张玉书的个人主页

Yushu Zhang Professor/Doctoral Supervisor/IEEE Senior Member
Research Direction: Cyberspace Security, Multimedia Security, AI security, and Privacy Protection

张玉书教授/博导/IEEE Senior Member
研究方向: 多媒体安全与人工智能、区块链及其应用

Nanjing University of Aeronautics and Astronautics
Collage of Computer Science and Technology/College of Artificial Intelligence
yushu@nuaa.edu.cn yushuboshi@163.com Google Scholar

南京航空航天大学
计算机科学与技术学院/人工智能学院
yushu@nuaa.edu.cn yushuboshi@163.com 谷歌学术

Research Background

Since 2013, I have published over 200 papers in TPAMI, TIFS, TMM, TCSVT, and other journals. As the first author, I have contributed to more than 30 papers in the first quartile journals of the Chinese Academy of Sciences. My work has been cited over 10，000 times on Google Scholar, with an H-index of 60. I have authored 15 highly cited papers according to the Essential Science Indicators (ESI), and I have published one academic monograph with Springer Publishing.

I have led national key research and development projects (blockchain), projects funded by the National Natural Science Foundation of China, as well as youth projects. I have been honored with titles such as Chongqing Excellent Doctoral Dissertation (2016), ACM Chongqing Chapter Excellent Doctoral Dissertation (2016), ACM Nanjing Chapter Rising Star Award (2020), the Second Prize of Natural Science Award in Henan Province, the Top 2% Scientists Worldwide list by Professor John P.A. Ioannidis’ team at Stanford University (2021~2024), and the World's Best Computer Science Scientists published by Research.com (2022).

I serve as the Associate Editor for 3 international SCI journals, namely Information Sciences (Impact Factor: 8.1) and Signal Processing (Impact Factor: 4.4).

I am the Chief Editor of the Chinese Journal of Computer Science Review.

自2013年以来累计在TPAMI、TIFS、TMM、TCSVT等发表200余篇论文，以第一作者身份发表中科院1区论文30余篇，Google引用1万余次，H指数60，ESI高被引论文15篇，Springer出版社出版学术专著1本。主持国家重点研发课题、国家基金委面上项目、青年项目等。荣获重庆市优博（2016年）、ACM重庆分会优博（2016年）、ACM南京分会新星奖（2020年）等称号以及河南省自然科学二等奖等。中国图象图形学学会数字媒体取证与安全专委，中国密码学会区块链专委。担任4个国际SCI期刊的副编，包括IEEE Transactions on Network and Service Management (中科院2区，影响因子：5.3)， Information Sciences (中科院1区，影响因子：8.1)，Journal of King Saud University-Computer and Information Sciences (中科院2区，影响因子：6.9)， Signal Processing (中科院2区，影响因子：4.4)。《中国计算机科学评论》主编，《网络与信息安全学报》、《应用科学学报》青年编委。。2021-2024连续年入选斯坦福大学John P.A.Ioannidis教授团队发布的全球前2%顶尖科学家榜单。 2022-2024年入选Research.com发布的全球顶尖计算机科学家榜单。

We welcome submissions to the special issue 'Security and Privacy of Avatar in Metaverse', organized by us in ACM Transactions on Multimedia Computing, Communications, and Applications. 我们在ACM Transactions on Multimedia Computing, Communications, and Applications期刊组织的专刊“Security and Privacy of Avatar in Metaverse”欢迎大家投稿

Representative Publications(*Corresponding Author) 代表性学术论文(*通信作者)

