**Jiantao ZHOU (周建濤)**Head & Professor,

Department of Computer and Information Science,

Faculty of Science and Technology, University of Macau

- (+853) 8822-4495
- (+853) 8822-2426
- jtzhou@um.edu.mo
- E11-4090, University of Macau

*PhD Positions with Full Scholarship* (Fall 2025):

- 1 in AI Security/Forensics
- 1 in Low-Level Vision
- Priority will be given to applicants from reputable universities with demonstrated research experiences. Drop me an email if interested!

**Education**

- PhD in Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong (2005-2009)
- Fulbright Junior Scholar in Electrical and Computer Engineering, University of Illinois at Urbana-Champaign, USA (2007-2008)
- Master in Radio Engineering, Southeast University, China (2002-2005)
- Bachelor in Electronics Engineering, Dalian University of Technology, China (1998-2002)

**Working Experience**

- Head & Professor, Department of Computer and Information Science, University of Macau, Macau (2024.7-)
- Professor, Department of Computer and Information Science, University of Macau, Macau (2023.8-)
- Interim Head of Centre for AI and Robotics, Institute of Collaborative Innovation, University of Macau, Macau (2019.07-2022.10)
- Associate Professor, Department of Computer and Information Science, University of Macau, Macau (2017.8-2023.8)
- Assistant Professor, Department of Computer and Information Science, University of Macau, Macau (2012.10-2017.8)
- Post-Doc Fellow, Department of Electrical and Computer Engineering, McMaster University, Canada (2010.6-2011.8)
- Post-Doc Fellow, Department of Electronic and Computer Engineering, Hong Kong University of Science and Technology, Hong Kong (2009.7-2010.6, 2011.8-2012.8)

**Awards and Honor**

- FST Research Excellence Award 2022/2023
- Macau Science and Technology Awards (3rd Prize, Natural Science Award), 2022
- Best Paper Runner Up Award, IEEE International Conference on Multimedia and Expo (ICME), 2020
- APSIPA Distinguished Lecturer, 2019-2020
- Incentive Award for Outstanding Academic Staff 2018-2019
- FST Research Excellence Award 2016/2017
- Co-author of Best Student Paper Award of IEEE International Conference on Multimedia and Expo (ICME), 2016
- HKTIIT Post-graduate Excellence Scholarship, 2008.
- Co-author of Best Paper Award of Pacific-Rim Conference on Multimedia, 2007
- Fulbright Hong Kong Junior Scholarship, 2007.
- Best Master Thesis Award of Jiangsu Province, 2006.

**Research Interests**

- Trustworthy AI
- Low-level Vision
- Multimedia Forensics and Security

**Professional Activities**

- IEEE Trans. Dependable and Secure Computing (IF: 7.3), Associate Editor, 2023–
- IEEE Trans. Multimedia (IF: 8.182), Associate Editor, 2021 –
- APSIPA Newsletters, Editor-in-Chief, 2024-
- IEEE Trans. Image Processing (IF: 11.041), Associate Editor, 2018 – 2023
- Journal of Information Security and Applications (JISA), Associate Editor, 2014-2017.
**TPC Co-Chair**, Int. Conf. on Multimedia and Expo (CCF B), 2023**General Co-Chair**, APSIPA Annual Summit and Conference, 2024**TPC Co-Chair**, IEEE IFTC-16- Chair, Track 10 (Multimedia Engineering), IEEE TENCON, 2015
- Senior Member of IEEE, Member of APSIPA

**Alumni**

- Binbin Song, PhD 2024, first employment: Post-Doc Fellow, Nanyang Technological University
- Haiwei Wu, PhD 2023, first employment: Post-Doc Fellow, City University of Hong Kong (Host: Prof. Cong Wang)
- Jiandian Zeng, PhD 2023, first employment: Assistant Professor, Beijing Normal University at Zhuhai
- Jinyu Tian, PhD 2021, first employment: Assistant Professor, Macau University of Science and Technology
- Jia Duan, PhD 2020, first employment: Research Scientist, JD Explore Academy
- Weiwei Sun, PhD 2020, first employment: Research Scientist, Alibaba Group
- Li Dong, PhD 2019, current employment: Associate Professor, Ningbo University
- Yuanman Li, PhD 2019, first employment: Assistant Professor, Shenzhen University
- Xianwei Zheng, PhD 2018, current employment: Associate Professor, Foshan University
- Wencheng Zou, Post-Doctoral Fellow 2020-2022, current employment: Professor, Nanjing University of Science and Technology
- Yushu Zhang, Post-Doctoral Fellow 2015-2016, current employment: Professor, Nanjing University of Aeronautics and Astronautics
- Yu Zhang, Research Assistant, 2015-2016, current employment: Senior Lecturer (Associate professor), Griffith University, Australia.

- Binbin Song, PhD 2024, first employment: Post-Doc Fellow, Nanyang Technological University

**Research**** Projects**

- Alibaba Innovative Research Program,
**PI**, “面向在线社交网络上传播的图像来源识别研究”, Mar. 2023 – Mar. 2024. (Total: 300K RMB) - Macau Science and Technology Development Fund (FDCT),
**PI**, “Research and industrialization of key technologies for multimedia information forensics over online social networks”, FDCT/022/2022/A1, Sept. 2022-Sept. 2025. (Total: 1.50M MOP) - Alibaba Innovative Research Program, PI, “基于表征学习的高泛化相机模型识别与分类研究”, Dec. 2021 – Sept. 2022. (Total: 500K RMB)
- FDCT-MOST Joint Program, PI, “Phenotype based ASD Diagnosis using Artificial Intelligence Technology”, FDCT/0072/2020/AMJ, Oct. 2021 – Oct. 2024. (Total: 1.58M MOP)
- Alibaba Innovative Research Program,
**PI**, “抗媒体传输的高鲁棒伪造图象检测与定位研究”, Mar. 2021 – Mar. 2022. (Total: 500K RMB)**阿里巴巴优秀学术合作项目奖2023** - Natural Science Foundation of China,
**PI**, “基于独立分段同分布噪声模型的鲁棒子空间表示研究”, 61971476, Jan. 2020 – Dec. 2023. (Total: 650K RMB) - Macau Science and Technology Development Fund (FDCT),
**PI of sub-project**, “Research on key technologies and platforms for collaborative intelligence driven auto-driving cars”, FDCT/0015/2019/AKP, 2019-2022. (Total: 12M MOP) - Macau Science and Technology Development Fund (FDCT),
**PI**, “Cross-channel Image Noise Modeling, Fast Algorithms, and Applications”, FDCT/077/2018/A2, 2019 – 2022. (Total: 1.059M MOP). - Multi-Year Research Grant, University of Macau,
**PI**, “Security and Forensic Investigation of Image Sharing over Online Social Networks (OSNs)”, MYRG2018-00029-FST, Aug. 2018– Aug. 2021. (Total: 405K MOP). - Macau Science and Technology Development Fund (FDCT),
**PI**, “Privacy-preserving deep learning and its applications in collaborative big data analytics”, FDCT/022/2017/A1, Aug. 2017-Aug. 2020. (Total: 1.488M MOP). - Multi-Year Research Grant, University of Macau,
**PI**, “Privacy-preserving Image Services Outsourced to the Cloud”, MYRG2016-00137-FST, Jan. 2017– Dec. 2019. (Total: 675K MOP) - Macau Science and Technology Development Fund (FDCT),
**PI**, “Investigation of passive techniques for digital image Forgery detection”, FDCT/046/2014/A1, Jan. 2015-Jan. 2018. UM matching grant: MRG007/ZJT/2015/FST. (Total: 1.412M MOP) - Multi-Year Research Grant, University of Macau,
**PI**, “Robustness Investigation of Multimedia Forensic Techniques”, MYRG2015-00056-FST, April. 2015 – March. 2018. (Total: 672K MOP) - Natural Science Foundation of China,
**PI**, “加密域图像高性能压缩技术研究”, 61402547, Jan. 2015 – Dec. 2017. (Total: 260K RMB) - Natural Science Foundation of China,
**Co-PI**, ““不可分”二维变换的优化设计及其在视频编码和加密中的应用”, 61370148, Jan. 2014 – Dec. 2016. (Total: 790K RMB) - Multi-Year Research Grant, University of Macau,
**PI**, “Investigation of Advanced Technologies for Multimedia Signal Processing over Encrypted Domain”, MYRG2014-0003_1-FST, April. 2014 – March. 2017. (Total: 500K MOP) - Macau Science and Technology Development Fund (FDCT),
**PI**, “High-fidelity image and video compression technology for resource-constrained mobile devices”, FDCT/009/2013/A1, Oct. 2013-Oct. 2016. UM matching grant: MRG021/ZJT/2013/FST. (Total: 2.409M MOP) - Start-up Research Grant, University of Macau,
**PI**, “Rate-Distortion Optimized Reversible Image Watermarking”, SRG023-FST13-ZJT, Jan. 2013 – Jan. 2014. (Total: 100K MOP)

