个人简介
| 史沧红,工学博士,副教授,硕士生导师,主要从事深度学习(音视频深度伪造检测)、机器学习、神经网络模型水印方向的研究。2020年9月毕业于西南交通大学,获得信息与通信工程专业博士学位。2020年9月任西华大学永利23411集团官网教师。发表论文30余篇,部分成果已发表在Pattern Recognition、Pattern Recognition Letters、 IEEE Internet of Things Journal、Applied Acoustics、Complex & Intelligent Systems、IEEE Transactions on Multimedia、Signal, Image and Video Processing、KSII Transactions on Internet and Information Systems、International Conference on Cloud Computing and Security、第十四届2018年全国信息隐藏暨多媒体信息安全学术大会(CIHW2018,优秀论文) 等领域内重要学术期刊、国际国内会议,获国家发明专利8项。获四川省计算机科学技术二等奖(第一完成人),作为第一指导教师指导“互联网+”、“挑战杯”等(国家A级比赛)并获得了两项省金奖、全国高校商业精英挑战赛国家级一等奖(国家A级比赛),等多项奖励,获四川省“互联网+”优秀指导老师(第一,四川省教育厅评),并主持四川省自然科学基金等多项纵向和横向项目。 |
工作经历
| 2009.08-2011.08,北京勘测设计研究院,工程师。2020.09-2023.11,西华大学永利23411集团官网,讲师。2023.12-至今,西华大学永利23411集团官网,副教授。 |
教育经历
| 2020.09 博士毕业于西南交通大学信息与通信工程专业。 |
深度学习与计算机视觉
深度伪造检测(取证)
神经网络模型与数字水印
可随时邮件联系:canghongshi@163.com。
研究方向
科研和研究生招生方向: |
Canghong Shi, Xian Zhang, Xiaojie Li, Imran Mumtaz, Jiancheng Lv. Face Deblurring Based on Regularized Structure and Enhanced Texture Information, Complex & Intelligent Systems, 2023, 9(6): 1-20. (SCI 二区,WOS:001076660800001)
Canghong Shi, Xin Qiu, Min Wu, Xianhua Niu, Xiaojie Li, Sani M. Abdullahi. Audio copy-move forgery detection with decreasing convolutional kernel neural network and spectrogram fusion[J]. Complex & Intelligent Systems, 2025, 11:382. (SCI二区)
Min Wu(24级研究生), Canghong Shi*, Yanli Chen. Cross-Sample Inconsistency-Based Video Forgery Detection Using Graph Convolutional Networks, International Conference on Frontiers in Cyber Security, October, 贵阳 贵州 (国际学术会议) 通讯作者
Xin Qiu(23级研究生), Canghong Shi*, Xiaojie Li, Min Wu, Sani M. Abdullahi, Yong Liu. An Improved Faster R-CNN Method for Reproduction Mobile Localization of Audio for Internet of Things Security, 2025 IEEE Internet of Things Journal, 2025,12(15): 30185 - 30202 (SCI中科院一区) 通讯作者
Min Deng(23级研究生), Canghong Shi*, Xiaojie Li, Sani M. Abdullahi, Xianhua Niu. An effective audio watermarking algorithm for authentication with perceptual hashing and the normalized cuts, 2025 the 10th International Conference on Cloud Computing and Big Data Analytics, 成都 四川(国际学术会议) 通讯作者
Kai Peng(22级研究生), Canghong Shi*, Xiaojie Li, Chao Qi, Xin Qiu, Xianhua Niu. Robust audio copy-move detection and localisation based on Smoothed Pseudo Wigner-Ville Distribution and adaptive processing[J]. Applied Acoustics, Volume 231, 2025, (SCI中科院二区) 通讯作者
Yushi Liu(22级研究生), Canghong Shi*, Xuefei Hu, Chao Qi, Xianhua Niu. Robust and secure image watermarking algorithm resisting JPEG compression and cropping based on Reed Solomon (RS) codes. Signal, Image and Video Processing, Volume 19, January 2025. (SCI中科院四区) 通讯作者
Tianyu Yang(22级研究生), Canghong Shi*, Minfeng Shao, Sani M. Abdullahi, Imran Mumtaz, Yong Liu, Ling Xiong. An Adaptive and Large Payload Audio Watermarking Against Jittering Attacks, Computers and Electrical Engineering, 2025, 124(Part A):110321.(SCI中科院三区) 通讯作者
Canghong Shi, Yongpeng Ren, Xiaojie Li, Imran Mumtaz, Zhiheng Jin, Hongping Ren. Image outpainting guided by prior structure information, Pattern Recognition Letters, 2022, 2022: 164. (SCI 三区,WOS:000883620400012)