2024

Tao Wang, Yushu Zhang*, Shuren Qi, Ruoyu Zhao, Zhihua Xia, Jian Weng
Security and Privacy on Generative Data in AIGC:A Survey
ACM Computing Surveys, 2024.
Wenying Wen, Minghui Huang, Li Dong*, Yushu Zhang, Yuming Fang
Multiscale Feature-guided Adversarial Examples Quality Assessment via Hierarchical Perception of Human Visual System
IEEE Transactions on Big Data, 2024.
Xu Xu, Junxin Chen, Wenrui Lv, Wei Wang, Yushu Zhang
Image Tampering Detection with Frequency-Aware Attention and Multi-View Fusion
IEEE Transactions on Artificial Intelligence, 2024.
Lvjun Chen, Di Xiao, Xiangli Xiao, Yushu Zhang
Secure and Efficient Federated Learning via Novel Authenticable Multi-Party Computation and Compressed Sensing
IEEE Transactions on Information Forensics and Security, 2024.
Jun Mou, Zheyi Zhang, Nanrun Zhou, Yushu Zhang, Yinghong Cao
Mosaic Tracking: lightweight batch video frame awareness multi-target encryption scheme based on a novel discrete Tabu learning neuron and YoloV5
IEEE Internet of Things Journal, 2024.
Mingfu Xue, Jinlong Fu, Zhiyuan Li, Shifeng Ni, Heyi Wu, Leo Yu Zhang, Yushu Zhang, Weiqiang Liu
A Reinforcement Learning-based ELF Adversarial Malicious Sample Generation Method
IEEE Journal on Emerging and Selected Topics in Circuits and Systems, 2024.
Ruoyu Zhao, Yushu Zhang, Junhao Ji, Shuang Yi, Wenying Wen, Rushi Lan*
AES-AUDIO: An Encryption Scheme for Audio Supporting Differentiated Decryption
IEEE Transactions on Multimedia, 2024.
Xiao Jiang, Yiyuan Xie*, Yushu Zhang, Yichen Ye, Fang Xu, Lili Li, Ye Su, Zhuang Chen
Reversible Data Hiding in Encrypted Images Using Reservoir Computing Based Data Fusion Strategy
IEEE Transactions on Circuits and Systems for Video Technology, 2024.
Ming Li, Zhaoli Yang, Tao Wang, Yushu Zhang, Wenying Wen*
Dual Protection for Image Privacy and Copyright via Traceable Adversarial Examples
IEEE Transactions on Circuits and Systems for Video Technology, 2024.
Tao Wang, Yushu Zhang*, Zixuan Yang, Xiangli Xiao, Hua Zhang, Zhongyun Hua
Seeing is not Believing: An Identity Hider for Human Vision Privacy Protection
IEEE Transactions on Biometrics, Behavior, and Identity Science, 2024.
Xiuli Chai, Gongyao Cao, Zhihua Gan, Yushu Zhang, Yakun Ma, Xin He
TPE-AP: Thumbnail-Preserving Encryption Based on Adjustable Precision for JPEG Images
IEEE Internet of Things Journal, 2024.
Xiao Jiang, Yiyuan Xie*, Yushu Zhang, Thomas Aaron Gulliver, Yichen Ye, Fang Xu, Yandong Yang
Reservoir computing based encryption-then-compression scheme of image achieving lossless compression
Expert Systems with Applications, 2024.
Chao Wang, Shuren Qi*, Zhiqiu Huang, Yushu Zhang, Rushi Lan, Xiaochun Cao, Feng-Lei Fan
Spatial-Frequency Discriminability for RevealingAdversarial Perturbations
IEEE Transactions on Circuits and Systems for Video Technology, 2024.
Xiangli Xiao, Rushi Lan*, Shuang Yi, Wenying Wen, Yushu Zhang
Client-Side Watermarking for Images with Solid-Color Backgrounds
IEEE Signal Processing Letters, 2024.
Tao Wang, Yushu Zhang*, Xiangli Xiao, Lin Yuan, Zhihua Xia, Jian Weng
Make Privacy Renewable! Generating Privacy-Preserving Faces Supporting Cancelable Biometric Recognition
ACM Multimedia, 2024.
