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许强
助理研究员

邮箱:xuqiangwhu@sjtu.edu.cn

所在研究所:人工智能与认知安全研究所

个人主页:https://qiangxu-sjtu.github.io/

个人简介

许强,2026美加墨世界杯官方网(网络空间安全公司、密码公司)助理研究员、硕士生导师。博士毕业于2026美加墨世界杯官方网,曾任南洋理工大学访问学者,香港城市大学博后研究员。主要从事数字媒体信息安全、AIGC内容安全、人工智能安全方向研究。主持国家自然科学基金(青年)、上海市浦江项目、上海市自然科学基金、航天科技创新基金、国家重点实验室开放课题,参与香港创新科技署创新及科技基金、国家重点研发计划、国自然面上等多项项目。近年来共在IEEE-TIFS、TMM、ACM MM等国际知名刊物发表论文50余篇,相关成果获省部级科技奖、会议最佳论文奖及美国专利授权。入选上海市白玉兰人才计划(浦江-A类项目、青年项目),担任中国图象图形学学会数字媒体取证与安全专委会委员、中国中文信息学会大数据安全与隐私计算专委会/大模型与生成专委会委员、国家自然科学基金评议专家SCI期刊Mathematics客座编辑、ICASSP/ACM IH&MMSec等领域知名会议技术委员会成员/领域主席、以及TIFS/TMM/TCSVT/通信学报/网络与信息安全学报等20余种刊物审稿专家学术职务。指导本科生获全国老员工人工智能安全竞赛奖项。主讲本科生课程《信息论》、《计算机取证技术》、研究生课程《数字取证前沿技术》。长期接收具备良好编程及英语能力、科研潜力突出、专业为网络空间安全、计算机、数学等相关专业员工加入团队从事科研工作!


论文发表

长期从事数字媒体信息安全、AIGC内容安全、人工智能安全方向的研究工作,近年来共在IEEE-TIFSIEEE-TMMIEEE-TCSVT等国际知名刊物发表论文 50 余篇,部分成果列表如下:

  1. Shijie Hou, Xinghao Jiang, Ke Xu,Qiang Xu, Tanfeng Sun, Laijin Meng. “ Adaptive Learning with Augmentation Robustness Validation: Towards Generalizable Face Forgery Detection,”IEEE Transactions on Circuits and Systems for Video Technology, 2026.(Q1, IF:11.1

  2. Qiang Xu, Hao Wang, Tanfeng Sun, Xinghao Jiang. “ Frame-wise Detection of Fake Bitrate VVC Videos Based on Hierarchical Feature Mapping in Coding Domain,”IEEE Transactions on Circuits and Systems for Video Technology, 2026.(Q1IF:11.1

  3. Hao Wang, Zihao Wang, Qiang Xu, Dong Wang, Kaiju Li. “Preserving Location Privacy for Buildings in Street View Images,”IEEE Transactions on Privacy, vol. 3, pp. 26-38, 2026.

  4. Shijie Hou, Xinghao Jiang, Ke Xu, Qiang Xu, Zeyu Zhao, Yinuo Ge. “ Deepfake Detection Via Data-Level Multi-Stream Assessment,”ICASSP 2026: 13747-13751.(CCF-B)

  5. Kaiju Li,Qiang Xu, Dong Wang, Xiang Nie, Hao Wang. “A communication-efficient federated learning method for traffic flow prediction,”Engineering Applications of Artificial Intelligence, 2026, 170: 114182.(Q1IF:8.0

  6. Shijie Hou, Xinghao Jiang, Qiang Xu, Ke Xu, Laijin Meng. “PrePurify: Pre-trained knowledge-guided data purification for generalizable face forgery detection,”Pattern Recognition, 2026: 113271.(Q1IF:7.6

  7. Shijie Hou, Xinghao Jiang, Ke Xu, Qiang Xu, Laijin Meng, Tanfeng Sun. “Normalization-consistent data curation for generalizable deepfake detection,” Neurocomputing, 2025: 131838.(Q1IF:6.5

  8. Laijin Meng, Xinghao Jiang, Qiang Xu, Zhongjie Mi, Shijie Hou, Tanfeng Sun. “Towards Resisting Black-box Attacks: A Robust Coverless Image Steganography Based on Hierarchical CID and Dual SIFT,” IEEE Transactions on Dependable and Secure Computing, 2025,23:981-996.(CCF-AIF:7.6

  9. Hao Wang, Jian Liu, Qiang Xu, et al. “ADDR: Anomaly Detection and Distortion Restoration for 3D Adversarial Point Cloud,” IEEE Transactions on Information Forensics & Security, 2025,20:9776-9791.(Q1IF:8.0

