广西师范大学多媒体哈希研究课题组

Multimedia Hashing Research at Guangxi Normal University

Professor Dr. Zhenjun Tang (唐振军)  (Google scholar)

Email: tangzj230@163.com, zjtang@gxnu.edu.cn


研究项目   |   期刊论文   |  会议论文  |  硕士论文  |  发明专利  |  软件著作权


研究项目(Research Projects)

  1. 基于矩阵分解的彩色图像哈希算法研究,国家自然科学基金项目, 2020-2023, 主持. (Research on Color Image Hashing Algorithms Based on Matrix Decomposition, Natural Science Foundation of China (NSFC), 2020-2023, PI. )

  2. 面向数字图像的新型哈希算法研究,广西自然科学基金项目, 2017-2020, 主持. (Research on Novel Hashing Algorithms for Digital Images, Guangxi Natural Science Foundation , 2017-2020, PI. )

  3. 基于数据降维和压缩感知的图像哈希理论与方法,国家自然科学基金项目, 2014-2016, 主持. (Image Hashing Theories and Methods Based on Data Dimensionality Reduction and Compressive Sensing, Natural Science Foundation of China (NSFC), 2014-2016, PI. )

  4. 感知图像Hash算法及其应用研究,广西自然科学基金项目, 2012-2015, 主持. (Perceptual Image Hashing Algorithms and Their Applications, Guangxi Natural Science Foundation for Young Researchers, 2012-2015, PI. )

  5. 图像Hash技术若干问题研究,广西师范大学博士科学研究启动基金, 2010-2013, 主持. (Several Problems of Robust Image Hashing, Scientific Research Foundation of Guangxi Normal University for Doctor Programs, 2010-2013, PI. )


期刊论文(Journal Papers)

  1. Xiaoping Liang, Zhenjun Tang*, Ziqing Huang, Xianquan Zhang, Shichao Zhang*, Efficient hashing method using 2D-2D PCA for image copy detection, IEEE Transactions on Knowledge and Data Engineering, DOI:10.1109/TKDE.2021.3131188, 2022. (SCI+EI, CCF-A)

  2. Ziqing Huang, Zhenjun Tang*, Xianquan Zhang, Linlin Ruan, Xinpeng Zhang, Perceptual image hashing with locality preserving projection for copy detection, IEEE Transactions on Dependable and Secure Computing, DOI:10.1109/TDSC.2021.3136163, 2022. (SCI+EI, CCF-A)

  3. Xiaoping Liang, Zhenjun Tang*, Jingli Wu, Zhixin Li, Xinpeng Zhang, Robust image hashing with Isomap and saliency map for copy detection, IEEE Transactions on Multimedia, DOI :10.1109/TMM.2021.3139217, 2022. (SCI+EI, CCF-B)

  4. Mengzhu Yu, Zhenjun Tang*, Zhixin Li, Xiaoping Liang, Xianquan Zhang, Robust image hashing with saliency map and sparse model, The Computer Journal, DOI: 10.1093/comjnl/bxac010, 2022. (SCI+EI, CCF-B类期刊)

  5. Zhenhai Chen, Zhenjun Tang*, Xinpeng Zhang, Ronghai Sun, Xianquan Zhang, Efficient video hashing based on low-rank frames, IET Image Processing, vol.16, no.2, pp.344-355, 2022. (SCI+EI, CCF-C类期刊)

  6. Zhenjun Tang*, Mengzhu Yu, Heng Yao, Hanyun Zhang, Chunqiang Yu, Xianquan Zhang, Robust image hashing with singular values of quaternion SVD, The Computer Journal, vol.64, no.11, pp.1656–1671, 2021. (SCI+EI, CCF-B类期刊)

  7. Zhenjun Tang*, Shaopeng Zhang, Xianquan Zhang, Zhixin Li, Zhenhai Chen, Chunqiang Yu, Video hashing with secondary frames and invariant moments, Journal of Visual Communication and Image Representation , vol.79, Article ID.103209, 2021. (SCI三区+EI, CCF-C类期刊)

  8. Xiaoping Liang, Zhenjun Tang*, Xiaolan Xie, Jingli Wu, Xianquan Zhang, Robust and fast image hashing with two-dimensional PCA, Multimedia Systems, vol.27, pp.389-401, 2021.(SCI+EI, CCF-C类期刊)