- Alibaba Innovative Research Program,

**Journal Papers**

- R.Q. Liang, Y.M. Li, J. T. Zhou, and X. Li,“Text-Driven Traffic Anomaly Detection with Temporal High-Frequency Modeling in Driving Videos”, Accepted in
, 2024.*IEEE Trans. Circuits and Systems for Video Technology**(T-CSVT)* - H. W. Wu, J. T. Zhou, X. Y. Zhang, J. Y. Tian, and W. W. Sun, “Robust Camera Model Identification over Online Social Network Shared Images via Multi-Scenario Learning”,
*IEEE Trans. Information Forensics and Security (T-IFS)*, vol. 19, pp. 148-162, 2024. - W. C. Zou and J. T. Zhou, “A Novel Neural-Network-Based Consensus Protocol of Nonlinear Multiagent Systems”,
, vol. 69, no. 3, pp. 1713-1720, 2024.*IEEE Trans. Automatic Control (T-AC)* - W. J. Li, J. C. Li, G. W. Gao, W. H. Deng, J. T. Zhou, J. Yang, and G. J. Qi, “Cross-receptive Focused Inference Network for Lightweight Image Super-Resolution”,
, vol. 26, pp. 864-877, 2024.**IEEE Trans. Multimedia****(T-MM)** - Y. M. Li, J. X. You, J. T. Zhou, W. Wang, X. Liao, and X. Li, “Image Operation Chain Detection with Machine Translation Framework”,
, vol. 25, pp. 6852-6867, 2024.**IEEE Trans. Multimedia****(T-MM)** - Y.M. Li, L. P., Hu, L. Dong, H. W. Wu, J. Y. Tian, J. T. Zhou, and X. Li,“Transformer-Based Image Inpainting Detection via Label Decoupling and Constrained Adversarial Training”,
, vol. 34, no. 3, pp. 1857-1872, 2024.*IEEE Trans. Circuits and Systems for Video Technology**(T-CSVT)* - J. Liu, J. T. Zhou, J. Y. Tian, and W. W. Sun, “Recoverable Privacy-Preserving Image Classification through Noise-like Adversarial Examples”,
, vol. 20, no. 7, Article 216, 2024.*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - Z.Y. Zha, B. H. Wen, X. Yuan, J. C. Zhang, J. T. Zhou, X. D. Jiang, and C. Zhu, “Multiple Complementary Priors for Multispectral Image