  10. Qiang Xu, Wenpeng Mu, Jianing Li, Tanfeng Sun, Xinghao Jiang. “ Advancements in AI-Generated Content Forensics: A Systematic Literature Review,” ACM Computing Surveys, 2025, 58(3): 1-36.(Q1, IF:28.0)

  11. Tanfeng Sun, Xiao Han, Xing Yan,Yueneng Wang, Qiang Xu*. “ A Review of Double Compression Detection for Digital Multimedia,” Neurocomputing, 2025,130983.(Q1IF:6.5

  12. Wenpeng Mu, Zheng Li, Qiang Xu*, Tanfeng Sun, Xinghao Jiang. “ ExDA: Towards Universal Detection and Plug-and-Play Attribution of AI-Generated Ex-Regulatory Images,” ACM Multimedia 2025: 11512-11521.(CCF-A)

  13. Qiang Xu, Hong Yan. “System And A Method For Detecting Computer-Generated Images,” US Patent,18456595,2025.

  14. Laijin Meng, Xinghao Jiang,Qiang Xu, Tanfeng Sun. “ A Robust Coverless Video Steganography Based on Two-level DCT Features Against Video Attacks,” IEEE Transactions on Multimedia, 2025,27:6434-6448.(Q1IF:9.7

  15. Xing Yan, Tanfeng Sun, Qiang Xu, Ke Xu, Xinghao Jiang. “Detection of HEVC Double Compression Based on Deep Representations of In-loop Filtering and CU Depth Maps,” IEEE Transactions on Multimedia, 2025,27:6003-6018.(Q1IF:9.7

  16. Yikun Ao, Tanfeng Sun, Qiang Xu*. “Detection of Fake Bitrate Videos Based on High-frequency and Deblocking Filtering Difference Map Features,” Neurocomputing, 2025, 622: 129320.(Q1IF:6.5

  17. Qiang Xu, Hao Wang, Hong Yan, et al. “Detection of H. 266/VVC video transcoding based on refined block partition and filtering modes statistics in coding domain,” Applied Intelligence, 2025, 55(2): 1-19.(Q2IF:6.3

  18. Zhongjie Mi, Xinghao Jiang, Tanfeng Sun, Ke Xu, Qiang Xu. “Preemptive Defense Algorithm based on Generalizable Black-Box Feedback Regulation Strategy against Face-Swapping Deepfake Models,” IEEE Transactions on Multimedia, 2025,27:4780-4794.(Q1IF:9.7

  19. Laijin Meng, Fan Li, Xinghao Jiang,Qiang Xu. “A Universal Framework for Improving the Robustness of Coverless Image Steganography Based on Image Restoration,” IEEE Transactions on Circuits and Systems for Video Technology, 2024, 35(1): 922-937.(Q1IF:11.1

  20. Qiang Xu, Xinghao Jiang, Tanfeng Sun, Hao Wang, Laijin Meng, Hong Yan. “Detecting Artificial Intelligence-Generated images via deep trace representations and interactive feature fusion,” Information Fusion, 2024: 102578.(Q1, IF:15.4)

  21. Zhe Wang, Yi Ding, Te Han, Qiang Xu*, Hong Yan, Min Xie. “Adaptive Attention-Driven Few-Shot Learning for Robust Fault Diagnosis,” IEEE Sensors Journal, 2024, 24(16): 26034-26043.(Q1, IF:4.5

  22. Hao Wang, Xuejiao Mu, Dong Wang, Qiang Xu, Kaiju Li. “Defending Against Data and Model Backdoor Attacks in Federated Learning,” IEEE Internet of Things Journal, 2024, 11(24): 39276-39294.(Q1, IF:8.9

  23. Qiang Xu, Shan Jia, Xinghao Jiang, Tanfeng Sun, Zhe Wang, Hong Yan. “MDTL-NET: Computer-generated image detection based on multi-scale deep texture learning,” Expert Systems with Applications, 2024, 248: 123368.(Q1, IF:7.5

  24. Qiang Xu, Zhe Wang, Hao Wang. “Color Patterns and Enhanced Texture Learning for Detecting Computer-Generated Images,” The Computer Journal, 2024, 67(6): 2303-2316.(CCF-B, IF:1.5

  25. Ruochen Wang, Tanfeng Sun, Qiang Xu*. “Detection of HEVC double compression based on boundary effect of TU and non-zero DCT coefficient distribution,” Journal of Visual Communication and Image Representation, 2024: 104255.

