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)  (ResearchGate   ORCID   Semantic Scholar   Google scholar)

Email: tangzj230@163.com, zjtang@gxnu.edu.cn
研究项目   |   期刊论文   |  会议论文  |  发明专利  |  软件著作权

主要研究人员(Researchers)

研究项目(Research Projects)

  1. 面向屏幕图像的鲁棒哈希理论与技术研究，国家自然科学基金项目, 2024-2026, 项目负责人：梁晓萍. (Research on Robust Hashing Theories and Techniques for Screen Images, Natural Science Foundation of China (NSFC), 2024-2026, PI: Xiaoping Liang)

  2. 基于深度神经网络和流形学习的视频哈希理论与方法，国家自然科学基金项目, 2023-2026, 项目负责人：唐振军. (Video Hash Theories and Methods Based on Deep Neural Networks and Manifold Learning, Natural Science Foundation of China (NSFC), 2023-2026, PI: Zhenjun Tang )

  3. 视频哈希关键技术研究，广西自然科学基金项目, 2022-2025, 项目负责人：唐振军. (Research on Key Techniques of Video Hash, Guangxi Natural Science Foundation, 2022-2025, PI: Zhenjun Tang)

  4. 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, 项目负责人：唐振军. (Research on Color Image Hashing Algorithms Based on Matrix Decomposition, Natural Science Foundation of China (NSFC), 2020-2023, PI: Zhenjun Tang )

  5. 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, 项目负责人：唐振军. (Research on Novel Hashing Algorithms for Digital Images, Guangxi Natural Science Foundation, 2017-2020, PI: Zhenjun Tang)

  6. 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, 项目负责人：唐振军. (Image Hashing Theories and Methods Based on Data Dimensionality Reduction and Compressive Sensing, Natural Science Foundation of China (NSFC), 2014-2016, PI: Zhenjun Tang)

  7. 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, 项目负责人：唐振军. (Perceptual Image Hashing Algorithms and Their Applications, Guangxi Natural Science Foundation for Young Researchers, 2012-2015, PI: Zhenjun Tang)

期刊论文(Journal Papers)

  1. H. Zhang, Y. Chen, X. Liang, L., X. Q. Zhang, Z. Tang*, SMRFHash: Semantic-Guided Multi-Representation Fusion Hashing for Fine-Grained Image Retrieval, IEEE Transactions on Circuits and Systems for Video Technology, 2026. （SCI一区+EI, CCF-B类期刊）

  2. Z. Yu, Z. Tang*, M. Yu, L. Chen, X. Liang, X. Zhang, A novel image hashing with visual and structural feature maps for content authentication, ACM Transactions on Multimedia Computing, Communications, and Applications, 2026. (SCI+EI, CCF-B类期刊)

  3. X. Liang, W. Liu, X. Q. Zhang, Z. Tang*, Effective Image Hashing with Saliency Model and Tucker Decomposition for Copy Detection, IEEE Transactions on Consumer Electronics, 2026. （SCI二区+EI）

  4. H. Zhang, X. Liang, L., X. Q. Zhang, Z. Tang*, Robust image hashing based on adaptive weighted feature space for copy detection, Expert Systems with Applications, vol.308, Article ID.131125, 2026.（SCI一区+EI, CCF-C类期刊）

  5. Z. Yu, X. Liang, L. Chen, X. Q. Zhang, Z. Tang*, Robust video hashing with DWT and tensor SVD for copy detection, Expert Systems with Applications, vol.304, Article ID.130669, 2026. （SCI一区+EI, CCF-C类期刊）

  6. Z. Yu, X. Liang, L. Chen, X. Q. Zhang, Z. Tang*, Robust video hashing with visual feature maps and Isomap for copy detection, Journal of Electronic Imaging 34(5), 2025. （SCI+EI）

  7. X. Liang, Z. Tang*, X. Q. Zhang, X. P. Zhang, C. N. Yang, Robust image hashing with weighted saliency map and Laplacian eigenmaps, IEEE Transactions on Information Forensics and Security, vol.20, pp.665–676, 2025. （SCI+EI, CCF-A类期刊）

  8. X. Liang, Z. Tang*, X. Q. Zhang, M. Yu, X. P. Zhang, Robust hashing with local tangent space alignment for image copy detection, IEEE Transactions on Dependable and Secure Computing, vol.21, no.4, pp.2448-2460, 2024. （SCI+EI, CCF-A类期刊）