Compressive Sensing Reconstruction”,, vol. 54, no. 5, pp. 3338-3351, 2024.**IEEE Trans. Cybernetics** - G.Y.M. Fu, F. C. Xiong, J. F. Lu, J. Zhou, J. T. Zhou, and Y. T. Qian, “Hyperspectral Image Denoising via Spatial–Spectral Recurrent Transformer”,
, vol. 62, pp. 5511214, 2024.**IEEE Trans. Geoscience and Remote Sensing (T-GRS)** - Y.M. Li, C. Xie, R. Q. Liang, J. Du, J. T. Zhou, and X. Li, “A Synchronous Bi-Directional Framework With Temporally Dependent Interaction Modeling for Pedestrian Trajectory Prediction”,
, vol. 11, no. 1, pp.793-806, 2024.*IEEE Trans. on Network Science and Engineering (T-NSE)* - S. N. Xu, X. Y. Chen, B B. Song, C. S. Huang, and J. T. Zhou, “CNN Injected transformer for image exposure correction”,
*Neurocomputing*, vol. 587, pp. 127688, 2024. - Z. Y. Zha, B. H. Wen, X. Yuan, J. C. Zhang, J. T. Zhou, and C. Zhu, “Structured residual sparsity for video compressive sensing reconstruction”,
*Signal Processing*, vol. 222, pp. 109513, 2024. - J. Liu, J. T. Zhou, H. W. Wu, W. W. Sun, and J. Y. Tian, “Generating Robust Adversarial Examples against Online Social Networks (OSNs)”,
, vol. 20, no. 4, Article 98, 2023.*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - R. Q. Liang, Y. M. Li, J. T. Zhou, and X. Li, “STGlow: A Flow-Based Generative Framework With Dual-Graphormer for Pedestrian Trajectory Prediction”, Accepted in
, 2023.*IEEE Trans. on Neural Networks and Learning Systems (T-NNLS)* - J. D. Zeng, J. T. Zhou, and T. Y. Liu, “Robust Multimodal Sentiment Analysis via Tag Encoding of Uncertain Missing Modalities”,
, vol. 25, pp. 6301-6314, 2023.**IEEE Trans. Multimedia****(T-MM)** - Z. Y. Zha, B. H. Wen, X. Yuan, J. T. Zhou, C. Zhu, and A. Kot, “Low-Rankness Guided Group Sparse Representation for Image Restoration”,
, vol. 34, no. 10, pp. 7593-7607, 2023.*IEEE Trans. on Neural Networks and Learning Systems (T-NNLS)* - F. C. Xiong, J. T. Zhou, J. Zhou, J. F. Liu, and Y. T. Qian, “Multitask Sparse Representation Model-Inspired Network for Hyperspectral Image Denoising”,
, vol. 61, pp. 5518515, 2023.**IEEE Trans. Geoscience and Remote Sensing (T-GRS)** - Z. Y. Zha, B. H. Wen, X. Yuan, J. C. Zhang, J. T. Zhou, Y. L. Lu, and C. Zhu, “Nonlocal Structured Sparsity Regularization Modeling for Hyperspectral Image Denoising”,
, vol. 61, pp. 5510316, 2023.**IEEE Trans. Geoscience and Remote Sensing (T-GRS)** - S. R. Qi, Y. S. Zhang, C. Wang, J. T. Zhou, and X. C. Cao, “A Principled Design of Image Representation: Towards Forensic Tasks”,
, vol. 45, no. 5, pp. 5337-5354, 2023.**IEEE Transactions on Pattern Analysis and Machine Intelligence****(T-PAMI)** - J. D. Zeng, J. T. Zhou, and C. S. Huang, “Exploring Semantic Relations for Social Media Sentiment Analysis”,
, vol. 31, pp. 2382-2394, 2023.*IEEE/ACM Trans. Audio, Speech, and Language Processing (T-ASLP)* - B. B. Song, J. T. Zhou, X. Y. Chen, and S. L. Zhang, “Real-Scene Reflection Removal with RAW-RGB Image Pairs”,
, vol. 33, no. 8, pp. 3759-3773, 2023.*IEEE Trans. Circuits and Systems for Video Technology**(T-CSVT)* - Y. C. Zhu, X. K. Min, D. D. Zhu, G. T. Zhai, X. K. Yang, W. J. Zhang, K. Gu, and J. T. Zhou, “Toward Visual Behavior and Attention Understanding for Augmented 360 Degree Videos”,
, vol. 19, no. 2s, pp. 99:1-24, 2023.**ACM Trans. Multimedia Computing, Communications, and Applications** - J. Y. Tian, J. T. Zhou, and J. Duan, “Hierarchical Services of Convolutional Neural Networks via Probabilistic Selective Encryption”,
, vol. 16, no. 1-2, pp. 343-355, 2023.*IEEE Trans. on Services Computing (T-SC)* - W. C. Zou, J. T. Zhou, Y. L. Yang, and Z. R. Xiang, “Fully Distributed Optimal Consensus for A Class of Second-Order Nonlinear Multiagent Systems with Switching Topologies”,
, vol. 17, no. 1, pp. 1548-1558, 2023.*IEEE Systems Journal* - Z. Y. Zha, B. H. Wen, X. Yuan, S. Ravishankar, J. T. Zhou, and C. Zhu, “Learning Nonlocal Sparse and Low-Rank Models for Image Compressive Sensing”,
, vol. 40, pp. 32-44, 2023.**IEEE Signal Processing Magazine** - M. Cheung, W. W. Sun, J. She, and J. T. Zhou, “Social Network Analytic-based Online Counterfeit Seller Detection using User Shared Images”,
, vol. 19, pp. 1-18, 2023.*ACM Trans. Multimedia Computing, Communications, and Applications* - J. H. Hou, Z. Y. Zhu, J. H. Hou, H. Q. Zeng, J. J. Wu, and J. T. Zhou, “Deep Posterior Distribution-based Embedding for Hyperspectral Image Superresolution”,
, vol. 31, pp. 5720-5732, 2022.*IEEE Trans. Image Processing (T-IP)* - B. B. Song, J. T. Zhou, and H. W. Wu, “Multi-stage Curvature-guided Network for Progressive Single Image Reflection Removal”,
, vol. 32, pp. 6515-6529, 2022.*IEEE Trans. Circuits and Systems for Video Technology**(T-CSVT)* - Y. M. Li, J. T. Zhou, J. Y. Chen, J. Y. Tian, L. Dong and X. Li, “Robust Matrix Factorization via Minimum Weighted Error Entropy Criterion”,
, vol. 9, pp. 1830-1841, 2022.**IEEE Transactions on Computational Social Systems (T-CSS)** - Y. C. Su, J. Du, Y. M. Li, X. Li, Z. Y. Hua and J. T Zhou, “Trajectory Forecasting Based on Prior-Aware Directed Graph Convolutional Neural Network”,
, vol. 23, pp. 16773-16785, 2022.*IEEE Transactions on Intelligent Transportation Systems (T-ITS)* - Y. M. Li, J. T. Zhou, J. Y. Tian, X. W. Zheng, and Y. Y. Tang, “Weighted Error Entropy-Based Information Theoretic Learning for Robust Subspace Representation”,
, vol. 33, pp. 4228-4242, 2022.*IEEE Trans. on Neural Networks and Learning Systems (T-NNLS)* - Z. Y. Zha, B. H. Wen, X. Yuan, J. T. Zhou, C. Zhu, and A. Kot, “A Hybrid Structural Sparsification Error Model for Image Restoration”,
, vol. 33, pp. 4451-4465, 2022.*IEEE Trans. on Neural Networks and Learning Systems (T-NNLS)* - F. C. Xiong, J. Zhou, S. Y. Tao, J. F. Lu, J. T. Zhou and Y. T. Qian, “SMDSNet: Model Guided Spectral-Spatial Network for Hyperspectral Image Denoising”,
, vol. 31, pp. 5469-5483, 2022.*IEEE Trans. Image Processing (T-IP)* - H. W. Wu, J. T. Zhou, and Y. M. Li, “Deep Generative Model for Image Inpainting with Local Binary Pattern Learning and Spatial Attention”,
**IEEE Trans. on Multimedia (T-MM)**, vol. 24, pp. 4016-4027, 2021. - Shuren Qi, Yushu Zhang, Chao Wang, Jiantao Zhou, and Xiaochun Cao, “A survey of orthogonal moments for image representation: Theory, implementation, and evaluation”,
, vol. 55, no. 1, Article 1, 2021.*ACM Computing Surveys (CSUR)* - H. W. Wu, J. T. Zhou, J. Y. Tian, J. Liu, and Y. Qiao, “Robust Image Forgery Detection against Transmission over Online Social Networks”,
, vol. 17, pp. 443-456, 2022.*IEEE Trans. Information Forensics and Security* - H. Wu and J. Zhou, “IID-Net: Image Inpainting Detection Network via Neural Architecture Search and Attention,”
*IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT)*, vol. 32, no. 3, pp. 1172-1185, 2022. - J. D. Zeng, T. Y. Liu, W. J. Jia, and J. T. Zhou, “Relation construction for aspect-level sentiment classification”,
*Information Sciences*, vol. 586, pp. 209-223, 2022. - J. Duan, J. T. Zhou, Y. M. Li, and C. S. Huang, “Privacy-preserving and verifiable deep learning inference based on secret sharing”,
*Neurocomputing*, vol. 483, pp. 221-234, 2022. - Y. M. Li, R. Q. Liang, W. Wei, W. Wang, J. T. Zhou, and X. Li, “Temporal Pyramid Network with Spatial-Temporal Attention for Pedestrian Trajectory Prediction”,
, vol. 9, no. 3, pp.1006-1019, 2022.*IEEE Trans. on Network Science and Engineering (T-NSE)* - J. H. Zhang, X. K. Min, Y. C. Zhu, G. T. Zhai, J. T. Zhou, X. K. Yang, and W. J. Zhang, “HazDesNet: An End-to-End Network for Haze Density Prediction”,
, vol. 23, pp. 3087-3102, 2022.*IEEE Trans. on Intelligent Transportation Systems (T-ITS)* - G. T. Zhai, W. Sun, X. K. Min, and J. T. Zhou, “Perceptual Quality Assessment of Low-light Image Enhancement”,