Hao Zhang, Canghong Shi*, Xian Zhang, Linfeng Wu, Xiaojie Li, Jing Peng, Xi Wu, Jiancheng Lv. Multi-scale Progressive Blind Face Deblurring, Complex & Intelligent Systems, 2023, 9(2): 1-20. (SCI 二区,WOS:000853471000001) 共同一作
Xiangyi Liu(21级研究生), Xiaojie Li, Xianhua Niu, Canghong Shi*, Ling Xiong, Qian Qing, Yushi Liu, Tianyu Yang. Robust audio watermarking algorithm resisting cropping based on SIFT transform, Multimedia Tools and Applications, 2023, 82(29):1–25. ( SCI中科院四区,WOS:001083315100009) 通讯作者
Xiangyi Liu(21级研究生), Xiaojie Li, Canghong Shi*, Xianhua Niu, Ling Xiong. Anovel SVD-based adaptive robust audio watermarking algorithm. Multimedia Tools and Applications, Volume 83, January 2024, Pages 69443–69465. (SCI中科院四区) 通讯作者
Canghong Shi, Hongxia Wang, Yi Hu, Xiaojie Li. A novel NMF-based authentication scheme for encrypted speech in cloud computing, Multimedia Tools and Applications, 2021, 80:25773–25798. ( SCI 四区,WOS:000642836400003)
Canghong Shi, Hongxia Wang, Xiaojie Li, Hanzhou Wu, Yue Li. Hash feature-based content authentication scheme for encrypted speech, 第十四届全国信息隐藏暨多媒体信息安全学术大会, 2018. (CIHW2018,最佳论文)
Canghong Shi, Xiaojie Li, Jiancheng Lv, Jing Yin, Imran Mumtaz. Robust geodesic based outlier detection for class imbalance problem, Pattern Recognition Letters, 2020, 131: 428–434. (SCI 三区,WOS:000521971700058)
Canghong Shi, Hongxia Wang, Yi Hu, Qing Qian, Hong Zhao. A speech homomorphic encryption scheme with less data expansion in cloud computing, KSII Transactions on Internet and Information Systems, 2019, 13(5): 2588–2609 (SCI 四区,WOS:000469945500020)
Canghong Shi, Xiaojie Li, and Hongxia Wang. A novel integrity authentication algorithm based on perceptual speech hash and learned dictionaries, IEEE Access, 2020, 8: 22249–22265 (SCI 三区,WOS:000525393900038)
Xian Zhang, Canghong Shi, Xin Wang, Xi Wu, Xiaojie Li, Jiancheng Lv, Imran Mumtaz. Face inpainting based on GAN by facial prediction and fusion as guidance information, Applied Soft Computing, 111(4), 2021:107626. (SCI 一区,WOS:000729971800017)
Xian Zhang, Xin Wang, Canghong Shi, Zhe Yan, Xiaojie Li , Bin Kong, Siwei Lyu, Bin Zhu, Jiancheng Lv, Youbing Yin, Qi Song, Xi Wu, Imran Mumtaz. DE-GAN: Domain Embedded GAN for High Quality Face Image Inpainting, Pattern Recognition, 2022:124. (SCI 一区,WOS:000782989900007) (高被引论文)
孙先峰(21级研究生), 彭锴, 李孝杰, 史沧红*, 牛宪华, 王冬宇. 基于希尔伯特−黄变换的音频信号复制粘贴篡改检测算法, 西华大学学报(自然科学版), 42(6), 2023.11 通讯作者
基于SIFT变换的音频水印植入方法和装置.专利授权号:ZL202310074034.4,2023. 国家发明(已授权)
一种基于测地线距离的异常点检测方法.专利授权号:ZL201810517949.7,2020. 国家发明(已授权)
一种基于哈希特征的加密语音内容认证方法. 专利授权号:ZL201810742980.0,2020. 国家发明(已授权)
音频复制移动深度伪造检测方法,专利授权号:ZL202410867697.6,国家发明(已授权)
学术成果
主要承担的科研项目: 四川省自然科学基金面上项目,多模态特征引导的语音内容异构篡改检测机制研究:2023NSFSC0470,负责人 四川省图形图像与空间信息协同创新中心开放课题,基于深度学习的不平衡数据集的分类方法研究:2025JSJKF05,负责人 横向项目,语音伪造检测系统软件开发,负责人 近五年部分论文成果如下: 授权及实审专利: |
教学工作
主讲课程: “多媒体取证技术” “模式识别系统开发” “MATLAB程序设计” “人工智能技术” “信息隐藏技术” “人工智能技术” “机器视觉综合设计” “计算机视觉开发技术” 教改项目: 四川省高等教育人才培养质量和教学改革项目,“AI 赋能—以学科竞赛为引领的计算机类大学生创新能力培养模式研究”主持人 |
荣誉奖励
[1]. 四川省计算机科学技术二等奖,面向公共数据安全的社交网络多媒体取证基础理论研究。牵头完成人:史沧红(第一完成人) |
社会兼职
1.四川省人工智能学会会员 2.Pattern Recognition(15)、 Information Fusion(2)、IEEE Transactions on Circuits and Systems for Video Technology(5),Knowledge-Based Systems(9)、Expert Systems with Applications(10)、IEEE Transactions on Multimedia(3)、IEEE Transactions on Audio, Speech and Language Processing(5)等期刊审稿人 |
