崔琦
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l 研究方向
AI安全、AI模型安全、信息隐藏等。近年来发表论文包括人工智能方向和安全方向的顶会及顶刊CVPR、TDSC、TMM等,详见谷歌学术,代码仓库。
欢迎有想象力、编码能力强、有良好英语和数学基础的研究生和本科生与我联系(cuiqi@nuist.edu.cn),加入我所属的数字取证与数据安全大团队,本团队资源丰富、与国内外多所知名院校保持合作关系,我们一起研究学习!
l 研究内容
深度模型知识产权保护 (DNN IP Protection)
鲁棒的深度信息隐藏 (Robust Deep Hiding)
安全可控的AI生成内容 (Accountable AIGC)
l 荣誉
2024年度ACM SIGWEB China 新星奖
2024年江苏省网络空间安全学会优秀博士论文奖
l 科研经历
2024-: 南京信息工程大学
2023-2024: School of Electrical and Electronic Engineering, 新加坡南洋理工大学 (Nanyang Technological University), 博士后研究员 (Research Fellow),合作导师:Prof. Chip-Hong Chang (Fellow of IEEE)
2021-2022: Centre for Computer Vision and Deep Learning (CVDL), 加拿大温莎大学 (University of Windsor),博士联合培养, 合作导师:Prof. Q. M. Jonathan Wu (加拿大工程院院士,Distinguished University Professor)
2017-2022: 南京信息工程大学,博士研究生 (硕博连读)
2013-2017: 计算机与软件学院,南京信息工程大学,本科
l 主要论文 (†Corresponding author, *Contributed equally.)
[CVPR] Qi Cui*, Ruohan Meng*, Chaohui Xu, and Chip-Hong Chang. Steganographic Passport: An Owner and User Verifiable Credential for Deep Model IP Protection Without Retraining, IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), pp. 12302-12311. 2024. (CCF-A)
[TDSC] Qi Cui, Weixuan Tang, Zhili Zhou, Ruohan Meng, Guoshun Nan, and Yun-Qing Shi. Meta-Metric Learning for Secure Deep Image Hiding, IEEE Transactions on Dependable and Secure Computing, vol. 21, no. 5, pp. 4907-4920, 2024. (CCF-A, 中科院一区)
[TMM] Qi Cui, Zhili Zhou, Ruohan Meng, Hongyang Yan, and Q. M. Jonathan Wu. ARES: On Adversarial Robustness Enhancement for Image Steganographic Cost Learning, IEEE Transactions on Multimedia, vol. 26, pp. 6542-6553, 2024. (中科院一区)
[TWC] Zhili Zhou†, Yao Wan, Qi Cui†, Keping Yu, Shahid Mumtaz, Ching-Nung Yang, and Mohsen Guizani. Blockchain-Based Secure and Efficient Secret Image Sharing with Outsourcing Computation in Wireless Networks, IEEE Transactions on Wireless Communications, vol. 23, no. 1, pp. 423-435, 2024. (中科院一区)
[IOTJ] Jingwang Huang*, Qi Cui*†, Zhili Zhou†, Keping Yu, Ching-Nung Yang, and Kim-Kwang Raymond Choo. Encrypted Domain Secret Medical-Image Sharing with Secure Outsourcing Computation in IoT Environment. IEEE Internet of Things Journal, vol. 11, no. 2, pp. 2382-2393, 2024. (中科院一区)
[TNSE] Ruohan Meng, Qi Cui, Zhili Zhou, Zhetao Li, Q. M. Jonathan Wu, and Xingming Sun. High-Capacity Steganography Using Object Addition-based Cover Enhancement for Secure Communication in Networks. IEEE Transactions on Network Science and Engineering, vol.9, no.2, pp. 848-862, 2021.
[CMC] Qi Cui*, Suzanne McIntosh, and Huiyu Sun. Identifying Materials of Photographic Images and Photorealistic Computer Generated Graphics Based on Deep CNNs. Computers, Materials & Continua, vol. 55, no. 2, pp. 229-241, 2018.
[MBE] Qi Cui, Ruohan Meng, Zhili Zhou, Xingming Sun, and Kaiwen Zhu. An Anti-Forensic Scheme on Computer Graphic Images and Natural Images Using Generative Adversarial Networks. Mathematical Biosciences and Engineering, vol. 16, no. 5, pp. 4923-4935, 2019.
[JIT] Qi Cui, Zhili Zhou, Chengsheng Yuan, Xingming Sun, and Q. M. Jonathan Wu. Fast American Sign Language Image Recognition Using CNNs with Fine-tuning. Journal of Internet Technology, vol. 19, no. 7, pp. 2207-2214, 2018.
[ADCOM] Chengsheng Yuan, Qi Cui, Xingming Sun, Q. M. Jonathan Wu, and Sheng Wu. Fingerprint Liveness Detection Using an Improved CNN with the Spatial Pyramid Pooling Structure. Advances in Computers, vol. 120, pp. 157-193, 2021.
[CMC] Ruohan Meng, Qi Cui, Zhili Zhou, Chengsheng Yuan, and Xingming Sun. A Novel Steganography Algorithm Based on Instance Segmentation. Computers, Materials & Continua, vol.63, no.1, pp. 183-196, 2019.
[CMES] Ruohan Meng, Qi Cui, and Chengsheng Yuan, A survey of image information hiding algorithms based on deep learning. Computer Modeling in Engineering & Sciences, vol. 117, no. 3, pp.425-454. 2018.
l 科研项目
“可修复式深度信息隐藏方法研究”,国家自然科学基金青年项目,在研,主持
“防去除攻击的深度信息隐藏方法研究”,江苏省基础研究计划自然科学基金--青年基金项目,在研,主持
“高安全性图像隐写方法研究”,国家自然科学基金面上项目,在研, 参与
“基于生成对抗网络的构造式无载体信息隐藏研究”,国家自然科学基金面上项目, 在研, 参与
l 学术兼职
CSIG数字媒体取证与安全专业委员会委员
江苏省计算机学会信息安全专委会委员
IEEE/ACM会员
Technical Program Committee Member
Advances in Artificial Intelligence and Security Part I & Artificial Intelligence and Security Part II 8th International Conference on Artificial Intelligence and Security, ICAIS 2022, Qinghai, China, July 15-20, 2022, Proceedings.
Asian Hardware Oriented Security and Trust Symposium (AsianHOST), IEEE, Tianjin, China, Dec. 13–15, 2023 Proceedings.
Asian Hardware Oriented Security and Trust Symposium (AsianHOST), IEEE, Kobe, Japan, Dec. 16–18, 2024 Proceedings.
The 4th International Conference on Frontiers of Electronics, Information and Computation Technologies(ICFEICT 2024), Beijing, China, Jun. 22–25, 2024.
Reviewer
Journal:
IEEE Transactions on Circuits and Systems for Video Technology
IEEE Transactions on Information Forensics and Security
IEEE Transactions on Very Large Scale Integration Systems
IEEE Transactions on Industrial Informatics
Computer Networks
Journal of Supercomputing
Conference:
IEEE International Conference on Multimedia and Expo (ICME) 23, 24, 25
International Conference on Learning Representations (ICLR) 25
Conference on Neural Information Processing Systems (NeurIPS) 25
邮编 : 210044
邮箱 : cuiqi@nuist.edu.cn