, vol. 17, no. 4, Article 130, 2021.*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - H. W. Wu and J. T. Zhou, “Privacy Leakage of SIFT Features via Deep Generative Model based Image Reconstruction”,
*IEEE Trans. on Information Forensics & Security (T-IFS)*, vol. 16, pp. 2973-2985, 2021. - W. W. Sun, J. T. Zhou, Y. M. Li, M. Cheng, and J. She, “Robust High-Capacity Watermarking Over Online Social Network Shared Images”,
*IEEE Trans. on Circuits and Systems for Video Technology (T-CSVT)*, vol. 31, no. 3, pp. 1208-1221, 2021. - Z. Y. Zhu, J. H. Hou, J. Chen, H. Q. Zeng, and J. T. Zhou, “Hyperspectral Image Super-Resolution via Deep Progressive Zero-Centric Residual Learning”,
, vol. 30, pp. 1423-1438, 2021.*IEEE Trans. on Image Process. (T-IP)* - Z. Zha, B. Wen, X. Yuan, J. T. Zhou, J. Zhou and C. Zhu, “Triply Complementary Priors for Image Restoration,”
, vol. 30, pp. 5819-5834, 2021.*IEEE Trans. on Image Process. (T-IP)* - W. W. Sun, J. T. Zhou, L. Dong, J. Y. Tian and J. Liu, “Optimal Pre-Filtering for Improving Facebook Shared Images,”
, vol. 30, pp. 6292-6306, 2021.*IEEE Trans. on Image Process. (T-IP)* - J. Duan, J. T. Zhou, and Y. M. Li, “Secure and Verifiable Outsourcing of Large-scale Nonnegative Matrix Factorization (NMF)”,
, vol. 14, no. 6, pp. 1940-1953, 2021.*IEEE Trans. on Services Computing (T-SC)* - Y. C. Zhu, G. T. Zhai, X. K. Min, and J. T. Zhou, “Learning a Deep Agent to Predict Head Movement in 360-Degree Images”,
, vol. 16, no. 4, Article 130, pp. 1-23, 2021.*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - Y. F. Zheng, H. Y. Duan, X. T. Tang, C. Wang, and J. T. Zhou, “Denoising in the Dark: Privacy-Preserving Deep Neural Network Based Image Denoising”,
*IEEE Trans. on Dependable and Secure Computing (T-DSC)*, vol. 18, no. 3, pp. 1267-1275, 2021. - Y. S. Zhang, J. T. Zhou, Y. Xiang, Y. Zhang, F. Chen, S. N. Pang, and X. F. Liao, “Computation Outsourcing Meets Lossy Channel: Secure Sparse Robustness Decoding Service in Multi-Clouds,”
, vol. 7, no. 4, pp. 717-728, 2021.*IEEE Trans. on Big Data (T-BD)* - X. W. Zheng, C. M. Zou, L. Dong, and J. T. Zhou, “Multi-windowed vertex-frequency analysis for signals on undirected graphs”,
*Computer Communications*, vol. 172, pp. 35-44, 2021. - J. D. Zeng, T. Y. Liu, W. J. Jia, J. T. Zhou, “Fine-grained Question-Answer sentiment classification with hierarchical graph attention network”,
*Neurocomputing*, vol. 457, pp. 214-224, 2021. - Z. Y. Zha, X. Yuan, J. T. Zhou, C. Zhu, and B. H. Wen, “Image Restoration via Simultaneous Nonlocal Self-Similarity Priors”,
, vol. 29, pp. 8561-8576, 2020.*IEEE Trans. on Image Process. (T-IP)* - Z. Y. Zha, X. Yuan, B. H. Wen, J. T. Zhou, and C. Zhu, “Group Sparsity Residual Constraint With Non-Local Priors for Image Restoration”,
, vol. 29, pp. 8960-8975, 2020.*IEEE Trans. on Image Process. (T-IP)* - X. K. Min, G. T. Zhai, J. T. Zhou, M.C. Q. Farias, and A.C. Bovik, “Study of Subjective and Objective Quality Assessment of Audio-Visual Signals”,
, vol. 29, pp. 6054-6068, 2020.*IEEE Trans. on Image Process. (T-IP)* - Z. Y. Zha, X. Yuan, B. H. Wen, J. C. Zhang, J. T. Zhou, and C. Zhu, “Image Restoration Using Joint Patch-Group Based Sparse Representation”,
, vol. 29, pp. 7735-7750, 2020.*IEEE Trans. on Image Process. (T-IP)* - S.Y. Zhu, Z.Y. He, X.D. Meng, J.T. Zhou, Y.F. Guo, and B. Zeng, “A New Polyphase Down-Sampling-Based Multiple Description Image Coding”,
, vol. 29, pp. 5596-5611, 2020.*IEEE Trans. on Image Process. (T-IP)* - Z. Y. Zha, X. Yuan, B. H. Wen, J. T. Zhou, J. C. Zhang, and C. Zhu, “From Rank Estimation to Rank Approximation: Rank Residual Constraint for Image Restoration”,
, vol. 29, pp. 3254-3269, 2020.*IEEE Trans. on Image Process. (T-IP)* - Z. Y. Zha, X. Yuan, B. H. Wen, J. T. Zhou, J. C. Zhang, and C. Zhu, “A Benchmark for Sparse Coding: When Group Sparsity Meets Rank Minimization”,
, vol. 29, pp. 5094-5109, 2020.*IEEE Trans. on Image Process. (T-IP)* - Y. C. Zhu, G. T. Zhai, X. K. Min, and J. T. Zhou “The Prediction of Saliency Map for Head and Eye Movements in 360 Degree Images”,
, vol. 22, no. 9, pp. 2331-2344, 2020.*IEEE Trans. on Multimedia (T-MM)* - L. Dong, J. T. Zhou, D. Q. Yan, and R. D. Wang, “First Steps Toward Concealing the Traces Left by Reversible Image Data Hiding”,
, vol. 67, no. 5, pp. 951-955, 2020.*IEEE Trans. on Circuits and Systems II: Express Briefs (T-CASII)* - J. Duan, J. T. Zhou, and Y. M. Li, “Privacy-Preserving distributed deep learning based on secret sharing”, Information Sciences, vol. 527, pp. 108-127, 2020.
- X. K. Min, J. T. Zhou, G. T. Zhai, P. L. Callet, X. K. Yang, X. P. Guan, “A Metric for Light Field Reconstruction, Compression, and Display Quality Evaluation”,
, vol. 29, pp. 3790-3804, 2020.*IEEE Trans. on Image Process. (T-IP)* - X. K. Min, G. T. Zhai, J. T. Zhou, X. P. Zhang, X. K. Yang, X. P. Guan, “A Multimodal Saliency Model for Videos With High Audio-Visual Correspondence”,
, vol. 29, pp. 3805-3819, 2020.*IEEE Trans. on Image Process. (T-IP)* - L. Dong, J. T. Zhou, and Y. Y. Tang, “Content-Adaptive Noise Estimation for Color Images with Cross-Channel Noise Modeling”,
, vol. 28, no. 8, pp. 4161-4176, 2019.*IEEE Trans. on Image Process. (T-IP)* - Y. M. Li and J. T. Zhou, “Fast and Effective Image Copy-Move Forgery Detection via Hierarchical Feature Point Matching”,
, vol. 14, no. 5, pp. 1307-1322, 2019.*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - M. Cheung, J. She, W.W. Sun, and J. T. Zhou, “Detecting Online Counterfeit-goods Seller using Connection Discovery”,
, vol. 15, no. 2, 35:1-35:16, 2019.*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - X. W. Zheng, Y. Y. Tang, and J. T. Zhou, “A Framework of Adaptive Multiscale Wavelet Decomposition for Signals on Undirected Graphs”,
, vol. 67, no. 7, pp. 1696-1711, 2019.*IEEE Trans. on Signal Proc. (T-SP)* - X. K. Min, G. T. Zhai, K. Gu, Y. C. Zhu, J. T. Zhou, G. D. Guo, X. K. Yang, X. P. Guan, W. J. Zhang, “Quality Evaluation of Image Dehazing Methods Using Synthetic Hazy Images”,
, vol. 21, no. 9, pp. 2319-2333, 2019.*IEEE Trans. on Multimedia (T-MM)* - Y. S. Zhang, Y. Xiang, Y. Zhang, L.X. Yang, J. T. Zhou, “Efficiently and securely outsourcing compressed sensing reconstruction to a cloud”,
*Inf. Sci.,*vol. 496, pp. 150-160, 2019. - S. Y. Zhu, Z. Y. He, C. Chen, S. C. Liu, J. T. Zhou, Y. F. Guo, and B. Zeng, “High-Quality Color Image Compression by Quantization Crossing Color Spaces”,
, vol. 29, no. 5, pp.1474-1487, 2019.*IEEE Trans. on Circuits and Syst. for Video Technology (T-CSVT)* - X. W. Zheng, Y. Y. Tang, J. T. Zhou, J. J. Pan, S. Z. Yang, Y. F. Li, and P. Wang, “Multi-level Downsampling of Graph Signals via Improved Maximum Spanning Trees”,
*Int. J. of Pattern Recognition and Artificial Intelligence*, vol. 33, no. 3, pp. 1958005, 2019. - L. Dong, J. T. Zhou, and Y. Y. Tang, “Effective and Fast Estimation for Image Sensor Noise via Constrained Weighted Least Squares”,
, vol. 27, no. 6, pp. 2715-2730, 2018.*IEEE Trans. on Image Process. (T-IP)* - W. W. Sun, J. T. Zhou, S. Y. Zhu, and Y. Y. Tang, “Robust Privacy-Preserving Image Sharing over Online Social Networks (OSNs)”,
, vol. 14, no. 1, pp. 14:1-14:22, 2018. [codes]*ACM Trans. on Multimedia Computing, Communications, and Applications (TOMM)* - S. Y. Zhu, Z. Y. He, X. D. Meng, J. T. Zhou, and B. Zeng, “Compression-Dependent Transform-Domain Downward Conversion for Block-Based Image Coding”,
, vol. 27, no. 6, pp. 2635-2649, 2018.*IEEE Trans. on Image Process. (T-IP)* - Y. Zhang, Y. S. Liu, C. Wang, J. T. Zhou, Y. S. Zhang, G. R. Chen, “Improved known-plaintext attack to permutation-only multimedia ciphers”,
*Information Sciences*, vol. 430, pp. 228-239, 2018. - L. Dong, J. T. Zhou, and Y. Y. Tang, “Noise Level Estimation for Natural Images Based on Scale-Invariant Kurtosis and Piecewise Stationarity”,
