Robust Perceptual Image Hashing Research

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


School of Computer Science and Information Technology, Guangxi Normal University, Guilin 541004, P. R. China

Research Projects   |   Journal Papers   |  Conference Papers  |  Master's Thesises  |  Chinese Patents  |  Computer Software

Research Projects

  1. 2017-2020, Research on Novel Hashing Algorithms for Digital Images, Guangxi Natural Science Foundation , PI.

  2. 2014-2016, Image Hashing Theories and Methods Based on Data Dimensionality Reduction and Compressive Sensing, Natural Science Foundation of China (NSFC), PI.

  3. 2012-2014, Perceptual Image Hashing Algorithms and Their Applications, Guangxi Natural Science Foundation for Young Researchers, PI.

  4. 2010-2013, Several Problems of Robust Image Hashing, Scientific Research Foundation of Guangxi Normal University for Doctor Programs, PI.

Journal Papers

  1. 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. [Abstract]

  2. 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. [Abstract]

  3. 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. [Abstract]

  4. 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. [Abstract]

  5. Zhenjun Tang, Huan Lao, Xianquan Zhang, Kai Liu, Robust image hashing via DCT and LLE, Computers & Security , vol.62, pp.133-148, 2016. [Abstract]

  6. Zhenjun Tang, Xuelong Li, Xianquan Zhang, Shichao Zhang, Yumin Dai, Image hashing with color vector angle, Neurocomputing, vol.308, pp.147-158, 2018. [Abstract]

  7. 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. [Abstract]

  8. Zhenjun Tang, Ziqing Huang, Xianquan Zhang, Huan Lao, Robust image hashing with multidimensional scaling, Signal Processing, vol.137, pp.240-250, 2017. [Abstract]

  9. 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. [Abstract]

  10. 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. [Abstract]

  11. 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. [Abstract]

  12. 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.[Abstract]

  13. 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.[Abstract]

  14. 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.[Abstract]

  15. 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.[Abstract]

  16. 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.[Abstract]

  17. 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. [Abstract]

  18. 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.[Abstract]

  19. Zhenjun Tang, Shuozhong Wang, Xinpeng Zhang, Weimin Wei, Yan Zhao, Lexicographical framework for image hashing with implementation based on DCT and NMF, Multimedia Tools and Applications, vol.52, no.2-3, pp.325-345, 2011.[Abstract]

  20. 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.[Abstract]

  21. 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. [Abstract]

  22. Zhenjun Tang, Liyan Huang, Yumin Dai, Fan Yang, Robust image hashing based on multiple histograms, International Journal of Digital Content Technology and its Applications, vol.6, no.23, pp.39-47, 2012.[Abstract]

  23. 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.[Abstract]

  24. 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.[Abstract]

  25. 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.[Abstract]

  26. 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.[Abstract]

  27. 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.[Abstract]

  28. 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.[Abstract]

  29. 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.[Abstract]

  30. 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.[Abstract]

  31. 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.[Abstract]

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.[Abstract]

  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.[Abstract]

  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.[Abstract]

Master's Thesises

  1. Visual Hashing Algorithms Based on Tensor Decomposition and Non-Negative Matrix Factorization (Student: Lv Chen, 2015-2018)

  2. Image Hashing Based on Visual Saliency Model (Student: Yongzheng Yu, 2016-2018)

  3. Robust Image Hashing Based on LLE and NMF (Student: Huan Lao, 2014-2017)

  4. Image Hashing Based on Multidimensional Scaling and Wavelet Statistical Features (Student: Ziqing Huang, 2014-2017)

  5. Image Hashing Based on Compressive Sensing (Student: Kai Liu, 2013-2016)

  6. Image Hashing Algorithms Based on DWT Feature Points and Direction Histogram (Student: Xiuqin Li, 2013-2016)

  7. Image Hashing Algorithms Based on Locally Linear Embedding and Locality Preserving Projection (Student: Linlin Ruan, 2012-2015)

  8. Image Hashing Based on Local Invariant Moments and DWT Feature Matrix (Student: Junwei Yu, 2012-2015)

  9. Image Hashing Algorithms Resistant to Rotation (Student: Liyan Huang, 2011-2014)

  10. Perceptual Hashing for Image Copy Detection (Student: Fan Yang, 2011-2014)

  11. Image Hashing Based on Invariant Properties and Color Vector Angles (Student: Yumin Dai, 2010-2013)

Chinese Patents

  1. 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: 2011-01-29.

  2. Zhenjun Tang, Xianquan Zhang, Shichao Zhang, Image Hashing Method Based on Statistical Ring Features for Resisting Rotation, Patent Number: ZL 201210291572.0, Authorized Date: 2016-3-7.

  3. 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.

Copyright of Computer Software

  1. Huan Lao, Zhenjun Tang, Image Hashing Software, National Copyright Administration of China, No.2015SR125291, Date: 2015-7-6.

Last update: 14-Apr-2019

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