  9. Zhenjun Tang*, Shaopeng Zhang, Zhenhai Chen, Xianquan Zhang, Robust video hashing based on multidimensional scaling and ordinal measures, Security and Communication Networks, vol.2021, Article ID. 9930673, 11 pages, 2021. (SCI+EI)

  10. Zhenjun Tang*, Lv Chen, Heng Yao, Xianquan Zhang, Chunqiang Yu, Video hashing with DCT and NMF, The Computer Journal, vol.63, no.7, pp.1017-1030, 2020. (SCI+EI, CCF-B类期刊)

  11. Zhenjun Tang*, Hanyun Zhang, Chi-Man Pun, Mengzhu Yu, Chunqiang Yu, Xianquan Zhang, Robust image hashing with visual attention model and invariant moments, IET Image Processing, vol.14, no.5, pp.901-908, 2020. (SCI+EI, CCF-C类期刊)

  12. Zhenjun Tang*, Hanyun Zhang, Shenglian Lu, Heng Yao, Xianquan Zhang, Robust image hashing with compressed sensing and ordinal measures, EURASIP Journal on Image and Video Processing, vol.2020, Article number: 21, 2020.(SCI+EI)

  13. Zhenjun Tang*, Zixuan Yu, Zhixin Li, Chunqiang Yu, Xianquan Zhang, Robust image hashing with low-rank representation and ring partition, Wireless Communications and Mobile Computing, vol.2020, Article ID. 8870467, 12 pages, 2020.

  14. Zhenjun Tang, Lv Chen, Xianquan Zhang, Shichao Zhang*, Robust Image Hashing with Tensor Decomposition, IEEE Transactions on Knowledge and Data Engineering, vol.31, no.3, pp.549-560, 2019. (SCI+EI, CCF-A类期刊)

  15. Zhenjun Tang*, Yongzheng Yu, Hanyun Zhang, Mengzhu Yu, Chunqiang Yu, Xianquan Zhang, Robust image hashing via visual attention model and ring partition, Mathematical Biosciences and Engineering, vol.16, no.5, pp.6103–6120, 2019. (SCI+EI)

  16. Zhenjun Tang*, Ziqing Huang, Heng Yao, Xianquan Zhang, Lv Chen, Chunqiang Yu, Perceptual Image Hashing with Weighted DWT Features for Reduced-Reference Image Quality Assessment, The Computer Journal, vol. 61, no.11, pp.1695–1709, 2018. (SCI+EI, CCF-B类期刊)

  17. Zhenjun Tang*, Xuelong Li, Xianquan Zhang, Shichao Zhang*, Yumin Dai, Image hashing with color vector angle, Neurocomputing, vol.308, pp.147-158, 2018. (SCI+EI, CCF-C类期刊)

  18. Zhenjun Tang*, Man Ling, Heng Yao, Zhenxing Qian, Xianquan Zhang, Jilian Zhang, Shijie Xu, Robust Image Hashing via Random Gabor Filtering and DWT, Computers, Materials & Continua, vol.55, no.2, pp.331-344, 2018. (SCI+EI)

  19. Zhenjun Tang*, Ziqing Huang, Xianquan Zhang, Huan Lao, Robust image hashing with multidimensional scaling, Signal Processing, vol.137, pp.240-250, 2017. (SCI+EI, CCF-C类期刊)

  20. Zhenjun Tang*, Xiuqin Li, Juan Song, Minwei Wei, Xianquan Zhang, Colour space selection in image hashing: An Experimental Study, IETE Technical Review, vol.34, no.4, pp.440-447, 2017. (SCI+EI)

  21. Zhenjun Tang, Xianquan Zhang, Xianxian Li, Shichao Zhang*, Robust image hashing with ring partition and invariant vector distance, IEEE Transactions on Information Forensics and Security, vol.11, no.1, pp.200-214, 2016. (SCI+EI, CCF-A类期刊)

  22. Zhenjun Tang*, Huan Lao, Xianquan Zhang, Kai Liu, Robust image hashing via DCT and LLE, Computers & Security, vol.62, pp.133-148, 2016. (SCI+EI, CCF-B类期刊)