, vol. 26, no. 2, pp. 1017-1039, 2017.*IEEE Trans. on Image Process. (T-IP)* - Y. M. Li, J. T. Zhou, and A. Cheng, “SIFT Keypoint Removal via Directed Graph Construction for Color Images”,
, vol. 12, no. 12, pp. 2971-2985, 2017.*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - Y. F. Zheng, H. L. Cui, C. Wang, and J. T. Zhou, “Privacy-Preserving Image Denoising from External Cloud Databases”,
, vol. 12, no. 6, pp. 1285-1298, 2017.*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - X. M. Liu, D. M. Zhai, J. T. Zhou, S. Q. Wang, D. B. Zhao, and H.J. Gao, “Sparsity-based Image Error Concealment via Adaptive Dual Dictionary Learning and Regularization”,
, vol. 26, no. 2, pp. 782-796, 2017.*IEEE Trans. on Image Process. (T-IP)* - Y. M. Li, J. T. Zhou, A. Cheng, X. M. Liu, and Y. Y. Tang, “SIFT Keypoint Removal and Injection via Convex Relaxation”,
, vol. 11, no. 8, pp. 1722-1735, 2016.*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - J. T. Zhou, W. W. Sun, L. Dong, X. M. Liu, O. C. Au, and Y. Y. Tang, “Secure Reversible Image Data Hiding over Encrypted Domain via Key Modulation”,
, vol. 26, no. 3, pp. 441-452, 2016. [codes]*IEEE Trans. on Circuits and Syst. for Video Technology (T-CSVT)* - X. W. Zheng, Y. Y. Tang, J. J. Pan, and J. T. Zhou, “Adaptive Multiscale Decomposition of Graph Signals”,
, vol. 23, no. 10, pp. 1389-1393, 2016.*IEEE Signal Processing Letters (SPL)* - Y. Zhang, K.W Wong, Y.S. Zhang, and J. T. Zhou, “Bi-level protected compressive sampling,”
, vol. 18, no. 9, pp. 1720-1732, 2016.*IEEE Trans. on Multimedia (T-MM)* - Z. P. Gao, G. T. Zhai, and J. T. Zhou, “Factorization Algorithms for Temporal Psychovisual Modulation Display”,
, vol. 18, no. 4, pp. 614-626, 2016.*IEEE Trans. on Multimedia (T-MM)* - X. M. Liu, D. M. Zhai, J. T. Zhou, D. B. Zhao, and W. Gao, “Compressive Sampling based Image Coding for Resource-deficient Visual Communication”,
, vol. 25, no. 6, pp. 2844-2855, 2016.*IEEE Trans. on Image Process. (T-IP)* - X. M. Liu, X. L. Wu, J. T. Zhou, and D. B. Zhao, “Data-driven soft decoding of compressed images in dual transform-pixel domain”,
, vol. 25, no. 4, pp. 1649-1659, 2016.*IEEE Trans. on Image Processing. (T-IP)* - A. M. Zheng, Y. Yuan, J. T. Zhou, Y. F. Guo, H. T. Yang, and O. C. Au, “Adaptive block coding order for Intra prediction in HEVC”,
, vol. 26, no. 11, pp. 2152-2158, 2016.*IEEE Trans. on Circuits and Syst. for Video Technology (T-CSVT)* - Y. S. Zhang, Y. Zhang, J. T. Zhou, L.C. Liu, F. Chen, and X. He, “A Review of Compressive Sensing in Information Security Field”,
*IEEE Access*, vol. 4, pp. 2507–2519, 2016. - J. H. Wang, L. J. Chen, J. T. Zhou, W. K. Ng, R. Schober, and and C. M. Zhao, “Distributed User-Centric Scheduling for Visible Light Communication Networks”,
*Optics Express*, vol. 24, no. 4, pp. 15570-15589, 2016. - Y. S. Zhang, J. T. Zhou, F. Chen, Y. Zhang, D. Xiao, B. Chen, and X. Liao, “A Block compressible Sensing Based Scalable Encryption Framework for Protecting Significant Image Regions”,
*Int. J. of Bifurcation and Chaos (IJBC)*, vol. 26, no. 11, pp. 1650191, 2016. - Y.S. Zhang, J. T. Zhou, F. Chen, Y. Zhang, K.W Wong, X. He, and D. Xiao, “Embedding Cryptographic Features in Compressive Sensing,”
*Neurocomputing*, vol. 40, no. 12, pp. 472-480, 2016. - Y. F. Guo, O. C. Au, J. T. Zhou, K. T. Tang and X. P. Fan, “Halftone image watermarking via optimization”,
*Sig. Proc.: Image Comm.*, vol. 41, pp. 85-100, 2016. - Y. S. Zhang, D. Xiao, K. W. Wong, J. T. Zhou, S. Bai, and M.T. Su, “Perturbation meets key-based interval splitting arithmetic coding: security enhancement and chaos generalization”,
*Security and Comm. Networks*, vol. 9, no. 1, pp.43-53, 2016. - Y. M. Li and J. T. Zhou, “Anti-Forensics of Lossy Predictive Image Compression”,
, vol. 22, no. 12, pp. 2219-2223, 2015.**IEEE Signal Processing Letters (SPL)** - Y. S. Zhang, K. W. Wong, Y. Zhang, W.Y. Wen, J. T. Zhou, and X. He, “Robust coding of encrypted images via structural matrix”,
*Sig. Proc.: Image Comm*, vol. 39, pp. 202-211, 2015. - X. M. Liu, X. W. Gao, D. B. Zhao, J. T. Zhou, G. T. Zhai, and W. Gao, “Model-based low bit-rate video coding for resource-deficient wireless visual communication”,
*Neurocomputing*, vol. 162, pp. 180-190, 2015. - J. H. Wang, Y. M. Huang, J. T. Zhou, and L. Sun, “On imperfect pricing in globally constrained noncooperative games for cognitive radio networks”,
*Signal Processing*, vol. 117, pp. 96-101, 2015. - J. T. Zhou, O. C. Au, G. T. Zhai, Y. Y. Tang, and X. M. Liu, “Scalable Compression of Stream Cipher Encrypted Images through Context-Adaptive Sampling”,
, vol. 9, no.11, pp. 1857-1868, 2014*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - J. T. Zhou, X. M. Liu, O. C. Au, and Y. Y. Tang, “Designing an Efficient Image Encryption-then-Compression System via Prediction Error Clustering and Random Permutation”,
, vol. 9, no. 2, pp. 39-50, 2014.*IEEE Trans. on Inf. Forensics and Security (T-IFS)* - X.M. Liu, D.B. Zhao, J. T. Zhou, W. Gao and H.F. Sun, “Image Interpolation via Graph-based Bayesian Label Propagation,”
, Vol. 23, No. 3, pp. 1084-1096, March 2014.*IEEE Trans. on Image Process. (T-IP)* - J. T. Zhou and X. Wu, “L2 restoration of L∞-decoded images via soft-decision estimation”,
, vol. 21, no. 12, pp. 4797-4807, 2012.*IEEE Trans. on Image Processing (T-IP)* - J. T. Zhou and O. C. Au, “Determining the Capacity Parameters in PEE-based Reversible Watermarking,”
, vol. 19, no. 5, pp. 287-290, 2012.*IEEE Signal Processing Letters (SPL)* - J. T. Zhou and O. C. Au, “On the Security of Chaotic Convolutional Coder”,
, vol. 58, no.3, pp. 595-606, March 2011.*IEEE Trans. on Circuits and Systems-I (T-CASI)* - K. Wang, W. J. Pei, J. T. Zhou, Y. F. Zhang, and S. Y. Zhou, “Security of chaos-based secure communications in a large community”,
*Acta Phys. Sin.*, vol. 60, no. 7, 070503. - J. T. Zhou and O. C. Au, “Error Recovery of Variable Length Codes over BSC with Arbitrary Crossover Probability”,
, vol. 58, pp. 1654-1666, 2010.*IEEE Trans. on Comm.(T-COM)* - X.P. Fan, O.C. Au, N.M. Cheung, Y. Chen and J. T. Zhou, “Successive Refinement based Wyner-Ziv Video Compression”，
*Signal Processing: Image Communications*, vol. 25, no. 1, pp. 47-63, January 2010. - J. T. Zhou and O. C. Au, “Adaptive Chosen-ciphertext Attack on Secure Arithmetic Coding”,
, vol. 57, pp. 1825-1838, May 2009.*IEEE Trans. on Signal Proc. (T-SP)* - X. P. Fan, O. C. Au, Y. Chen, J. T. Zhou, M. Y. Ma, and P. H. W. Wong, “Wyner-Ziv-based Bidirectionally Decodable Video Coding”,
*Journal of Visual Communication and Image Representation*, vol. 20, no. 6, pp. 365–376, 2009. - J. T. Zhou and O. C. Au, “Comments on “A Novel Compression and Encryption Scheme Using Variable Model Arithmetic Coding and Coupled Chaotic System””,
, vol. 55, pp. 3368-3369, Nov. 2008.*IEEE Trans. on Circuits and Systems-I (T-CASI)* - J. T. Zhou and O. C. Au, “Security Analysis of Multimedia Encryption Schemes Based on Multiple Huffman Table”,
, vol. 14, pp. 201-204, 2007.*IEEE Signal Proc. Letters (SPL)* - J. T. Zhou, W. J. Pei, K. Wang, J. Huang, and Z. Y. He, “Secure Communication Scheme Based on Asymptotic Model of Deterministic Randomness”,
*Physics Letters A*, vol. 358, pp. 283-288, 2006. - H. H. Szu, C. Hsu, M. K. Hsu and J. T. Zhou, “Intelligent Network Computing Augmented by Chaotic Neural Networks, Blind Sources Separation, Digital Watermarks”,
*International Journal of Information Acquisition*, vol. 1, no. 4, pp 295–320, April 2005. - J. T. Zhou, Q. Z. Xu, W. J. Pei, Z. Y. He, and H. H. Szu, “Step to Improve Neural Cryptography against Flipping Attacks”,
*Int. J. of Neural Systems*, vol. 14, no. 6, pp. 393-405, 2004.

