, attacks and defenses. - Huajie Chen; Chi Liu 002; Tianqing Zhu; Wanlei Zhou 001 (Comput. Stand. Interfaces, 2024)

Disentangling different levels of GAN fingerprints for task-specific forensics. - Chi Liu 002; Tianqing Zhu; Yuan Zhao; Jun Zhang 010; Wanlei Zhou 001 (Comput. Stand. Interfaces, 2024)

Economic evaluation for medical artificial intelligence: accuracy vs. cost-effectiveness in a diabetic retinopathy screening case. - Yueye Wang; Chi Liu 002; Wenyi Hu; Lixia Luo; Danli Shi; Jian Zhang; Qiuxia Yin; Lei Zhang 095; Xiaotong Han; Mingguang He (npj Digit. Medicine, 2024)

High-Frequency Matters: Attack and Defense for Image-Processing Model Watermarking. - Huajie Chen; Tianqing Zhu; Chi Liu 002; Shui Yu 001; Wanlei Zhou 001 (IEEE Trans. Serv. Comput., 2024)

Federated Learning With Heterogeneous Client Expectations: A Game Theory Approach. - Sheng Shen 005; Chi Liu 002; Teng Joon Lim (IEEE Trans. Knowl. Data Eng., 2024)

Addressing underestimation and explanation of retinal fundus photo-based cardiovascular disease risk score: Algorithm development and validation. - Zhihong Lin; Chi Liu 002; Danli Shi; Yueye Wang; Wenyi Hu; Jacqueline Henwood; Katerina V. Kiburg; Peter van Wijngaarden; Malcolm Clark; Xianwen Shang; Xiaotong Han; Lei Zhang 095; et al. (Comput. Biol. Medicine, 2025)

Prompt-Driven Latent Domain Generalization for Medical Image Classification. - Siyuan Yan; Zhen Yu; Chi Liu 002; Lie Ju; Dwarikanath Mahapatra; Brigid Betz-Stablein; Victoria Mar; Monika Janda; H. Peter Soyer; Zongyuan Ge (IEEE Trans. Medical Imaging, 2025)

What is the role of human decisions in a world of artificial intelligence: an economic evaluation of human-AI collaboration in diabetic retinopathy screening. - Yueye Wang; Wenyi Hu; Keyao Zhou; Chi Liu 002; Jian Zhang; Zhuoting Zhu; Sanil Joseph; Qiuxia Yin; Lixia Luo; Xiaotong Han; Mingguang He; Lei Zhang 095 (CoRR, 2025)

Can LLMs Assist Computer Education? an Empirical Case Study of DeepSeek. - Dongfu Xiao; Chen Gao; Zhengquan Luo; Chi Liu 002; Sheng Shen 017 (CoRR, 2025)

Unleashing the Power of Pre-trained Encoders for Universal Adversarial Attack Detection. - Yinghe Zhang; Chi Liu 002; Shuai Zhou 001; Sheng Shen 017; Peng Gui (CoRR, 2025)

Enhancing Fundus Image-based Glaucoma Screening via Dynamic Global-Local Feature Integration. - Yuzhuo Zhou; Chi Liu 002; Sheng Shen 017; Siyu Le; Liwen Yu; Sihan Ouyang; Zongyuan Ge (CoRR, 2025)

Robust AI-Synthesized Image Detection via Multi-feature Frequency-aware Learning. - Hongfei Cai; Chi Liu 002; Sheng Shen 017; Youyang Qu; Peng Gui (CoRR, 2025)

Who's the Mole? Modeling and Detecting Intention-Hiding Malicious Agents in LLM-Based Multi-Agent Systems. - Yizhe Xie; Congcong Zhu; Xinyue Zhang; Minghao Wang; Chi Liu 002; Minglu Zhu; Tianqing Zhu (CoRR, 2025)

LASF: a local adaptive segmentation framework for coronary angiogram segments. - Hao Ren; Dongxiao Li; Fengshi Jing; Xinyue Zhang; Xingyuan Tian; Songlin Xie; Erfu Zhang; Ruining Wang; Han He; Yinpan He; Yake Xue; Chi Liu 002; et al. (Health Inf. Sci. Syst., 2025)