Zixuan Yang, Yushu Zhang*, Tao Wang, Zhongyun Hua, Zhihua Xia, Jian Weng
Once-for-all: Efficient Visual Face Privacy Protection via Person-specific Veils
ACM Multimedia, 2024.
Yuhang Zhou, Yushu Zhang, Leo Yu Zhang, Zhongyun Hua*
DERD: Data-free Adversarial Robustness Distillation through Self-adversarial Teacher Group
ACM Multimedia, 2024.
Xiangli Xiao, Moting Su*, Jiajia Jiang, Yushu Zhang, Zhongyun Hua, Zhihua Xia
A Fair and Scalable Watermarking Scheme for the Digital Content Trading Industry
Computers in Industry, 2024.
Mingfu Xue, Yinghao Wu, Leo Yu Zhang, Dujuan Gu, Yushu Zhang, Weiqiang Liu
SSAT: Active Authorization Control and User’s Fingerprint Tracking Framework for DNN IP Protection
ACM Transactions on Multimedia Computing, Communications, and Applications, 2024.
Wenying Wen, Haigang Huang, Shuren Qi, Yushu Zhang*, Yuming Fang
MLVPP: Multi-level Visual Privacy Protection via Thumbnail Preservation and Key Sharing
IEEE Transactions on Computational Social Systems, 2024.
Jun Mou*, Zheyi Zhang*, Santo Banerjee, Yushu Zhang
Combining Semi-tensor Product Compressed Sensing and Session Keys for Low-cost encryption of batch information in WBANs
IEEE Internet of Things Journal, 2024.
Xiangli Xiao, Yushu Zhang*, Zhongyun Hua, Zhihua Xia*, Jian Weng
Client-Side Embedding of Screen-Shooting esilient Image Watermarking
IEEE Transactions on Information Forensics and Security, 2024.
Yongming Zhang, Ruoyu Zhao*, Yushu Zhang, Shuang Yi, Rushi Lan*
Visually Semantics-Aware Color Image Encryption based on Cross-Plane Substitution and Permutation
IEEE Transactions on Industrial Informatics, 2024.
Mingfu Xue, Xin Wang, Yinghao Wu, Shifeng Ni, Leo Yu Zhang, Yushu Zhang, Weiqiang Liu
An Explainable DNN Intellectual Property Protection Method based on Intrinsic Features
IEEE Transactions on Artificial Intelligence, 2024.
Lin Yuan, Wu Chen, Xiao Pu*, Yan Zhang, Hongbo Li, Yushu Zhang, Xinbo Gao*, Touradj Ebrahimi
PRO-Face C: Privacy-preserving Recognition of Obfuscated Face via Feature Compensation
IEEE Transactions on Information Forensics and Security, 2024.
Yushu Zhang, Junhao Ji, Wenying Wen*, Youwen Zhu, Zhihua Xia*, Jian Weng
Understanding Visual Privacy Protection: A Generalized Framework with An Instance on Facial Privacy
IEEE Transactions on Information Forensics and Security, 2024.
Shuren Qi, Yushu Zhang*, Chao Wang, Tao Xiang, Xiaochun Cao, Yong Xiang
Representing Noisy Image Without Denoising
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2024.
Zengren Song, Bo Wang, Xiaohan Wu, Fei Wang, Yushu Zhang, Fei Wei
Spatial-Frequency Feature Fusion baseoDeepfake Detection through Knowledge Distillation
Engineering Applications of Artificial Intelligence, 2024.
Wenying Wen, Qiyu Jiang, Haigang Huang, Yushu Zhang, Yuming Fang
TPE-DF: Thumbnail Preserving Encryption via Dual-2DCS Fusion
IEEE Signal Processing Letters, 2024.
杨睿, 胡心如, 黄卓超, 张玉书, 蓝如师*, 邓珍荣, 罗笑南
深度网络生成式伪造人脸检测方法研究综述
计算机辅助设计与图形学学报, 2024.
Rui Yang, Zhenrong Deng, Yushu Zhang, Xiaonan Luo, Rushi Lan
4DPM: Deepfake Detection with a Denoising Diffusion Probabilistic Mask
IEEE Signal Processing Letters, 2024.
Mengxin Gong, Xiuli Chai*, Yang Lu, Yushu Zhang*