- R.Q. Liang, Y.M. Li, J. T. Zhou, and X. Li,“Text-Driven Traffic Anomaly Detection with Temporal High-Frequency Modeling in Driving Videos”, Accepted in

Conference Papers

- F. P. Li, K. M. Li, J. Y. Tian and J. T. Zhou, “DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain”, In
, 2024.*Proceedings of Annual Conference on Neural Information Processing Systems (NeurIPS-24)* - S. N. Xu, B. B. Song, X. Y. Chen, X. N. Liu, and J. T. Zhou, “Image Demoireing in RAW and sRGB Domains”, In
, 2024.*Proceedings of European Conference on Computer Vision (ECCV-24)* - X. Y. Chen, Z. Y. Li, Y. D. Pu, Y. H. Liu, J. T. Zhou, Y. Qiao, and C. Dong, “A Comparative Study of Image Restoration Networks for General Backbone Network Design”, In
, 2024.*Proceedings of European Conference on Computer Vision (ECCV-24)* - F. P. Li, K. M. Li, J. Y. Tian and J. T. Zhou, “Regroup Median Loss for Combating Label Noise”, In
*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-24)*, 2024 (Oral). - J. Liu, J. T. Zhou, J. D. Zeng, and J. Y. Tian, “DifAttack: Query-Efficient Black-Box Attack via Disentangled Feature Space”, In
, 2024.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-24)* - S. N. Xu, B. B. Song, X. Y. Chen and J. T. Zhou, “Direction-aware Video Demoiréing with Temporal-guided Bilateral Learning”, In
, 2024.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-24)* - Y. M. Chen, H. W. Wu, and J. T. Zhou, “Progressive Poisoned Data Isolation for Training-time Backdoor Defense”, In
, 2024.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-24)* - Y. C. Su, Y. M. Li, W. Wang, J. T. Zhou, and X. Li, “A Unified Environmental Network for Pedestrian Trajectory Prediction”, In
, 2024.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-24)* - Y. H. Liu, X. Y. Chen, X. Z. Ma, X. T. Wang, J. T. Zhou, Y. Qiao, and C. Dong, “Unifying Image Processing as Visual Prompting Question Answering ”, In
, 2024.*Proceedings of IEEE Conference on Machine Learning**(ICML-24)* - Y. Z. Huang, L. B. Xie, X. T. Wang, Z. Y. Yuan, X. D. Cun, Y. X. Ge, J. T. Zhou, C. Dong, R. Huang, R. M. Zhang, and Y. Shan, “SmartEdit: Exploring Complex Instruction-based Image Editing with Multimodal Large Language Models”, In
, 2024 (Highlight).*Proceedings of IEEE Conference on Computer Vision and Pattern Recognition**(CVPR-24)* - X. Y. Chen, Y. H. Liu, Y. D. Pu, W. L. Zhang, J. T. Zhou, Y. Qiao, and C. Dong, “Learning A Low-Level Vision Generalist via Visual Task Prompt”, In
*Proceedings of ACM Multimedia (ACM MM-24)*, 2024. - X. Y. Chen, X. T. Wang, J. T. Zhou, Y. Qiao, and C. Dong, “Activating More Pixels in Image Super-Resolution Transformer”, In
, 2023.*Proceedings of IEEE Conference on Computer Vision and Pattern Recognition**(CVPR-23)* - Y. M. Chen, J. Y. Tian, X. Y. Chen, and J. T. Zhou, “Effective Ambiguity Attack Against Passport-based DNN Intellectual Property Protection Schemes through Fully Connected Layer Substitution”, In
, 2023.*Proceedings of IEEE Conference on Computer Vision and Pattern Recognition**(CVPR-23)* - B. B. Song, X. Y. Chen, S. N. Xu, and J. T. Zhou, “Under-Display Camera Image Restoration with Scattering Effect”, In
, 2023.*Proceedings of IEEE Conference on Computer Vision**(ICCV-23)* - L. B. Xie, X. T. Wang, X. Y. Chen, G. Li, Y. Shan, J. T. Zhou, and C. Dong, “DeSRA: Detect and Delete the Artifacts of GAN-based Real-World Super-Resolution Models”, In
, 2023.*Proceedings of IEEE Conference on Machine Learning**(ICML-23)* - H. W. Wu, J. T. Zhou, J. Y. Tian, and J. Liu, “Robust Image Forgery Detection over Online Social Network Shared Images”, In
, 2022 (*Proceedings of IEEE Conference on Computer Vision and Pattern Recognition**(CVPR-22)***Oral, AR 5%**). - Y. M. Li, J. T. Zhou, X. W. Zheng, J. Y. Tian, and Y. Y. Tang, “Robust Subspace Clustering With Independent and Piecewise Identically Distributed Noise Modeling”, In
*Proceedings*, 2019 (**of IEEE Conference on Computer Vision and Pattern Recognition***(CVPR-19)***Oral, AR 5.6%**). - J. D. Zeng, T. Y. Liu, and J. T. Zhou, “Tag-assisted Multimodal Sentiment Analysis under Uncertain Missing Modalities”, In
, 2022.*Proceedings of ACM SIGIR Conference on Research and Development in Information Retrieval* - J. Y. Tian, J. T. Zhou, and J. Duan, “Probabilistic Selective Encryption of Convolutional Neural Networks for Hierarchical Services”, ”, In
, 2021.**Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR-21)** - J. Y. Tian, J. T. Zhou, Y.M. Li and J. Duan, “Detecting Adversarial Examples from Sensitivity Inconsistency of Spatial-Transform Domain”, In
, 2021.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-21)* - R. Q. Liang, Y.M. Li , X. Li, Y. Tang, J. T. Zhou and W. B. Zou, “Temporal Pyramid Network for Pedestrian Trajectory Prediction with Multi-Supervision”, In
, 2021.*Proceedings of AAAI Conference on Artificial Intelligence (AAAI-21)* - J. X. You Y. M. Li, J. T. Zhou, Z. Y. Hua W. W. Sun, and X. Li, “A Transformer based Approach for Image Manipulation Chain Detection”, In
*Proceedings of ACM Multimedia (ACM MM-21)*, 2021. - W. W. Sun, J. T. Zhou, R. Lyu, and S. Y. Zhu, “Processing-Aware Privacy-Preserving Photo Sharing over Online Social Networks”, In
, 2016.*Proceedings of ACM Multimedia (ACM MM-16)* - Y. Y. Li, J. T. Zhou, and Y. M. Li, “Ciphertext-Only Attack on an Image Homomorphic Encryption Scheme with Small Ciphertext Expansion”, In
, 2015.*Proceedings of ACM Multimedia (ACM MM-15)* - X. M. Liu, X. L. Wu, and J. T. Zhou, “Data-driven Sparsity-based Restoration of JPEG-compressed Images in Dual Transform-Pixel Domain”, In
2015.*Proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR-15),* - J. D. Zeng, T. Y. Liu, and J. T. Zhou, “Mitigating Inconsistencies in Multimodal Sentiment Analysis under Uncertain Missing Modalities”, In
, 2022.**Proceedings****of Conference on Empirical Methods in Natural Language Processing** - J. X. You, Y. M. Li, R. Q. Liang, Y. X. Tan, J. T. Zhou, and X. Li, “Image Sharing Chain Detection VIA Sequence-To-Sequence Model“, In
*Proceedings**of IEEE International Conference on Acoustics, Speech, and Signal Processing*, 2023. - Z. Y. Zha, B. H.Wen, X. Yuan, J. T. Zhou, and C. Zhu, “Hyperspectral Image Denoising Via Nonlocal Rank Residual Modeling“, In
*Proceedings**of IEEE International Conference on Acoustics, Speech, and Signal Processing*, 2023. - Z. Y. Zha, B. H.Wen, X. Yuan, J. T. Zhou, and C. Zhu, “Simultaneous Nonlocal Low-Rank And Deep Priors For Poisson Denoising”, In
*Proceedings**of IEEE International Conference on Acoustics, Speech, and Signal Processing*, 2022. - Z. X. Zhang, Y. L. Zhang, X. F. Zheng, J. Y. Tian, and J. T. Zhou, “Self-Supervised Adversarial Example Detection by Disentangled Representation“, In
*Proceedings**of IIEEE International Conference on Trust, Security and Privacy in Computing and Communications*, 2022. - Z. Y. Zha, X. Yuan, J. T. Zhou, C. Zhu, and B. H. Wen, “A Hybrid Structural Sparse Error Model for Image Deblocking”, In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-20)*, 2020. - Z. Y. Zha, X. Yuan, J. T. Zhou, C. Zhu, and B. H. Wen, “Reconciliation of Group Sparsity and Low-rank models for Image Restoration”, In
*Proceedings of IEEE International Conference on Multimedia & Expo (ICME-20)*, 2020. (**Oral**) - L. Dong and J. T. Zhou, “Color Image Noise Covariance Estimation with Cross-Channel Image Noise Modeling”, In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-18)*, 2018. (**Oral**) - Y. F. Zheng, C. Wang, and J. T. Zhou, “Toward Secure Image Denoising: A Machine Learning based Realization”, In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-18)*, 2018. - L. Dong and J. T. Zhou, “Efficient Image Sensor Noise Estimation via Iterative Re-weighted Least Squares”, In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-17)*, 2017. - W. Sun, G. T. Zhai, X. K. Min, Y. T. Liu, S. W. Ma, J. Liu, J. T. Zhou, and X. M. Liu “Dynamic Backlight Scaling Considering Ambient Luminance for Mobile Energy Saving,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-17)*, 2017. - X. K. Min, G. T. Zhai, K. Gu, Y. M. Fang, X. K. Yang, X. L. Wu, J. T. Zhou, and X. M. Liu, “Blind Quality Assessment of Compressed Images via Pseudo Structural Similarity”, In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-16)*, 2016 (**Best Student Paper**). - A. Cheng, Y. M. Li, and J. T. Zhou, “SIFT Keypoint Removal via Convex Relaxation”, In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-15)*, 2015 (**top 15% paper**). - L. Dong and J. T. Zhou, “Estimation of Capacity Parameters for Dynamic Histogram Shifting (DHS)-based Reversible Image Watermarking, ” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-14)*, 2014. - W. Dai, O. C. Au, W. J. Zhu, P. F. Wan, W. Hu, and J. T. Zhou, “SSIM-based rate-distortion optimization in H.264,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-14)*, 2014. - J. T. Zhou, X. M. Liu and O. C. Au, “On the Design of An Efficient Encryption-then-Compression System,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-13)*, 2013. - D. M. Zhai, X. M. Liu, J. T. Zhou, D.B. Zhao, and W. Gao, “Spatial Error Concealment via model based coupled sparse representation, ” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-13)*, 2013. - J. T. Zhou and X. L. Wu, “Context Modeling and Correction of Quantization Errors in Prediction Loop,” In
*Proceedings of Data Compression Conference (DCC-12)*, 2012. - J. T. Zhou and O. C. Au, “On the Determination of Capacity Parameters in PEE-based Reversible Image Watermarking,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-12)*, 2012. - J. T. Zhou and O. C. Au, “Security Evaluation of a Perceptual Image Hashing Scheme Based on Virtual Watermark Detection,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-11)*, pp. 1-6, July, 2011. - X. L. Wu, J. T. Zhou, and Heng Wang, “High-ﬁdelity Image Compression for High-throughput and Energy-eﬃcient Cameras,” In
*Proceedings of Data Compression Conference (DCC-11)*, pp. 433–442, March 2011. - J. T. Zhou and O. C. Au, “Security and Eﬃciency Analysis of Progressive Audio Scrambling in Compressed Domain,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-10)*, pp. 1802–1805, March 2010. - John S. Ho, Oscar C. Au, J. T. Zhou, and Yuanfang Guo, “Inter-channel Demo-saicking Traces for Digital Image Forensics,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-10)*, pp. 1475–1480, July 2010. - X. P. Fan, O. C. Au, and J. T. Zhou, “Backward error concealment of redundantly coded video,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-10)*, July 2010. - J. T. Zhou and O. C. Au, “Secure Exp-Golomb Coding using Stream Cipher,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-09)*, pp. 1457–1460, April 2009. - X. P. Fan, O. C. Au, M. Y. Ma, L. Hou, J. T. Zhou and N. M. Cheung, “Transcoding based Robust Streaming of Compressed Video,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-09)*, pp.909–912, April 2009. - X. P. Fan, O. C. Au, M. Y. Ma, L. Hou, J. T. Zhou and N. M. Cheung, “On Improving the Robustness of Compressed Video by Slepian-Wolf based Lossless Transcoding,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-09)*, pp. 884–887, May 2009. - J. T. Zhou and O. C. Au, “Secure Lempel-Ziv-Welch (LZW) Algorithm with Random Dictionary Insertion and Permutation,” In
*Proceedings of IEEE Inter-national Conference on Multimedia and Expo (ICME-08)*, pp. 245–248, June 2008. - Xiaopeng Fan, Oscar C. Au, J. T. Zhou, Mengyao Ma and Liwei Guo, “Improved Bidirectionally Decodable Wyner-Ziv Video Coding”, In