  26. Laijin Meng, Xinghao Jiang, Tanfeng Sun,Qiang Xu. “A Robust Coverless Video Steganography Based on the Similarity of Inter-Frames,” IEEE Transactions on Multimedia, 2023, 26: 5996-6011.(Q1IF:9.7

  27. Qiang Xu, Hao Wang, Laijin Meng, Zhongjie Mi, Jianye Yuan, Hong Yan. “Exposing Fake Images Generated by Text-to-Image Diffusion Models,” Pattern Recognition Letters, 2023, 176: 76-82.

  28. Zhe Wang, Fangfang Yang, Qiang Xu*, Yongjian Wang, Hong Yan, Min Xie. “Capacity estimation of lithium-ion batteries based on data aggregation and feature fusion via graph neural network,” Applied Energy, 2023, 336 : 120808.(Q1IF:11.0

  29. Qiang Xu, Hao Wang, Zhe Wang, Hong Yan. “Detecting double H.266/VVC compression with the same coding parameters,” Neurocomputing, 2022, 514:231–244.(Q1IF:6.5

  30. Qiang Xu, Xinghao Jiang, Tanfeng Sun, Alex C. Kot. “Motion-Adaptive Detection of HEVC Double Compression With the Same Coding Parameters,” IEEE Transactions on Information Forensics and Security, 2022, 17:2015-2029.(Q1IF:8.0

  31. Qiang Xu, Xinghao Jiang, Tanfeng Sun, Alex C. Kot. “Detection of HEVC double compression with non-aligned GOP structures via inter-frame quality degradation analysis,” Neurocomputing, 2021, 452 : 99-113.(Q1IF:6.5

  32. Qiang Xu, Xinghao Jiang, Tanfeng Sun, Alex C. Kot. “Detection of transcoded HEVC videos based on in-loop filtering and PU partitioning analyses,” Signal Processing : Image Communication, 2021, 92 :116109.

  33. Xinghao Jiang, Qiang Xu, Tanfeng Sun. “Detection of HEVC double compression with the same coding parameters based on analysis of intra coding quality degradation process,” IEEE Transactions on Information Forensics and Security, 2019, 15 :250-263.(Q1IF:8.0

  34. Qiang Xu, Zhe Wang, Zhongjie Mi, Hong Yan. “Exposing computer-generated images via amplified texture differences learning,” 2023 IEEE International Conference on Systems, Man, and Cybernetics/2023 SMC, IEEE, 2023.


资助项目

主持:

1.国家自然科学基金青年项目

2.上海市自然科学基金项目

3.上海市浦江人才项目

4.航天科技创新基金

5.国家重点实验室开放课题



获奖信息

1.上海市白玉兰青年人才

2.上海市白玉兰浦江人才
3.2024 上海市科技进步奖一等奖(12/15)

4.2024 上海融合发展创新专业赛金奖(5/10)

5.2024 2026美加墨世界杯官方网教学成果二等奖(5/5)

6.2022 多媒体安全杰出论文奖

7.第三届 CSIG 中国媒体取证与安全大会最佳论文奖

8.2019 CISP 国际会议最佳论文奖
9.2025 全国老员工人工智能安全竞赛一、二等奖(指导/带队老师)

10.2025 中国青年科技创新揭榜挂帅擂台赛特等奖(指导/带队老师)



学术服务

Guest Editor

  • Mathematics

  • Digital Twins and Applications

Chair/Co-Chair

  • IEEE-DLCV 2026

  • ICCCs 2026

Technical Program Committee member

  • ACM IH & MMSec

Area Chair

  • IJCNN

  • ICASSP

Reviewer

  • IEEE Transactions on Neural Networks and Learning Systems

  • IEEE Transactions on Information Forensics and Security

  • IEEE Transactions on Circuits and Systems for Video Technology

  • IEEE Transactions on Multimedia

  • Information Processing and Management

  • Information Fusion

  • IEEE Transactions on Geoscience and Remote Sensing

  • IEEE/GRSS International Geoscience and Remote Sensing Symposium (IGARSS) 2025

  • The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2024

  • The European Conference on Computer Vision (ECCV) 2024

  • IEEE International Conference on Systems, Man, and Cybernetics/SMC 2023

  • The IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) 2023

  • The AAAI Conference on Artificial Intelligence 2022

  • ACM Multimedia 2025

  • Forty-third International Conference on Machine Learning ICML 2026

学会任职

  • 中国图象图形学学会数字媒体取证与安全专委会委员

  • 中国中文信息学会大数据安全与隐私计算专委会委员

  • 中国中文信息学会大模型与生成专委会委员