  23. Zhenjun Tang*, Liyan Huang, Xianquan Zhang, Huan Lao, Robust image hashing based on color vector angle and canny operator, AEÜ-International Journal of Electronics and Communications, vol.70, no.6, pp.833-841, 2016. (SCI+EI)

  24. Zhenjun Tang*, Linlin Ruan, Chuan Qin, Xianquan Zhang, Chunqiang Yu, Robust image hashing with embedding vector variance of LLE, Digital Signal Processing, vol.43, pp.17-27, 2015. (SCI+EI)

  25. Zhenjun Tang, Xianquan Zhang, Shichao Zhang*, Robust perceptual image hashing based on ring partition and NMF, IEEE Transactions on Knowledge and Data Engineering, vol.26, no.3, pp.711-724, 2014. (SCI+EI, CCF-A类期刊)

  26. Zhenjun Tang*, Yumin Dai, Xianquan Zhang, Liyan Huang, Fan Yang, Robust image hashing via colour vector angles and discrete wavelet transform, IET Image Processing, vol.8, no.3, pp.142-149, 2014. (SCI+EI, CCF-C类期刊)

  27. Zhenjun Tang*, Fan Yang, Liyan Huang, Xianquan Zhang, Robust image hashing with dominant DCT coefficients, Optik-International Journal for Light and Electron Optics, vol.125, no.18, pp.5102-5107, 2014. (SCI+EI)

  28. Zhenjun Tang*, Xianquan Zhang, Liyan Huang, Yumin Dai, Robust image hashing using ring-based entropies, Signal Processing, vol.93, no.7, pp.2061-2069, 2013. (SCI+EI, CCF-C类期刊)

  29. Zhenjun Tang*, Xianquan Zhang, Xuan Dai, Jianzhong Yang, Tianxiu Wu, Robust image hash function using local color features, AEÜ- International Journal of Electronics and Communications, vol.67, no.8, pp.717-722, 2013. (SCI+EI)

  30. Zhenjun Tang*, Xianquan Zhang, Yumin Dai, Weiwei Lan, Perceptual image hashing using local entropies and DWT, Imaging Science Journal, vol.61, no.2, pp.241-251, 2013. (SCI+EI)

  31. Zhenjun Tang*, Yumin Dai, Xianquan Zhang, Perceptual hashing for color images using invariant moments, Applied Mathematics & Information Sciences, vol.6, no.2S, pp.643S-650S,2012.(SCI)

  32. Zhenjun Tang, Shuozhong Wang*, Xinpeng Zhang, Weimin Wei, Structural feature-based image hashing and similarity metric for tampering detection, Fundamenta Informaticae, vol.106, no.1, pp.75-91, 2011. (SCI+EI, CCF-C类期刊)

  33. Zhenjun Tang, Shuozhong Wang*, Xinpeng Zhang, Weimin Wei, Yan Zhao, Lexicographical Multimedia Tools and Applications, vol.52, no.2-3, pp.325-345, 2011. (SCI+EI, CCF-C类期刊)

  34. Zhenjun Tang*, Liyan Huang, Fan Yang, Xianquan Zhang, Robust image hashing based on fan-beam transform, ICIC Express Letters, vol.8, no.8, pp.2365-2372, 2014.(EI)

  35. Zhenjun Tang*, Fan Yang, Liyan Huang, Minwei Wei, DCT and DWT based image hashing for copy detection, ICIC Express Letters, vol.7, no.11, pp.2961-2967, 2013.(EI)

  36. Zhenjun Tang*, Xianquan Zhang, Zhixin Li, Collision analysis of human visual system based image hashing, ICIC Express Letters, vol.6, no.8, pp.2191-2196, 2012.(EI)

  37. Zhenjun Tang, Shuozhong Wang*, Xinpeng Zhang, Weimin Wei, Shengjun Su, Robust image hashing for tamper detection using non-negative matrix factorization, Journal of Ubiquitous Convergence and Technology, vol.2, no.1, pp.18-26, 2008.