*Proceedings of IEEE International Conference on Multimedia and Expo*, 2008. - J. T. Zhou and O. C. Au, “Cryptanalysis of Secure Arithmetic Coding,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-08)*, pp. 1769–1772, April 2008. - J. T. Zhou, X. P. Fan, Z. Q. Liang and O. C. Au, “Exact Symbol Error Rate for Variable Length Codes over Binary Symmetric Channel,” In
*Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP-07)*, pp.641–644, April 2007. - Z. Q. Liang, J. T. Zhou, L. W. Guo, M. Y. Ma and O. C. Au, “Joint Decoding of Multiple Video Streams,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-07)*, 2007. - X. P. Fan, O. C. Au, Y. Chen, J. T. Zhou, and P. H. W. Wong, “Wyner-Ziv Successive Refinement of Video and Rate Distortion Analysis,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-07)*, 2007. - J. T. Zhou, Z. Q. Liang, Y. Chen and O. C. Au, “On the Security of Multimedia Encryption Schemes Based on Multiple Huﬀman Table (MHT),” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-06)*, pp. 2185–2188, July 2006. - Y. Chen, O. C. Au, J. T. Zhou and C. W. Ho, “Adaptive Switching Between Directional Interpolation and Region Matching For Spatial Error Concealment Based on DCT Coeﬃcients,” In
*Proceedings of IEEE International Conference on Multimedia and Expo (ICME-06)*, pp. 805–808, July 2006. - Z. H. Che, G. T. Zhai, J. Liu, K. Gu, P. L. Callet, J. T. Zhou, X. M. Liu, “A Blind Quality Measure for Industrial 2D Matrix Symbols Using Shallow Convolutional Neural Network”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-18)*, 2018. - M. Cheung, W. W. Sun, and J. T. Zhou, “Discovering Social Connections using Event Images”, In
*Proceedings of ACM Multimedia Asia (ACM MM Asian-21)*, 2021. - H. W. Wu and J. T. Zhou, “GIID-NET: Generalizable Image Inpainting Detection Network”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-21)*, 2021. - Z. Y. Zha, B. H. Wen, X. Yuan, J. T. Zhou, and C. Zhu, “Low-Rank Regularized Joint Sparsity for Image Denoising”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-21)*, 2021. - Z. Y. Zha, X. Yuan, T. Y. Zhou, J. T. Zhou, B. H. Wen, and C. Zhu, “The Power Of Triply Complementary Priors For Image Compressive Sensing”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-20)*, 2020. - Z. Y. Zha, B. H. Wen, J. C. Zhang, J. T. Zhou, C. Zhu, “A Comparative Study for the Nuclear Norms Minimization Methods”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-19)*, 2019. - Z. Y. Zha, X. Yuan, B. H. Wen, J. C. Zhang, J. T. Zhou, C. Zhu, “Simultaneous Nonlocal Self-Similarity Prior for Image Denoising”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-19)*, 2019. - H. W. Wu, J. T. Zhou, and Y. M. Li, “Image Reconstruction from Local Descriptors Using Conditional Adversarial Networks”, In
*Proceedings of APSIPA Annual Summit and Conference (ASC-19)*, 2019. - L. Dong, J. T. Zhou, C. M. Zou, and Y.L. Wang, “Iterative first-order reverse image filtering”, In
*Proceedings of the ACM Turing Celebration Conference – China (TUR-C-2019)*, 2019. - Z. Zha, X. Yuan, B. H. Wen, J. T. Zhou, C. Zhu, “Joint Patch-Group Based Sparse Representation for Image Inpainting”, In
*Proceedings of Asian Conference on Machine Learning (ACML-18)*, 2018. - X. Zhang, J. Duan, and J. T. Zhou, “A Robust Secret Sharing QR Code via Texture Pattern Design”, In
*Proceedings of APSIPA Annual Summit and Conference (ASC-18)*, 2018. - Y. C. Zhu, G. T, Zhai, W. H. Zhu, and J. T. Zhou, “An Image Augmentation Method for Quality Assessment Database”,In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-18)*, 2018. - W. W. Sun and J. T. Zhou, “Image Origin Identification for Online Social Networks (OSNs)”, In
*Proceedings of APSIPA Annual Summit and Conference*, 2017. - Y. C. Chen, G. T. Zhai, K. Gu, X. F. Zhang, W. S. Lin, and J. T. Zhou, “Benchmarking Screen Content Image Quality Evaluation in Spatial Psychovisual Modulation Display System”, In
*Proceedings of IEEE Pacific-Rim Conference on Multimedia (PCM-17)*, 2017. - Y. C. Chen, G. T. Zhai, and J. T. Zhou, “Global Quality of Assessment and Optimization for the Backward-compatible Stereoscopic Display System,” In
*Proceedings of IEEE International Conference on Image Processing (ICIP-17)*, 2017. - W. B. Zhao, X. M. Liu, J. T. Zhou, D. B. Zhao, and W. Gao “Mesh Denoising with Local Guided Normal Filtering and Non-local Similarity”, In
*International Forum of Digital TV and Wireless Multimedia Communication*, 2016. - X. W. Zheng, Y. Y. Tang, J. T. Zhou, H. L. Yuan, Y. L. Wang, L. N. Yang, and J. J. Pan “Multi-windowed Graph Fourier Frames”, In
*Proceedings of IEEE International Conference on Machine Learning and Cybernetics*, 2016. - L. Dong and J. T. Zhou, “Noise-Robust SLIC Superpixel for Natural Images”, In
*Proceedings of IEEE International Conference on Cloud Computing and Big Data (CCBD-2016)*, 2016. - Y. M. Li and J. T. Zhou, “Image Copy-Move Forgery Detection Using Hierarchical Feature Point Matching”, In
*Proceedings of APSIPA Annual Summit and Conference (ASC-2016)*, 2016. - Z. H. Che, G. T. Zhai, and K. Gu, and Y. C. Zhu, and J. T. Zhou, “Perceptually meaningful quadtree decomposition using dual-homogeneous criteria”, In
*Proceedings of IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB-2016)*, 2016. - X.W. Zheng, Y. Y. Tang, J. T. Zhou, and P. Wang, “Maximal Level Estimation and Unbalance Reduction for Graph Signal Downsampling”, In
*Proceedings of IEEE International Conference on Pattern Recognition (ICPR-16)*, 2016. - J. Duan, J. T. Zhou, and Y. M. Li, “Secure and Verifiable Outsourcing of Nonnegative Matrix Factorization (NMF)”, In
*Proceedings of ACM Workshop on Information Hiding and Multimedia Security (IH&MMSec-16)*, 2016. - S. Y. Zhu, L. Y. Zeng, B. Zeng, and J. T. Zhou, “Constrained Quantization Based Transform Domain Down-Conversion for Image Compression”, In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-16)*, 2016. - M. Liu, K. Gu, G. T. Zhai, J. T. Zhou, W.S. Lin, “Quality Assessment of Contrast-Altered Images”, In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-16)*, 2016. - L. Dong and J. T. Zhou, “Estimating Noise Level for Natural Images Based on Scale-Invariant Kurtosis and Piecewise Stationarity”, In
*Proceedings of IEEE International Conference on Image Processing (ICIP-16)*, 2016. - X. W. Zheng, Y. Y. Tang, and J. T. Zhou, “Improving Unbalanced Downsampling via Maximum Spanning Trees for Graph Signals”, In
*Proceedings of IEEE International Conference on Systems, Man, and Cybernetics (SMC-16)*, 2016. - Y. S. Zhang, J. T. Zhou, Y. Zhang, F. Chen, and X.Y. Lei, “Support-Set-Assured Parallel Outsourcing of Sparse Reconstruction Service for Compressive Sensing in Multi-Clouds”, In
*Proceedings of International Workshop on Social Computing and Security (SocialSec-15)*, 2015. - Y. Y. Li, J. T. Zhou, Y. M. Li, and O. C. Au, “Reducing the Ciphertext Expansion in Image Homomorphic Encryption via Linear Interpolation Technique”, In
*Proceedings of IEEE Global Conference on Signal and Information Processing (GlobalSIP-15)*, 2015. - Z. P. Gao, G. T. Zhai, X. Gu, and J. T. Zhou, “Adapting Hierarchical ALS Algorithms for Temporal Psychovisual Modulation”, In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-15)*, 2015. - K. Gu, G. T. Zhai, S. Wang, M. Liu, J. T. Zhou, and W. S. Lin, “A general histogram modification framework for efficient contrast enhancement”, In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-15)*, 2015. - X. W. Zheng, Y. Y. Tang, J. T. Zhou, L. N. Yang, H. L. Yuan, Y. L. Wang, C. L. Li, “Redundant graph Fourier transform”, In
*Proceedings of IEEE International Conference on Cybernetics (CYBCONF-15)*, 2015. - Z. P. Gao, G. T. Zhai, J. T. Zhou, X. K. Min, and C. J. Hu, “Information Security Display via Uncrowded Window”, In
*Proceedings of IEEE Visual Communications and Image Processing (VCIP-14)*, 2014. - J. T. Zhou and O. C. Au, “Scalable coding of stream cipher encrypted images via adaptive sampling, ” In
*Proceedings of IEEE International Conference on Image Processing (ICIP-14)*, 2014. - Y. M. Li and J. T. Zhou, “Sparsity-driven reconstruction of L∞ -decoded images,” In
*Proceedings of IEEE International Conference on Image Processing (ICIP-14)*, 2014. - J. T. Zhou and X. L. Wu, “L2 Restoration of L∞-decoded Images with Context Modeling,” In
*Proceedings of IEEE International Conference on Image Processing (ICIP-11)*, pp. 1989-1992, 2011. - J. T. Zhou and O. C. Au, “Cryptanalysis of Chaotic Convolutional Coder,” In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-10)*, pp.145–148, May 2010. - L. Hou, O. C. Au, X. P. Fan and J. T. Zhou, “Maximum-likelihood versus maximum a posteriori based local illumination and color correction algorithm for multi-view video,” In
*Proceedings of IEEE Workshop on Multimedia Signal Processing (MMSP-09)*, 2009. - J. T. Zhou and O. C. Au, “Joint Security and Performance Enhancement for Secure Arithmetic Coding,” In
*Proceedings of IEEE International Conference on Image Processing (ICIP-08)*, pp. 3120–3123, October 2008. - J. T. Zhou and O. C. Au, “Error Recovery of Variable Length Codes over BSC with Arbitrary Crossover Probability,” In
*Proceedings of IEEE International Symposium on Information Theory (ISIT-08)*, pp. 1188–1192, June 2008. - Xiaopeng Fan, Oscar C. Au, Yan Chen, J. T. Zhou and Mengyao Ma, “Bidirectionally Decodable Wyner-Ziv Video Coding,” In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-08)*, pp. 1404–1407, May 2008. - J. T. Zhou and O. C. Au, “On a Conjecture on Error Recovery for Variable Length Codes,” In
*Proceedings of IEEE Information Theory Workshop (ITW-07)*, pp. 529–534, September 2007. - Z. Q. Liang, J. T. Zhou, Liwei Guo, Mengyao Ma and O. C. Au, “A Novel Multiple Description Approach to Predictive Video Coding,” In
*Proceedings of Pacific-Rim Conference on Multimedia (PCM-07)*, pp. 603–612, December 2007. - X. P. Fan, O. C. Au, Y. Chen and J. T. Zhou, “Heegard-Berger Video Coding Using LMMSE Estimator,”
*Lecture Notes in Computer Science (LNCS)*, vol. 4261, no. 1, pp. 122–130, October 2006. - Y. Chen, O. C. Au, C. W. Ho and J. T. Zhou, “Spatio-Temporal Boundary Matching Algorithm for Temporal Error Concealment,” In
*Proceedings of IEEE International Symposium on Circuits and Systems (ISCAS-06)*, pp. 686–689, May 2006. - Y. Chen, O. C. Au, J. T. Zhou, H. M. Wong, and C. W. Ho “Priority-driven extended boundary matching algorithm for temporal error concealment,” In
*Proceedings of IEEE Picture Coding Symposium (PCS-06)*, 2006. - Z. Q. Liang, J. T. Zhou, O. C. Au and L. W. Guo, “Content-adaptive Temporal Search Range Control Based on Frame Buﬀer Utilization,” In
*Proceedings of IEEE International Workshop on Multimedia Signal Processing (MMSP-06)*, pp. 399–402, October, 2006. - J. T. Zhou, Q. Z. Xu, W. J. Pei, Z. Y. He and H. H. Szu, “A Novel Neural Cryptography Scheme Against Flipping Attack,” In
*Proceedings of the 14th National Conference on Neural Networks and Signal Processing (ICNNSP-04)*, pp. 1654–1657, 2004. - F. Zhu and J. T. Zhou, “An Implementation of Access Control in Public Wireless Local Area Network,” In
*Proceedings of IEEE International Conference on Neural Networks and Signal Processing (ICNNSP-03)*, pp. 1654–1657, 2003. - J. Y. Yuan, J. T. Zhou and W. J. Pei, “An Application of Network Address Translation on Gateway,” In
*Proceedings of IEEE International Conference on Neural Networks and Signal Processing (ICNNSP-03)*, pp. 1658–1661, 2003.