  9. Z. Yu, Z. Tang*, X. Liang, H. Zhang, R. Sun, X. Q. Zhang, A novel image hashing with low-rank sparse matrix decomposition and feature distance, The Visual Computer, vol.41, pp.1987-1998, 2025. （SCI+EI, CCF-C类期刊）

  10. Z. Yu, L. Chen, X. Liang, X. Q. Zhang, Z. Tang*, Effective Image Hashing With Deep and Moment Features for Content Authentication, IEEE Internet of Things Journal, vol.11, no.24, pp.40191-40203, 2024. （SCI+EI）

  11. M. Yu, Z. Tang*, X. Liang, X. Q. Zhang, Z. Li, X. P. Zhang, Robust Hashing with Deep Features and Meixner Moments for Image Copy Detection, ACM Transactions on Multimedia Computing Communications and Applications, vol.20, no.12, Article No.384, pp.1–23, 2024. （SCI+EI, CCF-B）

  12. Z. Tang*, H. Zhuang, M. Yu, L. Chen, X. Liang, X. Q. Zhang, Robust video hashing with canonical polyadic decomposition and Hahn moments, Journal of Electronic Imaging, vol.33, no.4, Article ID.043007, 2024. （SCI+EI）

  13. X. Liang, W. Liu, X. Q. Zhang, Z. Tang*, Robust image hashing via CP Decomposition and DCT for copy detection, ACM Transactions on Multimedia Computing Communications and Applications, vol.20, no.7, Article No.201, pp.1–22, 2024. （SCI+EI, CCF-B）

  14. X. Liang, Z. Tang*, Z. Li, M. Yu, H. Zhang, X. Q. Zhang, Robust hashing via global and local invariant features for image copy detection, ACM Transactions on Multimedia Computing Communications and Applications, vol.20, no.1, Article No.2, pp.1–22, 2024. （SCI+EI, CCF-B类期刊）

  15. M. Yu, Z. Tang*, H. Zhang, X. Liang, X. Q. Zhang, Video hashing with tensor robust PCA and histogram of optical flow for copy detection, The Computer Journal, vol.67, no.6, pp.2162–2171, 2024.（SCI+EI, CCF-B类期刊）

  16. M. Yu, Z. Tang*, X. Liang, X. Q. Zhang, X. P. Zhang, Perceptual hashing with deep and texture features, IEEE MultiMedia, vol.31, no. 1, pp. 65–75, 2024.（SCI+EI）

  17. M. Yu, Z. Tang*, X. Liang, Z. Yu, C. Yu, X. Q. Zhang, Robust video hashing based on deep feature and quaternion generic Fourier descriptor for copy detection, Journal of Electronic Imaging, vol. 33, no.1, Article ID. 013011, 2024. （SCI+EI）

  18. X. Liang, Z. Tang*, Z. Huang, X. Q. Zhang, S. Zhang*, Efficient hashing method using 2D-2D PCA for image copy detection, IEEE Transactions on Knowledge and Data Engineering, vol.35, no.4, pp. 3765-3778, 2023. (SCI+EI, CCF-A类期刊)

  19. Z. Huang, Z. Tang*, X. Q. Zhang, L. Ruan, X. P. Zhang, Perceptual image hashing with locality preserving projection for copy detection, IEEE Transactions on Dependable and Secure Computing, vol.20, no.1, pp.463-477, 2023. （SCI+EI, CCF-A类期刊）

  20. X. Liang, Z. Tang*, J. Wu, Z. Li, X. P. Zhang, Robust image hashing with Isomap and saliency map for copy detection, IEEE Transactions on Multimedia,vol.25, pp. 1085-1097, 2023. (SCI+EI, CCF-B类期刊)

  21. M. Yu, Z. Tang*, Z. Li, X. Liang, X. Q. Zhang, Robust image hashing with saliency map and sparse model, The Computer Journal, vol.66, no.5, pp.1241-1255, 2023. (SCI+EI, CCF-B类期刊)

  22. K. Wu, Z. Wang*, X. P. Zhang, Z. Tang, Defending against adversarial examples using perceptual image hashing, Journal of Electronic Imaging, vol.32, no.2, Article ID.023016, 2023. （SCI+EI）

  23. M. Yu, Z. Tang*, X. Q. Zhang, B. Zhong, X. P. Zhang, Perceptual hashing with complementary color wavelet transform and compressed sensing for reduced-reference image quality assessment, IEEE Transactions on Circuits and Systems for Video Technology, vol.32, no.11, pp. 7559-7574, 2022.（SCI一区+EI, CCF-B类期刊）