Exploiting Four-Dimensional Chaotic Systems with Dissipation and Optimized Logical Operations for Secure Image Compression and Encryption
IEEE Transactions on Circuits and Systems for Video Technology, 2024.
Xiangli Xiao, Yushu Zhang*, Leo Yu Zhang*, Zhongyun Hua, Zhe Liu, Jiwu Huang
FairCMS: Cloud Media Sharing with Fair Copyright Protection
IEEE Transactions on Computational Social Systems, 2024.
Zhen Chen, Xiuli Chai*, Zhihua Gan, Binjie Wang, Yushu Zhang*
RAE-VWP: A Reversible Adversarial Example-Based Privacy and Copyright Protection Method of Medical Images for Internet of Medical Things
IEEE Internet of Things Journal, 2024.
Ruoyu Zhao, Yushu Zhang*, Wenying Wen, Xinpeng Zhang, Xiaochun Cao, Yong Xiang
PR3: Reversible and Usability-Enhanced Visual Privacy Protection via Thumbnail Preservation and Data Hiding
IEEE Transactions on Big Data, 2024.
Zhongyun Hua, Yan Tong, Yifeng Zheng, Yuhong Li, Yushu Zhang
PPGloVe: Privacy-Preserving GloVe for Training Word Vectors in the Dark
IEEE Transactions on Information Forensics and Security, 2024.
Dezhi An, Dawei Hao, Jun Lu, Jun Mou, Ruoyu Zhao*, Yushu Zhang*
Exploiting size-compatible-match block technique for arbitrary-size thumbnail-preserving encryption
IEEE Internet of Things Journal, 2024.
Jun Mou*, Tao Ma, Santo Banerjee, Yushu Zhang*
A novel memcapacitive-synapse neuron: Bionic modeling, complex dynamics analysis and circuit implementation
IEEE Transactions on Circuits and Systems I: Regular Papers, 2024.
Yiyi Xie, Yuqian Zhou*, Tao Wang*, Wenying Wen, Shuang Yi, Yushu Zhang
Reversible Gender Privacy Enhancement via Adversarial Perturbations
Neural Networks, 2024.
Wei Feng*, Jing Zhang, Yao Chen,, Zhentao Qin, Yushu Zhang, Musheer Ahmad, Marcin Woźniak
Exploiting robust quadratic polynomial hyperchaotic map and pixel fusion strategy for efficient image encryption
Expert Systems with Applications, 2024.
Wenying Wen, Haigang Huang, Shuren Qi, Yushu Zhang*, Yuming Fang
Jointing Coverless Steganography and Image Transformation for Covert Communication of Secret Messages
IEEE Transactions on Network Science and Engineering, 2024.
Zhongyun Hua, Yufei Yao, Mingyang Song, Yifeng Zheng, Yushu Zhang, Cong Wang
Blockchain-Assisted Secure Deduplication for Large-Scale Cloud Storage Service
IEEE Transactions on Services Computing, 2024.
Xingyu Liu, Zhongyun Hua, Shuang Yi, Yushu Zhang, Yicong Zhou
Bi-directional Block Encoding for Reversible Data Hiding over Encrypted Images
ACM Transactions on Multimedia Computing, Communications, and Applications, 2024.
Xu Xu, Wenrui Lv, Wei Wang, Yushu Zhang, Junxin Chen
Empowering semantic segmentation with selective frequency enhancement and attention mechanism for tampering detection
IEEE Transactions on Artificial Intelligence, 2024.
Xiuli Chai, Yakun Ma, Yinjing Wang, Zhihua Gan, Yushu Zhang*
TPE-ADE: Thumbnail-Preserving Encryption Based on Adaptive Deviation Embedding for JPEG Images
IEEE Transactions on Multimedia, 2024.
Shimin Li, Ruoyu Zhao, Qingxiao Guan, Junxin Chen, Yushu Zhang*
A 3D Model Encryption Method Supporting Adaptive Visual Effects after ecryption
Advanced Engineering Informatics, 2024.
Qiuyu Duan, Zhongyun Hua, Qing Liao, Yushu Zhang, Leo Yu Zhang
Conditional Backdoor Attack via JPEG Compression
AAAI, 2024.

