个人简介：

肖梦瑶，工学博士，硕士研究生导师，中国图象图形学会（CSIG）数字媒体取证与安全专业委员会委员、交通视频专业委员会委员。2025年1月以高层次人才计划入职南昌大学软件学院。长期从事人工智能安全、深度伪造检测、模型水印等方向的学术研究，以主要完成人身份荣获江西省计算机学会科学技术二等奖，获EAI国际会议“最佳论文奖（Best paper）”以及IEEE会议论文“最佳报告奖（Best oral presentation）”等多项荣誉奖励。主持江西省自然科学青年基金项目、算力互联网与信息安全教育部重点实验室开放课题、国家中央高校基本科研业务等项目。作为骨干人员参与信息安全相关的多项国家重点研发计划，国家自然科学基金联合基金项目等项目。近五年在IEEE TMM，IEEE TCSVT、ACM TOMM等重点期刊上发表学术论文20余篇，授权专利多项，编撰教材多部。同时，申请人担任IEEE ICBDSE等多个国际会议的专题主席，以及IEEE TDSC、TMM、TCSVT、IWDW等多个多媒体内容安全相关知名国际学术期刊和会议的审稿人。

发表论文（部分）：

[1]  Mengyao Xiao, Xiaolong Li, Jian Li, Qingchao Jiang, Yao Zhao. High-Capacity Reversible Data Hiding for JPEG Images Using Ternary Matrix Embedding [J]. IEEE Transactions on Multimedia, online, 2026, doi:10.1109/TMM.2026.3651010.

[2]      Mengyao Xiao, Xiaolong Li, Bin Ma, Xinpeng Zhang, Yao Zhao. Efficient Reversible Data Hiding for JPEG Images with Multiple Histograms Modification. IEEE Transactions on Circuits and Systems for Video Technology, 2021, 31(7): 2535-2546.

[3]      Mengyao Xiao, Xiaolong Li, Yao Zhao, Bin Ma, Guodong Guo. A Novel Reversible Data Hiding Scheme Based on Pixel-Residual Histogram. ACM Transactions on Multimedia Computing, Communications and Applications, 2023, 19(1): 1-19. 

[4]      Mengyao Xiao, Xiaolong Li, Yao Zhao. General Distortion Based Reversible Data Hiding for Binary Covers. IEEE Signal Processing Letters, 2022, 29: 2537-2541

[5]      Mengyao Xiao, Xiaolong Li, Yao Zhao. Reversible Data Hiding for JPEG Images Based on Multiple Two-Dimensional Histograms. IEEE Signal Processing Letters, 2021, 28: 1620-1624. 

[6]      Mengyao Xiao, Xiaolong Li, Wei Lu, Yao Zhao. Histogram Shifting Based Reversible Data Hiding with Multiple Expansion Bin Pairs. Displays, 2024, 83:102674.

[7]      Mengyao Xiao, Xiaolong Li, Feng Ding, Lingfeng Qu, Hong Rao, Yao Zhao. General Distortion Based Reversible Data Hiding for JPEG Images. Journal of King Saud University Computer and Information Sciences, 2025, 37:273. 

[8]      Mengyao Xiao, Xiaolong Li, Yangyang Wang, Yao Zhao, Rongrong Ni. Reversible Data Hiding Based on Pairwise Embedding and Optimal Expansion Path. Signal Processing, 2019, 158, 210–218.

[9]     Feng Ding, Xinan He, Rensheng Kuang, Mengyao Xiao*, Xiaogang Zhu, Guopu Zhu, Pradeep K. Atrey. DCHVF-GAN: Synthesizing Adversarial DeepFakes with High Visual Fidelity by Multimodality Fusion, ACM Transactions on Multimedia Computing, Communications and Applications, Accept, 2026.     