  24. X. Liang, Z. Tang*, S. Li, C. Yu, X. Q. Zhang, A novel hashing scheme via image feature map and 2D PCA, IET Image Processing, vol.16, no.12, pp.3225-3236, 2022. （SCI+EI, CCF-C类期刊）

  25. Z. Chen, Z. Tang*, X. P. Zhang, R. Sun, X. Q. 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）

  26. Z. Tang*, M. Yu, H. Yao, H. Zhang, C. Yu, X. Q. 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)

  27. Z. Tang*, S. Zhang, X. Q. Zhang, Z. Li, Z. Chen, C. 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）

  28. X. Liang, Z. Tang*, X. Xie, J. Wu, X. Q. 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）

  29. Z. Tang*, S. Zhang, Z. Chen, X. Q. 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）

  30. Z. Tang*, L. Chen, H. Yao, X. Q. Zhang, C. 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)

  31. Z. Tang*, H. Zhang, C. Pun, M. Yu, C. Yu, X. Q. 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)

  32. Z. Tang*, H. Zhang, S. Lu, H. Yao, X. Q. 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)

  33. Z. Tang*, Z. Yu, Z. Li, C. Yu, X. Q. Zhang, Robust image hashing with low-rank representation and ring partition, Wireless Communications and Mobile Computing, vol.2020, Article ID. 8870467, 12 pages, 2020.

  34. Z. Tang, L. Chen, X. Q. Zhang, S. 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)

  35. Z. Tang*, Y. Yu, H. Zhang, M. Yu, C. Yu, X. Q. 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)

  36. Z. Tang*, Z. Huang, H. Yao, X. Q. Zhang, L. Chen, C. 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)

  37. Z. Tang*, X. Li, X. Q. Zhang, S. Zhang*, Y. Dai, Image hashing with color vector angle, Neurocomputing, vol.308, pp.147-158, 2018. (SCI+EI, CCF-C类期刊)

  38. Z. Tang*, M. Ling, H. Yao, Z. Qian, X. Q. Zhang, J. Zhang, S. Xu, Robust Image Hashing via Random Gabor Filtering and DWT, Computers, Materials & Continua, vol.55, no.2, pp.331-344, 2018. (SCI+EI)

  39. Z. Tang*, Z. Huang, X. Q. Zhang, H. Lao, Robust image hashing with multidimensional scaling, Signal Processing, vol.137, pp.240-250, 2017. (SCI+EI, CCF-C类期刊)

  40. Z. Tang*, X. Li, J. Song, M. Wei, X. Q. Zhang, Colour space selection in image hashing: An Experimental Study, IETE Technical Review, vol.34, no.4, pp.440-447, 2017. (SCI+EI)

  41. Z. Tang, X. Q. Zhang, X. Li, S. 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)

  42. Z. Tang*, H. Lao, X. Q. Zhang, K. Liu, Robust image hashing via DCT and LLE, Computers & Security, vol.62, pp.133-148, 2016. (SCI+EI, CCF-B类期刊)

  43. Z. Tang*, L. Huang, X. Q. Zhang, H. 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)

  44. Z. Tang*, L. Ruan, C. Qin, X. Q. Zhang, C. Yu, Robust image hashing with embedding vector variance of LLE, Digital Signal Processing, vol.43, pp.17-27, 2015. (SCI+EI)

  45. Z. Tang, X. Q. Zhang, S. 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)

  46. Z. Tang*, Y. Dai, X. Q. Zhang, L. Huang, F. 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)

  47. Z. Tang*, F. Yang, L. Huang, X. Q. 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)

  48. Z. Tang*, X. Q. Zhang, L. Huang, Y. 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)

  49. Z. Tang*, X. Q. Zhang, X. Dai, J. Yang, T. 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)

  50. Z. Tang*, X. Q. Zhang, Y. Dai, W. Lan, Perceptual image hashing using local entropies and DWT, Imaging Science Journal, vol.61, no.2, pp.241-251, 2013. (SCI+EI)

  51. Z. Tang*, Y. Dai, X. Q. Zhang, Perceptual hashing for color images using invariant moments, Applied Mathematics & Information Sciences, vol.6, no.2S, pp.643S-650S,2012.(SCI)

  52. Z. Tang, S. Wang*, X. P. Zhang, W. 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)

  53. Z. Tang, S. Wang*, X. P. Zhang, W. Wei, Y. Zhao, Lexicographical Multimedia Tools and Applications, vol.52, no.2-3, pp.325-345, 2011. (SCI+EI, CCF-C类期刊)