2023

Wenying Wen, Ziye Yuan, Shuren Qi, Yushu Zhang*, Yuming Fang
PPM-SEM: A privacy-preserving mechanism for sharing electronic patient record and medical images in telemedicine
IEEE Transactions on Multimedia, 2023.
Kuiyuan Zhang, Zhongyun Hua, Yuanman Li, Yushu Zhang, Yicong Zhou
Uformer-ICS: A U-Shaped Transformer for Image Compressive Sensing Service
IEEE Transactions on Services Computing, 2023.
Md Palash Uddin, Yong Xiang, Yao Zhao, Mumtaz Ali, Yushu Zhang, Longxiang Gao
Adaptive Regularization and Resilient Estimation in Federated Learning
IEEE Transactions on Services Computing, 2023.
Mingfu Xue*, Yinghao Wu, Shifeng Ni, Leo Yu Zhang, Yushu Zhang, Weiqiang Liu
Untargeted Backdoor Attack against Deep Neural Networks with Imperceptible Trigger
IEEE Transactions on Industrial Informatics, 2023.
Ruoyu Zhao, Yushu Zhang*, Shimin Li, Wenying Wen, Shuang Yi, Rushi Lan
3D mesh encryption with differentiated visual effect and high efficiency based on chaotic system
Expert Systems with Applications, 2023. [paper]
Youwen Zhu, Yiran Cao, Qiao Xue*, Qihui Wu, Yushu Zhang
Heavy Hitter Identification over Large-domain Set-valued Data with Local Differential Privacy
IEEE Transactions on Information Forensics and Security, 2023.
Guiqiang Hu, Hongwei Li, Wenshu Fan, Yushu Zhang
Efficient Byzantine-Robust and Privacy-Preserving Federated Learning on Compressive Domain
IEEE Internet of Things Journal, 2023. [paper]
Wentao Zhou, Yushu Zhang*, Ruoyu Zhao, Shuang Yi, Rushi Lan
Adversarial Thumbnail-Preserving Transformation for Facial Images Based on GAN
IEEE Signal Processing Letters, 2023. [paper]
Xiuli Chai, Yakun Ma, Zhihua Gan, Yushu Zhang
Privacy-Preserving TPE-Based JPEG Image Retrieval in Cloud-Assisted Internet of Things
IEEE Internet of Things Journal, 2023. [paper]
Wei Tong, Xuewen Dong, Yushu Zhang, Zongyang Zhang, Lingxiao Yang, Weidong Yang, Yulong Shen
TI-BIoV: Traffic Information Interaction for Blockchain-Based IoV with Trust and Incentive
IEEE Internet of Things Journal, 2023. [paper]
Wenying Wen, Minghui Huang, Yushu Zhang, Yuming Fang, Yifan Zuo
Visual Security Index Combining CNN and Filter for Perceptually Encrypted Light Field Images
ACM Transactions on Multimedia Computing, Communications, and Applications, 2023. [paper]
Zhongyun Hua, Xingyu Liu, Yifeng Zheng, Shuang Yi, Yushu Zhang
Reversible Data Hiding over Encrypted Images via Preprocessing-Free Matrix Secret Sharing
IEEE Transactions on Circuits and Systems for Video Technology, 2023. [paper]
Xi Ye, Yushu Zhang*, Xiangli Xiao, Shuang Yi, Rushi Lan
Usability Enhanced Thumbnail-Preserving Encryption Based on Data Hiding for JPEG Images
IEEE Signal Processing Letters, 2023. [paper]
Tao Wang, Yushu Zhang*, Ruoyu Zhao, Wenying Wen, Rushi Lan
Identifiable Face Privacy Protection via Virtual Identity Transformation
IEEE Signal Processing Letters, 2023. [paper]
Yushu Zhang, Jiahao Zhu*, Mingfu Xue, Xinpeng Zhang, Xiaochun Cao
Adaptive 3D Mesh Steganography Based on Feature-Preserving Distortion
IEEE Transactions on Visualization and Computer Graphics, 2023. [paper]
Yuwen Sha, Jun Mou*, Santo Banerjee, Yushu Zhang*
Exploiting Flexible and Secure Cryptographic Technique for Multi-Dimensional Image Based on Graph Data Structure and Three-Input Majority Gate
IEEE Transactions on Industrial Informatics, 2023.
Yushu Zhang, Xi Ye, Xiangli Xiao*, Tao Xiang, Hongwei Li, Xiaochun Cao
A Reversible Framework for Efficient and Secure Visual Privacy Protection
IEEE Transactions on Information Forensics & Security, 2023. [paper]
Xingce Liu, Jun Mou*, Yushu Zhang*, Yinghong Cao
A New Hyperchaotic Map Based on Discrete Memristor and Meminductor: Dynamics Analysis, Encryption Application, and DSP Implementation
IEEE Transactions on Industrial Electronics, 2023. [paper]
Yushu Zhang, Tao Wang, Ruoyu Zhao*, Wenying Wen, Youwen Zhu
RAPP: Reversible Privacy Preservation for Various Face Attributes
IEEE Transactions on Information Forensics & Security, 2023. [paper]
Chengrui Zhang, Dongming Chen*, Junxin Chen*, Wei Wang, Yushu Zhang, Yicong Zhou
Exploiting Substitution Box for Cryptanalyzing Image Encryption Schemes with DNA Coding and Nonlinear Dynamics
IEEE Transactions on Multimedia, 2023. [paper]
Yushu Zhang, Zhibin Fu, Shuren Qi*, Mingfu Xue, Xiaochun Cao, Yong Xiang
PS-Net: A Learning Strategy for Accurately Exposing the Professional Photoshop Inpainting
IEEE Transactions on Neural Networks and Learning Systems, 2023. [paper]
Xinyu Gao, Jun Mou*, Santo Banerjee, Yushu Zhang*
Color-Gray Multi-Image Hybrid Compression-Encryption Scheme Based on BP Neural Network and Knight Tour
IEEE Transactions on Cybernetics, 2023. [paper]
Ruoyu Zhao, Yushu Zhang*, Wenying Wen, Rushi Lan, Yong Xiang
E-TPE: Efficient Thumbnail-Preserving Encryption for Privacy Protection in Visual Sensor Networks
ACM Transactions on Sensor Networks, 2023. [paper]
Xuewen Dong, Lingtao Xue, Zhiwei Zhang, Yushu Zhang, Teng Li, Zhichao You, Yulong Shen
Joint Controller Placement and Control-Service Connection in Hybrid-band Control
IEEE Transactions on Cloud Computing, 2023. [paper]
Mingfu Xue*, Yinghao Wu, Zhiyu Wu, Yushu Zhang, Jian Wang, Weiqiang Liu
Detecting backdoor in deep neural networks via intentional adversarial perturbations
Information Sciences, 2023. [paper]
赵若宇，叶茜，周文韬，张玉书*，柴秀丽
云存储图像缩略图保持的加密研究进展
中国图象图形学报, 2023. [paper]
Yao Zhao, Youyang Qu*, Yong Xiang, Yushu Zhang, Longxiang Gao*
A Lightweight Model-based Evolutionary Consensus Protocol in Blockchain as a Service for IoT
IEEE Transactions on Services Computing, 2023. [paper]
Xiangli Xiao, Yushu Zhang*, Youwen Zhu, Pengfei Hu, Xiaochun Cao
FingerChain: Copyrighted Multi-Owner Media Sharing by Introducing Asymmetric Fingerprinting into Blockchain
IEEE Transactions on Network and Service Management, 2023. [paper]