- F. P. Li, K. M. Li, J. Y. Tian and J. T. Zhou, “DAT: Improving Adversarial Robustness via Generative Amplitude Mix-up in Frequency Domain”, In

**Teaching**

- Digital Image Processing
- Multimedia Forensics and Security
- Programming Language
- Program Design for Engineers
- Special Topics in Computer and Information Science

**Patents**

- J. T. Zhou, W. W. Sun, and L. Dong, “Method for reversible image data hiding”, US Patent, Granted, US9639912 B2, May 2017.
- Oscar C. Au and J. T. Zhou, “Efficient encoding processes and apparatus”, US Patent, Granted, No. 8,457,304 B2 , June 2013.
- Oscar C. Au and J. T. Zhou, “Method and System for Encoding Multimedia Content based on Secure Coding Schemes using Stream Cipher”, US Patent, Granted, No. 8,189,776, May 2012.
- Oscar C. Au and J. T. Zhou, “System and Method for Encoding Data based on a Compression Technique with Security Features”, US Patent, Granted, No. 7,868,788, Jan. 2011.
- 区子廉，周建涛，“基于具有安全特性的压缩技术来编码数据的系统和方法”，中国发明专利，授权号：ZL 200910203696.7，2013年7月。
- 周建涛，区子廉，“基于流密码的安全编码方案的多媒体内容编码方法和系统”，中国发明专利，授权号：ZL200910176001.0，2014年7月