最新喜讯！
基于深度学习的预测和自适应嵌入是可逆信息隐藏中两个最近的研究方向：
- - 结合彩色图像三个通道之间的相关性我们设计了一个新的面向彩色图像的预测器并设计了一个高效的三维映射直方图，该成果于2025年1月发表到IEEE TIFS；
- -通过在Loss函数中引入平滑因子，设计了一个可以更好地预测平滑区域的预测器，该成果被IEEE SPL接受，已在线发表。
主要英文论文：
[1]Runwen Hu; Yuhong Wu; Shijun Xiang; Xiaolong Li; Yao Zhao ; Deep Prediction and Efficient 3D Mapping of Color Images for Reversible Data Hiding, IEEE Transactions on Information Forensics and Security, 2025, 20: 2607-2620
[2] Huo Y , Xiang S , Luo X ,et al.Image Semantic Steganography: A Way to Hide Information in Semantic Communication[J].Circuits and Systems for Video Technology, IEEE Transactions on, 2025, 35(2):1951-1960.DOI:10.1109/TCSVT.2024.3476689.
[3] Zhang, Xiaohong, Xiang, Shijun*, Huang, Hongbin. Hiding speech in music files. Journal of Information Security and Applications, Elsevier BV, 2025, 89.
[4] Liang, Xingyuan, Xiang, Shijun*. Robust reversible watermarking of JPEG images. Signal Processing, Elsevier BV, Volume 224, November 2024, 109582
[5]. Y. Zhu（硕士生）, R. Hu（博士生） and S. Xiang*, Invertible Image Decolorization with CFEH and Reversible Data Hiding, in IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(12) doi: 10.1109/TCSVT.2024.3437423.
[6]. X. Liang（博士生） and S. Xiang*, General Distortion Metric Based Histogram Shifting for Reversible Data Hiding, in IEEE Signal Processing Letters, vol. 31, pp. 2420-2424, 2024, doi: 10.1109/LSP.2024.3456005.
[7]. Yuhong Wu（硕士生）, Runwen Hu（博士生）, Shijun Xiang*, PVO-based Reversible Data Hiding Using Global Sorting and Fixed 2D Mapping Modification. IEEE Transactions on Circuits and Systems for Video Technology, 2024, 34(1): 618-631.
[8].Runwen Hu（博士生）, Shijun Xiang*, Efficient 2D Mapping for Reversible Data Hiding, in IEEE Signal Processing Letters, vol. 30, pp. 329-333, 2023, doi: 10.1109/LSP.2023.3256701.
[9].Ziquan Huang（硕士生）, Bingwen Feng*, Shijun Xiang. Robust reversible image watermarking scheme based on spread spectrum. Journal of Visual Communication and Image Representation , Elsevier BV, 2023: 103808
[10].Qiaoyi, Liang（硕士生），Shijun Xiang*, Invertible Color-to-Grayscale Conversion By Lossy Compression and High-Capacity Data Hiding, in IEEE Transactions on Circuits and Systems for Video Technology, 2022, 32(11): 7373-7385. doi: 10.1109/TCSVT.2022.3184949
[11].Jingxuan Li（博士生）, Shijun Xiang*, Audio-lossless robust watermarking against desynchronization attacks, in Signal Processing, Volume 198, 2022, 108561, ISSN 0165-1684, https://doi.org/10.1016/j.sigpro.2022.108561.
[12]. Huang Minghui, Xiang Shijun*, Image interpolation by direct cross downsampling. Digital Signal Processing，Volume 132, December 2022, 103782
[13].Runwen Hu（博士生）, Shijun Xiang*, Reversible Data Hiding by Using CNN Prediction and Adaptive Embedding, in IEEE Transactions on Pattern Analysis and Machine Intelligence, IEEE , 2022, 44(12): 10196 - 10208, doi: 10.1109/TPAMI.2021.3131250（2021年11月30日已在线发表，获暨大新闻网正面报道）
[14].Xingyuan Liang（博士生）, Shijun Xiang*, Le Yang（硕士生）, Jingxuan Li（博士生）, Robust and reversible image watermarking in homomorphic encrypted domain, in Signal Processing: Image Communication, Volume 99, 2021, 116462, I https://doi.org/10.1016/j.image.2021.116462.