2022

Mingfu Xue*, Zhiyu Wu, Yushu Zhang, Jian Wang, Weiqiang Liu
AdvParams: An Active DNN Intellectual Property Protection Technique via Adversarial Perturbation based Parameter Encryption
IEEE Transactions on Emerging Topics in Computing, 2022. [paper]
Xiuli Chai, Jiangyu Fu, Zhihua Gan*, Yang Lu, Yushu Zhang, Daojun Han*
Exploiting semi-tensor product compressed sensing and hybrid cloud for secure medical image transmission
IEEE Internet of Things Journal, 2022. [paper]
Chao Wang, Zhiqiu Huang*, Shuren Qi, Yaoshen Yu, Guohua Shen, Yushu Zhang
Shrinking the Semantic Gap: Spatial Pooling of Local Moment Invariants for Copy-Move Forgery Detection
IEEE Transactions on Information Forensics and Security, 2022. [paper]
Juan Zhao, Tianrui Zong, Yong Xiang*, Longxiang Gao, Guang Hua, Keshav Sood, Yushu Zhang
SSVS-SSVD based desynchronization attacks resilient watermarking method for stereo signals
IEEE/ACM Transactions on Audio, Speech, and Language Processing, 2022. [paper]
Yushu Zhang, Zhibin Fu, Shuren Qi*, Mingfu Xue, Zhongyun Hua, Yong Xiang
Localization of Inpainting Forgery With Feature Enhancement Network
IEEE Transactions on Big Data, 2022. [paper]
Yushu Zhang, Nuo Chen, Shuren Qi*, Mingfu Xue, Zhongyun Hua
Detection of Recolored Image by Texture Features in Chrominance Components
ACM Transactions on Multimedia Computing, Communications, and Applications, 2022. [paper]
Wenying Wen, Jiacong Fan, Yushu Zhang*, Yuming Fang
APCAS: Autonomous Privacy Control and Authentication Sharing in Social Networks
IEEE Transactions on Computational Social Systems, 2022. [paper]
Zhujing Ye, Ruoyu Zhao*, Yushu Zhang*, Xiangli Xiao, Rushi Lan, Yong Xiang
Noise-Free Thumbnail-Preserving Image Encryption Based on MSB Prediction
Information Sciences, 2022. [paper]
Xiangli Xiao, Yushu Zhang*, Xuewen Dong, Liangmin Wang, Yong Xiang, Xiaochun Cao
Fair Outsourcing Paid in Fiat Money Using Blockchain
IEEE Transactions on Services Computing, 2022. [paper]
Ruoyu Zhao, Yushu Zhang*, Rushi Lan, Zhongyun Hua, Yong Xiang
Heterogeneous and Customized Cost-Efficient Reversible Image Degradation for Green IoT
IEEE Internet of Things Journal, 2022. [paper]
Yushu Zhang, Jiahao Zhao, Jiajia Jiang, Youwen Zhu, Liangmin Wang, Yong Xiang
Recording Behaviors of Artificial Intelligence in Blockchains
IEEE Transactions on Artificial Intelligence, 2022. [paper]
Yushu Zhang, Qing Tan, Shuren Qi*, Mingfu Xue
PRNU-based Image Forgery Localization With Deep Multi-Scale Fusion
ACM Transactions on Multimedia Computing, Communications, and Applications, 2022. [paper]
Shuren Qi, Yushu Zhang*, Chao Wang, Jiantao Zhou, Xiaochun Cao
A Principled Design of Image Representation: Towards Forensic Tasks
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2022. [paper]
Yushu Zhang, Wentao Zhou, Ruoyu Zhao*, Xinpeng Zhang, Xiaochun Cao
F-TPE: Flexible Thumbnail-Preserving Encryption Based on Multi-Pixel Sum-Preserving Encryption
IEEE Transactions on Multimedia, 2022. [paper]
Ruoyu Zhao, Yushu Zhang*, Yu Nan, Wenying Wen, Xiuli Chai, Rushi Lan
Primitively visually meaningful image encryption: A new paradigm
Information Sciences, 2022. [paper]
Yushu Zhang, Jiajia Jiang*, Xuewen Dong, Liangmin Wang, Yong Xiang
BeDCV: Blockchain-Enabled Decentralized Consistency Verification for Cross-Chain Calculation
IEEE Transactions on Cloud Computing, 2022. [paper]
Mingfu Xue*, Chengxiang Yuan, Can He, Yinghao Wu, Zhiyu Wu, Yushu Zhang, Zhe Liu, Weiqiang Liu
Use the Spear as a Shield: An Adversarial Example Based Privacy-Preserving Technique Against Membership Inference Attacks
IEEE Transactions on Emerging Topics in Computing, 2022. [paper]
Hong Liu, Yushu Zhang*, Yong Xiang, Bo Liu, ErChuan Guo
Multi-user Image Retrieval with Suppression of Search Pattern Leakage
Information Sciences, 2022. [paper]
Hong Liu, Xiaojing Lu, Shengchen Duan, Yushu Zhang*, Yong Xiang
An Efficient Oblivious Random Data Access Scheme in Cloud Computing
IEEE Transactions on Cloud Computing, 2022. [paper]
Xiuli Chai, Yinjing Wang, Zhihua Gan*, Xiuhui Chen, Yushu Zhang
Preserving privacy while revealing thumbnail for content-based encrypted image retrieval in the cloud
Information Sciences, 2022. [paper]
Xuewen Dong, Wen Zhang, Yushu Zhang, Zhichao You*, Sheng Gao*, Yulong Shen, Chao Wang
Optimizing Task Location Privacy in Mobile Crowdsensing Systems
IEEE Transactions on Industrial Informatics, 2022. [paper]
Xiuli Chai, Yinjing Wang, Xiuhui Chen, Zhihua Gan*, Yushu Zhang
TPE-GAN: Thumbnail Preserving Encryption Based on GAN with Key
IEEE Signal Processing Letters, 2022. [paper]