  38. Yan Zhao, Shuozhong Wang, Guorui Feng, Zhenjun Tang, A robust image hashing method based on Zernike moments, Journal of Computational Information Systems, vol.6, no.3, pp.717-725, 2010.(EI)

  39. 唐振军, 杨帆, 黄紫晴, 劳欢. 基于PCA特征距离的图像哈希算法(Image Hashing Based on PCA Feature Distance), 广西师范大学学报(自然科学版), 2016, 34(4):9-18. (核心)

  40. 刘凯, 唐振军, 张显全, 俞春强. 联合压缩感知和颜色向量角的彩色图像哈希方法 (Color Image Hashing with Compressive Sensing and Color Vector Angle), 应用科学学报, 2015, 33(6): 595-603.(核心)

  41. 唐振军, 戴玉敏, 张显全, 张师超. 基于DCT特征点的感知图像Hash函数 (Perceptual Image Hash Function Using DCT-Based Feature Points), 广西师范大学学报(自然科学版), 2012, 30(3):135-141. (核心)

  42. 唐振军, 王朔中, 魏为民, 张新鹏. 利用分块相似系数构造感知图像Hash (Perceptual Image Hashing Using Block Similarity), 计算机研究与发展,2009, 46, Sup(I):311-317.

  43. 唐振军, 王朔中, 魏为民, 苏胜君. 用于图像Hash的视觉相似度客观评价测度 (Perceptual Similarity Metric for Application to Robust Image Hashing),中国图象图形学报, 2008,13(10):2040-2043. (核心)

  44. 唐振军, 魏为民, 张新鹏, 王朔中. 用于图像检索的稳健Hash (Retrieval-oriented Robust Image Hashing),东南大学学报(自然科学版), 2007, 37, s(1):105-108.(EI)



会议论文(Conference Papers)

  1. Zhenjun Tang, Junwei Yu, Xianquan Zhang, Shichao Zhang, Discovery of Tampered Image with Robust Hashing, The 10th International Conference on Advanced Data Mining and Applications (ADMA 2014), Lecture Notes in Artificial Intelligence, vol.8933, pp.112-122, 2014. (EI)

  2. Zhenjun Tang, Yumin Dai, Xianquan Zhang, Shichao Zhang, Perceptual image hashing with histogram of color vector angles, 2012 International Conference on Active Media Technology (AMT 2012), Lecture Notes in Computer Science, vol.7669, pp.237-246, 2012. (EI)

  3. Zhenjun Tang, Shuozhong Wang, Xinpeng Zhang, Weimin Wei, Perceptual similarity metric resilient to rotation for application in robust image hashing, In: Proceedings of the 3rd International Conference on Multimedia and Ubiquitous Engineering (MUE 2009), June 4-6, 2009, pp.183-188, Qingdao, China. (EI)


硕士论文(Master's Thesises)

  1. 张少鹏,基于多维尺度分析和不变矩的视频哈希算法(Video Hashing Algorithms Based on Multidimensional Scaling and Invariant Moments), 2021.

  2. 余紫璇,基于低秩模型的图像哈希算法(Image Hashing Algorithms Based on Low-Rank Models), 2021.

  3. 于梦竹,基于四元数奇异值分解和稀疏模型的图像哈希算法(Color Image Hashing Algorithms Based on Quaternion SVD and Sparse Model), 2020.

  4. 张瀚匀,基于不变矩和压缩感知的图像哈希算法(Image Hashing Algorithms Based on Invariant Moment and Compressed Sensing), 2020.

  5. 凌曼,基于Gabor滤波和四元数小波变换的图像哈希算法(Image Hash Algorithms Based on Gabor Filter and Quaternion Wavelet Transform), 2019.

  6. 陈 旅,基于张量分解和非负矩阵分解的视觉哈希算法(Visual Hashing Algorithms Based on Tensor Decomposition and Non-Negative Matrix Factorization),2018.

  7. 于永峥,基于视觉显著模型的图像哈希算法(Image Hashing Based on Visual Saliency Model), 2018.

  8. 劳 欢,基于 LLE 和 NMF 的图像哈希算法(Robust Image Hashing Based on LLE and NMF), 2017.

  9. 黄紫晴,基于多维尺度分析和小波统计特征的图像哈希算法(Image Hashing Based on Multidimensional Scaling and Wavelet Statistical Features), 2017.