[15].Xiang Shijun, Ruan Guanqi（硕士生）, Efficient PVO-Based Reversible Data Hiding By Selecting Blocks With Full-Enclosing Context, in IEEE Transactions on Circuits and Systems for Video Technology, 2022, No. 5. Digital Object Identifier: 10.1109/TCSVT.2021.3103215
[16].Runwen Hu（硕士生）, Shijun Xiang*, CNN Prediction Based Reversible Data Hiding, in IEEE Signal Processing Letters, vol. 28, pp. 464-468, 2021, doi: 10.1109/LSP.2021.3059202.
[17].Runwen Hu（硕士生）, Shijun Xiang*, Cover-Lossless Robust Image Watermarking Against Geometric Deformations, in IEEE Transactions On Image Processing，30: 318-331 (2021) （获暨大新闻网正面报道）
[18].Runwen Hu（硕士生）, Shijun Xiang*, Lossless Robust Image Watermarking By Using Polar Harmonic Transform, in Signal Processing 179: 107833 (2021). Online：https://doi.org/10.1016/j.sigpro.2020.107833
[19].Ruan Guanqi（硕士生）, Le Yang（硕士生）, Jiayong He（硕士生）, Shijun Xiang*, Robust Watermarking of Databases in Order-Preserving Encrypted Domain, in Frontiers of Computer Science, vol 16, no 2, 2022.
[20].Wanlin Zhang（硕士生）, Shijun Xiang*, Face anti-spoofing detection based on DWT-LBP-DCT features, in Signal Processing: Image Communication, Volume 89, November 2020, 115990. Online: https://www.sciencedirect.com/science/article/abs/pii/S0923596520301533
[21].Xingyuan Liang（硕士生）, Shijun Xiang*, Robust Reversible Audio Watermarking Based on High-order Difference Statistics, in Signal Processing, Volume 173, August 2020, 107584. Online：https://doi.org/10.1016/j.sigpro.2020.107584
[22].Shijun Xiang*, and Jiayong He（硕士生）,Database Authentication Watermarking Algorithm in Order Preserving Encrypted Domain, in IET Information Security，2018 , 12 (1) :42-51
[23].Shijun Xiang*，Xinrong Luo（硕士生），Reversible Data Hiding in Homomorphic Encrypted Domain By Mirroring Ciphertext Group，in IEEE Transactions on Circuits and Systems for Video Technology，VOL. 28, NO. 11, November 2018, PP 3099-3110.
[24].Shijun Xiang*, Xinrong Luo（硕士生），Efficient reversible data hiding in encrypted image with public key cryptosystem, in EURASIP Journal on Advances in Signal Processing volume 2017, Article number: 59 (2017)，Published: 22 August 2017. Online: https://doi.org/10.1186/s13634-017-0496-6
[25].Shijun Xiang*，Zihao Li（硕士生），Reversible audio data hiding algorithm using noncausal prediction of alterable orders，EURASIP Journal on Audio Speech and Music Processing，2017.2.24，2017（4）：1~16
[26].Jiaorong Chen（硕士生），Weiping Liu，Hongbin Huang，Shijun Xiang，Detecting and locating digital audio forgeries based on singularity analysis with wavelet packet，Multimedia Tools and Applications，2016.02.01，75(4):2303-2325
[27].Xiang Shijun*，Wang Yi（硕士生），Non-integer expansion embedding techniques for reversible image watermarking，Eurasip Journal on Advances in SignalProcessing，2015.12.27，2015（1）：1-14
[28].Xiang ShiJun，Yang JianQuan，Huang JiWu，Perceptual video hashing robust against geometric distortions，Science China: Information Sciences，2012.7.01，55（7）：1520-527
[29].Xiang ShiJun，On invariance analysis of Zernike moments in the presence of rotation with crop and loose modes，Multimedia Tools and Applications，2012.3.01，57（1）：29-48
[30].Xiang ShiJun，Yang Jianquan，Block-based image hashing with restricted blocking strategy for rotational robustness，EURASIP Journal on Advances in Signal Processing，2012.01.01，77（1）：1-13
[31].Xiang Shijun，Kim Hyoung Joong，Huang Jiwu，Audio watermarking robust against time-scale modification and MP3 compression，Signal Processing，2008.10.01，88（10）：2372-2387
[32].Xiang Shijun，Kim Hyoung Joong，Huang, Jiwu，Invariant image watermarking based on statistical features in the low-frequency domain，IEEE Transactions on Circuits and Systems for Video Technology，2008.6.01，18（6）：777-790
[33].Shijun Xiang，Jiwu Huang，Histogram-Based Audio Watermarking against Time-Scale Modifications and Cropping Attacks，IEEE Transactions on Multimedia，2007.11.1，9（7）：1357-1372
主要中文论文：
[1]. 胡润文（硕士生）, 项世军*, 李晓龙, 欧博. 基于 CNN 计算局部复杂度的可逆信息隐藏算法 [J]. 计算机学报, 2024, 47(4): 776-789.