2021

Mingfu Xue*, Yushu Zhang, Jian Wang, Weiqiang Liu
Intellectual Property Protection for Deep Learning Models: Taxonomy, Methods, Attacks, and Evaluations
IEEE Transactions on Artificial Intelligence, 2021. [paper]
Shuren Qi, Yushu Zhang*, Chao Wang, Jiantao Zhou, Xiaochun Cao
A Survey of Orthogonal Moments for Image Representation: Theory, Implementation, and Evaluation
ACM Computing Surveys, 2021. [paper]
Yushu Zhang*, Jiantao Zhou, Yong Xiang, Leo Yu Zhang, Fei Chen, Shaoning Pang, Xiaofeng Liao
Computation Outsourcing Meets Lossy Channel: Secure Sparse Robustness Decoding Service in Multi-Clouds
IEEE Transactions on Big Data, 2021. [paper]
Jiahao Zhu, Yushu Zhang*, Xinpeng Zhang, Xiaochun Cao
Gaussian Model for 3D Mesh Steganography
IEEE Signal Processing Letters, 2021. [paper]
Wei Wang, Junyang Chen, Yushu Zhang*, Zhiguo Gong, Neeraj Kumar, Wei Wei
A Multi-graph Convolutional Network Framework for Tourist Flow Prediction
ACM Transactions on Internet Technology, 2021. [paper]
Wenying Wen, Kangkang Wei, Yuming Fang*, Yushu Zhang
Visual Quality Assessment for Perceptually Encrypted Light Field Images
IEEE Transactions on Circuits and Systems for Video Technology, 2021. [paper]
Mohammad Belayet Hossain, Iynkaran Natgunanathan, Yong Xiang*, Yushu Zhang
Cost-Friendly Differential Privacy of Smart Meters Using Energy Storage and Harvesting Devices
IEEE Transactions on Services Computing, 2021. [paper]
Yushu Zhang, Ping Wang, Hui Huang, Youwen Zhu*, Di Xiao, Yong Xiang
Privacy-assured FogCS: Chaotic compressive sensing for secure industrial big image data processing in fog computing
IEEE Transactions on Industrial Informatics, 2021. [paper]
Xiuli Chai, Haiyang Wu, Zhihua Gan*, Daojun Han, Yushu Zhang, Yiran Chen
An efficient approach for encrypting double color images into a visually meaningful cipher image using 2D compressive sensing
Information Sciences, 2021. [paper]
Yushu Zhang, Ruoyu Zhao, Xiangli Xiao, Rushi Lan, Zhe Liu*, Xinpeng Zhang
HF-TPE: High-Fidelity Thumbnail-Preserving Encryption
IEEE Transactions on Circuits and Systems for Video Technology, 2021. [paper]
Akanksha Saini, Qingyi Zhu, Navneet Singh, Yong Xiang*, Longxiang Gao, Yushu Zhang
A Smart Contract Based Access Control Framework for Cloud Smart Healthcare System
IEEE Internet of Things Journal, 2021. [paper]

2020

Yushu Zhang, Qi He, Guo Chen*, Xinpeng Zhang, Yong Xiang
A Low-Overhead, Confidentiality-Assured, and Authenticated Data Acquisition Framework for IoT
IEEE Transactions on Industrial Informatics, 2020. [paper]
Yushu Zhang*, Xiangli Xiao, Lu-Xing Yang, Yong Xiang, Sheng Zhong
Secure and Efficient Outsourcing of PCA-Based Face Recognition
IEEE Transactions on Information Forensics and Security, 2020. [paper]
Lu-Xing Yang*, Kaifan Huang, Xiaofan Yang, Yushu Zhang, Yong Xiang, Yuan Yan Tang
Defense against advanced persistent threat through data backup and recovery
IEEE Transactions on Network Science and Engineering, 2020. [paper]
Yushu Zhang, Jin Jiang, Yong Xiang*, Ye Zhu, Liangtian Wan, Xiyuan Xie
Cloud-Assisted Privacy-Conscious Large-Scale Markowitz Portfolio
Information Sciences, 2020. [paper]
Yushu Zhang, Ping Wang, Liming Fang, Xing He*, Hao Han, Bing Chen
Secure transmission of compressed sampling data using edge clouds
IEEE Transactions on Industrial Informatics, 2020. [paper]