  54. Z. Tang*, L. Huang, F. Yang, X. Q. Zhang, Robust image hashing based on fan-beam transform, ICIC Express Letters, vol.8, no.8, pp.2365-2372, 2014.(EI)

  55. Z. Tang*, F. Yang, L. Huang, M. Wei, DCT and DWT based image hashing for copy detection, ICIC Express Letters, vol.7, no.11, pp.2961-2967, 2013.(EI)

  56. Z. Tang*, X. Q. Zhang, Z. Li, Collision analysis of human visual system based image hashing, ICIC Express Letters, vol.6, no.8, pp.2191-2196, 2012.(EI)

  57. Z. Tang, S. Wang*, X. P. Zhang, W. Wei, S. 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.

  58. Y. Zhao, S. Wang, G. Feng, Z. Tang, A robust image hashing method based on Zernike moments, Journal of Computational Information Systems, vol.6, no.3, pp.717-725, 2010.(EI)

  59. 于梦竹,唐振军*.基于手工特征的视频哈希研究综述, 广西师范大学学报(自然科学版), 2022,40(5):72-89. (核心)

  60. 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)

  61. 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)

  62. 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)

  63. 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.

  64. 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)

  65. 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. Z. Yu, X. Liang, Z. Tang*, Video Hashing with Robust Secondary Frames and Local Tangent Space Alignment for Copy Detection, In: Proceedings of the 2026 International Conference on Multimedia Retrieval (ICMR 2026), pp.425-429, 2026. (CCF-B, EI)

  2. S. Hu, L. Yang, X. Liang, Z. Tang*, Self-Supervised Video Hashing with Consistent Short-Term and Long-Range Temporal Modeling, In:Proceedings of the 2026 International Conference on Multimedia Retrieval (ICMR 2026), pp.1706-1710, 2026. (CCF-B, EI)

  3. L. Yang, N. Li, Y. Chen, Z. Tang*, Video Hashing via Transformer and KAN for Retrieval, In:IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.9227-9231, 2026. (CCF-B, EI)

  4. L. Yang, N. Li, X. Liang, L. Chen, Z. Tang*, Video Hashing via a Mamba-Transformer Network for Retrieval, In: Proceedings of the 2026 International Conference on MultiMedia Modeling (MMM2026), Lecture Notes in Computer Science (LNCS), pp.104–118, 2026. (CCF-C, EI)

  5. H. Zhang, Y. Chen, X. Liang, L. Chen, Z. Tang*, HGNet: Hash Generation Network Guided by High Frequency Information for Fine-Grained Image Retrieval, In:IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.1-5, 2025. (CCF-B, EI)

  6. L. Du, X. Liang, L. Yang, Z. Tang*, Structure-Preserving Video Hashing via Self-Supervised Transformer for Retrieval, In:IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pp.1-5, 2025. (CCF-B, EI)

  7. M. Yu, Z. Tang*, H. Zhuang, X. Liang, Z. Li, X. Q. Zhang, Robust video hashing with non-negative tensor factorization for copy detection, In: Proceedings of the 14th International Conference on Multimedia Retrieval (ICMR 2024), pp.1094–1098, June 10–14, 2024. (CCF-B, EI)

  8. P. Feng, H. Zhang, Y. Sun, Z. Tang*, Lightweight image hashing based on knowledge distillation and optimal transport for face retrieval, In: Proceedings of the 29th International Conference on MultiMedia Modeling (MMM2023), Lecture Notes in Computer Science (LNCS) , vol.13834, pp.423–434, 2023. (CCF-C, EI)

  9. Z. Tang, J. Yu, X. Q. Zhang, S. Zhang, Discovery of Tampered Image with Robust Hashing, In: Proceedings of the 10th International Conference on Advanced Data Mining and Applications (ADMA 2014), Lecture Notes in Artificial Intelligence, vol.8933, pp.112-122, 2014. (EI)

  10. Z. Tang, Y. Dai, X. Q. Zhang, S. Zhang, Perceptual image hashing with histogram of color vector angles, In: Proceedings of the 2012 International Conference on Active Media Technology (AMT 2012), Lecture Notes in Computer Science, vol.7669, pp.237-246, 2012. (EI)

  11. Z. Tang, S. Wang, X. P. Zhang, W. 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)

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: 20-Jul-2026

Copyright © 2016-2026   Contact Prof. Zhenjun Tang by email: tangzj230@163.com