[2]. 李敬轩(博士生)，胡润文（硕士生），阮观奇（硕士生），项世军*，基于手工特征提取与结果融合的CNN音频隐写分析算法[J], 《计算机学报》,2021,44(10):2061-2075. DOI:10.11897/SP.J.1016.2021.02061.【该算法获第一届中国信息隐藏大赛音频组冠军】
[3]. 项世军*，何嘉勇（硕士生），一种保序加密域数据库认证水印算法，《软件学报》，2018年 第12期 3837-3852页
[4]. 项世军*，杨乐（硕士生），基于同态加密系统的图像鲁棒可逆水印算法，《软件学报》，2018年 第4期 957-972页
[5]. 田野（硕士生），项世军*，基于LBP和多层DCT的人脸活体检测算法，《计算机研究与发展》，2018年 第3期 643-650页
[6]. 项世军*，罗欣荣（硕士生），石书协，一种同态加密域图像可逆水印算法，《计算机学报》，2016年 第3期 571-581页
[7]. 项世军* ，罗欣荣（硕士生），同态公钥加密系统的图像可逆信息隐藏算法，《软件学报》，2016年 第6期 1592-1601页 【《软件学报》2018年高影响力论文)】
[8]. 项世军 *，杨建权，黄继武，抗几何失真的视频Hashing算法研究，《中国科学: 信息科学》，2012年 第5期 578-587页
[9]. 项世军* ，黄继武，王永雄，一种抗D/A和A/D变换的音频水印算法，《计算机学报》，2006年 第二期 308-316页
[10]. 项世军*，李豪（硕士生），宋婷婷，NEQR量子图像下的差分扩展可逆数据隐藏算法，《信息安全学报》，2018年 第3期 78-91页
[11]. 梁幸源（硕士生），项世军*，小波域基于差分统计量直方图平移的图像鲁棒可逆信息隐藏算法，《信息安全学报》，2020年3月
主要合作论文：
[1]. Y. Tang, C. Wang, S. Xiang and Y. -M. Cheung, A Robust Reversible Watermarking Scheme Using Attack-Simulation-Based Adaptive Normalization and Embedding, in IEEE Transactions on Information Forensics and Security, vol. 19, pp. 4114-4129, 2024, doi: 10.1109/TIFS.2024.3372811.
[2]. X. Li, M. Xiao, X. Li, S. Xiang and Y. Zhao, Matrix Embedding Based Multiple Histograms Modification for Efficient Reversible Data Hiding, in IEEE Signal Processing Letters, vol. 31, pp. 2555-2559, 2024, doi: 10.1109/LSP.2024.3455995.
[3]. J. Qin, S. Lyu, J. Deng, X. Liang, S. Xiang and H. Chen, A Lattice-Based Embedding Method for Reversible Audio Watermarking, in IEEE Transactions on Dependable and Secure Computing, vol. 21, no. 4, pp. 2619-2630, July-Aug. 2024, doi: 10.1109/TDSC.2023.3314612.
[4]. Y. Tang, S. Wang, C. Wang, S. Xiang and Y. -M. Cheung, A Highly Robust Reversible Watermarking Scheme Using Embedding Optimization and Rounded Error Compensation, in IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 4, pp. 1593-1609, April 2023, doi: 10.1109/TCSVT.2022.3216849.
[5]. 欧博，殷赵霞，项世军，明文图像可逆信息隐藏综述，《中国图像图形学报》，2022,27(1):111-124. 【与同行合作的综述论文】