2019及之前

Xing He, Tingwen Huang*, Junzhi Yu, Chaojie Li, Yushu Zhang
A Continuous-Time Algorithm for Distributed Optimization Based on Multiagent Networks
IEEE Transactions on Systems, Man, and Cybernetics: Systems, 2019. [paper]
Jia Wang, Leo Yu Zhang, Junxin Chen, Guang Hua, Yushu Zhang, Yong Xiang
Compressed Sensing Based Selective Encryption With Data Hiding Capability
IEEE Transactions on Industrial Informatics, 2019. [paper]
Yushu Zhang, Hui Huang, Lu-Xing Yang, Yong Xiang*, Ming Li
Serious Challenges and Potential Solutions for the Industrial Internet of Things with Edge Intelligence
IEEE Network, 2019. [paper]
Yushu Zhang, Yong Xiang*, Leo Yu Zhang, Lu-Xing Yang, Jiantao Zhou
Efficiently and securely outsourcing compressed sensing reconstruction to a cloud
Information Sciences, 2019. [paper]
Lu-Xing Yang, Pengdeng Li, Yushu Zhang, Xiaofan Yang*, Yong Xiang, Wanlei Zhou
Effective repair strategy against advanced persistent threat: A differential game approach
IEEE Transactions on Information Forensics and Security, 2019. [paper]
Yushu Zhang, Yong Xiang*, Leo Yu Zhang, Yue Rong, Song Guo
Secure Wireless Communications Based on Compressive Sensing: A Survey
IEEE Communications Surveys & Tutorials, 2019. [paper]
Yushu Zhang， Yong Xiang, Leo Yu Zhang
Secure compressive sensing in multimedia data, cloud computing and IoT
学术专著, 2019. [paper]
Yushu Zhang, Qi He, Yong Xiang, Leo Yu Zhang*, Bo Liu, Junxin Chen, Yiyuan Xie
Low-Cost and Confidentiality-Preserving Data Acquisition for Internet of Multimedia Things
IEEE Internet of Things Journal, 2018. [paper]
Licheng Liu*, CL Philip Chen, Xinge You, Yuan Yan Tang, Yushu Zhang, Shutao Li
Mixed noise removal via robust constrained sparse representation
IEEE Transactions on Circuits and Systems for Video Technology, 2018. [paper]
Leo Yu Zhang, Yuansheng Liu, Fabio Pareschi, Yushu Zhang, Kwok-Wo Wong, Riccardo Rovatti, Gianluca Setti
On the security of a class of diffusion mechanisms for image encryption
IEEE Transactions on Cybernetics, 2018. [paper]
Leo Yu Zhang*, Yuansheng Liu, Cong Wang, Jiantao Zhou, Yushu Zhang, Guanrong Chen
Improved known-plaintext attack to permutation-only multimedia ciphers
Information Sciences, 2018. [paper]
Yushu Zhang, Hui Huang, Yong Xiang*, Leo Yu Zhang, Xing He
Harnessing the Hybrid Cloud for Secure Big Image Data Service
IEEE Internet of Things Journal, 2017. [paper]
Guiqiang Hu, Di Xiao*, Tao Xiang, Sen Bai, Yushu Zhang
A Compressive Sensing based privacy preserving outsourcing of image storage and identity authentication service in cloud
Information Sciences, 2017. [paper]
Leo Yu Zhang, Kwok-Wo Wong, Yushu Zhang, Jiantao Zhou
Bi-level protected compressive sampling
IEEE Transactions on Multimedia, 2016. [paper]
Yushu Zhang, Di Xiao*, Wenying Wen, Hai Nan, Moting
Secure binary arithmetic coding based on digitalized modified logistic map and linear feedback shift register
Communications in Nonlinear Science and Numerical Simulation, 2015. [paper]
Jun-xin Chen, Zhi-liang Zhu*, Chong Fu, Li-bo Zhang, Yushu Zhang
An image encryption scheme using nonlinear inter-pixel computing and swapping based permutation approach
Communications in Nonlinear Science and Numerical Simulation, 2015. [paper]
张玉书
数据压缩与加密的协调性研究
重庆大学博士学位论文, 2014. [paper]
Yushu Zhang, Di Xiao*, Hong Liu, Hai Nan
GLS coding based security solution to JPEG with the structure of aggregated compression and encryption
Communications in Nonlinear Science and Numerical Simulation, 2014. [paper]
Yushu Zhang, Di Xiao*
An image encryption scheme based on rotation matrix bit-level permutation and block diffusion
Communications in Nonlinear Science and Numerical Simulation, 2014. [paper]
Yushu Zhang, Di Xiao, Wenying Wen, Hong Liu
Vulnerability to chosen-plaintext attack of a general optical encryption model with the architecture of scrambling-then-double random phase encoding
Optics letters, 2013. [paper]