  10. 刘 凯,基于压缩感知的图像哈希算法(Image Hashing Based on Compressive Sensing), 2016.

  11. 李秀琴,基于DWT特征点和方向直方图的图像哈希算法(Image Hashing Algorithms Based on DWT Feature Points and Direction Histogram), 2016.

  12. 阮林林,基于局部线性嵌入和局部保持投影的图像哈希算法(Image Hashing Algorithms Based on Locally Linear Embedding and Locality Preserving Projection), 2015.

  13. 余俊伟,基于局部不变矩和DWT特征矩阵的图像哈希算法(Image Hashing Based on Local Invariant Moments and DWT Feature Matrix), 2015.

  14. 黄丽艳,抗旋转变换的图像哈希算法(Image Hashing Algorithms Resistant to Rotation), 2014.

  15. 杨帆,面向图像拷贝检测的感知哈希算法(Perceptual Hashing for Image Copy Detection), 2014.

  16. 戴玉敏,基于不变特性和颜色向量角的图像Hash算法(Image Hashing Based on Invariant Properties and Color Vector Angles), 2013.


发明专利(Chinese Patents)

  1. 唐振军,张显全,孙容海,秦芳远.基于缩略图和奇异值分解的图像Hash方法,专利号: ZL201110033139.2,申请日: 2011.1.29,授权日: 2012.9.5. (Zhenjun Tang, Xianquan Zhang, Ronghai Sun, Fangyuan Qin, Image Hashing Method Based on Thumbnail Image and Singular Value Decomposition, Patent Number: ZL201110033139.2, Authorized Date: 2012-9-5.)

  2. 唐振军,张显全,张师超.基于圆环统计特征的抗旋转图像Hash方法,专利号:ZL 201210291572.0, 申请日: 2012.8.16,授权日: 2016.6.1. (Zhenjun Tang, Xianquan Zhang, Shichao Zhang, Image Hashing Method Based on Statistical Ring Features for Resisting Rotation, Patent Number: ZL 201210291572.0, Authorized Date: 2016-6-1.)

  3. 唐振军,阮林林,张显全,俞春强,孙容海.一种基于均值二次图像和局部保持投影的图像摘要方法,专利号:ZL 201510144400.4,申请日:2015.3.30, 授权日:2018.1.5. (Zhenjun Tang, Linlin Ruan, Xianquan Zhang, Chunqiang Yu, Ronghai Sun, Image Digest Method Based on Mean Secondary Image and Locality Preserving Projection, Application Number: 201510144400.4, Authorized Date: 2018-1-5.)



软件著作权(Computer Software)

  1. 刘婉婷,唐振军,张瀚匀,广西师范大学.基于感知哈希的图像检索系统v1.0,登记号:2021SR0942679.

  2. 俸萍,唐振军,陈毅铧,广西师范大学.基于图像哈希的车辆识别软件v1.0, 登记号:2021SR1138209.

  3. 陈毅铧,唐振军,陈震海,广西师范大学.面向相似图像检测应用的哈希软件v1.0,登记号:2021SR0279613.

  4. 陈致远,唐振军,张少鹏,广西师范大学.基于稀疏表示和离散小波变换的视频哈希软件v1.0,登记号:2021SR0279606.

  5. 陈毅铧,唐振军,范维聪,谭荣庆,广西师范大学.基于图像哈希的社交媒体热点事件检测系统v1.0,登记号: 2020SR0855295.

  6. 陈震海,唐振军,刘婉婷,广西师范大学.基于奇异值分解和小波变换的视频哈希软件v1.0,登记号: 2020SR0855296.

  7. 陈震海,唐振军,梁晓萍,广西师范大学.基于非负矩阵分解的图像哈希系统v1.0,登记号: 2020SR0099936.

  8. 陈旅,唐振军,广西师范大学.视频哈希软件v1.0,登记号:2017SR405461,证书号:软著登字第1990745号, 时间:2017.7.27.

  9. 劳欢,唐振军.图像哈希软件,登记号:2015SR125291,证书号:软著登字第1012377号, 时间:2015.7.6.



Last update: 13-Mar-2022

Copyright © 2016-2021   Contact Prof. Zhenjun Tang by email: tangzj230@163.com