[10]  Feng Ding, Wenhui Yi, Xinan He, Mengyao Xiao*, Jianfeng Xu*, Jiangiang Du. DIFFFACE-EDIT: A Diffusion-Based Facial Dataset for Forgery-Semantic Driven Deepfake Detection Analysis. IEEE ICASSP, in press, 2026.     

[11]  Xiaolong Liu, Aocong Cheng, Mengyao Xiao*, Xiaolong Li, Yao Zhao. Deep Hashing Framework for Proactively Deepfake Retrieval and Detection, Journal of King Saud University Computer and Information Sciences, Accept, 2026.

[12]  Feng Ding, Qi He, Mengyao Xiao*. MTA-B0: A Lightweight Deepfake Image Detection Method Based on Multi-Teacher–Assistant Collaborative Distillation. 15th EAI International Conference, in press, 2025.  

[13]  Feng Ding, Yue Zhang, Mengyao Xiao*, Kangkang Wei, Zhangyi Shen, Hong Rao*. Vision-Text Interactive Hybrid Granularity Proxy Representation Learning for AI-Generated Image Detection, in IEEE International Workshop on Information Forensics and Security (WIFS), in press, 2025.   

[14]  Shaowei Weng, Ye Zhou, Tiancong Zhang, Mengyao Xiao, Yao Zhao. General Framework to Reversible Data Hiding for JPEG Images with Multiple Two-Dimensional Histograms. IEEE Transactions on Multimedia, 2023, 25: 5747-5762.   

[15]  Shaowei Weng, Ye Zhou, Tiancong Zhang, Mengyao Xiao, Yao Zhao. Reversible Data Hiding for JPEG Images with Adaptive Multiple Two-Dimensional Histogram and Mapping Generation. IEEE Transactions on Multimedia, 2023, 25: 8738-8752. 

[16]  Qi Chang, Lukai Zhang, Haorui Wu, Mengyao Xiao, Ye Yao, Xiaolong Li, Yao Zhao. Reversible Data Hiding for JPEG Images with Adaptive Multiple Two-Dimensional Histogram and Mapping Generation. IEEE Transactions on Circuits and Systems for Video Technology, Online, 2026. 

[17]  Xiang Li, Mengyao Xiao, Xiaolong Li, Shijun Xiang, Yao Zhao. Matrix Embedding Based Multiple Histograms Modification for Efficient Reversible Data Hiding. IEEE Signal Processing Letters, 2024, 31: 2555-2559.   

[18]  Shimei Ma, Xiaolong Li, Mengyao Xiao, Bin Ma, Yao Zhao. Fast Expansion Bins Determination for Multiple Histograms Modification Based Reversible Data Hiding. IEEE Signal Processing Letters, 2022, 29: 662-666.    

[19]  Haorui Wu, Xiang Li, Qi Chang, Mengyao Xiao, Xiaolong Li, Yao Zhao. High-fidelity Reversible Data Hiding Based on Enhanced IPPVO and Adaptive 2D Histogram Modification. Signal Processing, 2025, 232: 109901.

研究生/本科招生

课题组常年招收硕士研究生及大二、大三本科生加入研究团队。

课题组将为每位成员提供全面支持，因材施教，提供但不限于：系统的学术指导（组会、论文研讨、代码辅导）、良好的科研条件（专用工位、助研津贴、计算资源、学术会议资助）以及个性化的深造/就业指导与推荐。诚挚欢迎对学术研究有热情、具备一定编程和英语读写能力、未来计划继续深造或从事技术研发工作的同学联系（注：踏实认真的学习态度比现有基础更为重要）。有意者请将个人简历发送至邮箱：xiaomy@ncu.edu.cn。

无论你是立志投身学术，还是希望掌握硬核技术进入工业界，我都会在资源和指导上竭尽所能。如果你踏实肯钻研，对人生乐观积极，欢迎随时联系我。

授课信息

承担信息隐藏技术（本科生及研究生）、信息安全数学基础（本科生）、网络空间安全导论（本科生）、科学研究与创新实践（本科生）等课程。