工学学士 (吴健雄学院) ，东南大学，2003；

工学博士 (生物医学工程) ，东南大学，2008。

网络与信息中心副处长

东南大学——华为鲲鹏昇腾创新孵化中心主任

九三学社东南大学委员会副主委

中国图象图形学学会数字媒体取证与安全专委会委员

江苏省网络空间安全学会网络安全实战技能提升与评价专委会副主任

江苏省网络空间安全学会网络与应用专委会委员。

计算机视觉：双目视觉高精度定位，双目视觉运动采集，通用工业场景无损检测

内容安全：对抗样本攻防，AIGC内容鉴别，AIGC溯源，医学影像溯源，视觉内容安全

大模型：大模型应用，垂直领域大模型等

课题组人工智能及高性能计算算力资源充足，可充分支撑大模型，多模态大模型等相关相关研究,

负责东南大学大模型应用服务开发与管理

东南大学-鲲鹏昇腾创新孵化中心

国产化AI“三协同”创新平台服务能力建设

基于图增强检索技术的网络安全运维服务大模型

基于国产化昇腾算力技术的网络安全等级保护大语言模型咨询系统

基于多智能体协作的网络安全等级保护模型应用

AICG视觉内容溯源与监管技术研究

基于多模态融合的AIGC内容真伪鉴定可信性的保障体系

江苏省口共性创新和产业服务平台建设项目

颞下颌关节功能障碍智能诊疗系统的关键技术研发

基于未来网络创新技术的教育专网研究

信号与系统

数据结构

论文

1. Qianyu Xiang；Yunfeng Guo；Siqi Gu；Lizhe Xie；Yining Hu*, Detecting AI-generated videos via global semantic awareness and inter-frame semantic consistency, Neurocomputing, 2026, 684, 133530

2. Zihan Qin；Siqi Gu；Yuan Zhang；Lizhe Xie；Mang Jing；Qianyu Xiang；Yunfeng Guo；Zheng Wang；Yining Hu*, BM-DDFN: Bilinear cross-domain modeling for AIGC image source attribution, Knowledge-Based Systems, 2026, 340, 115655

3. Minjie Du；Hengyu Xu；Fulin Shang；Zheng Wang；Yining Hu*；Lizhe Xie*, Unsupervised anomaly detection with a stacked transformer diffusion reconstruction framework, Expert Systems With Applications, 2026, 315, 131764

4. Zhuoran Wang；Jiawei Zhao；Liang Zhang；Zheng Wang；Yining Hu*, Targeted and Transferable Adversarial Attacks on Large Vision-Language Models via Two-Stage Region-Specific Perturbations, 2025 IEEE 24th International Conference on Trust, Security and Privacy in Computing and Communications (TrustCom), 2025, 282-289

5. Shengwei Yang；Yuehang Wang；Zenghui Li；Shan Zhou；Zheng Wang；Yining Hu*；Lizhe Xie, Ill-posed regions-aware self-supervised stereo matching with left-right consistency, Expert Systems With Applications, 2026, 298, 129634

6. Minjie Du；Siqi Gu；Zihan Qin；Lizhe Xie；Zheng Wang；Yining Hu*, A generalized defect-data-free defect inspection method based on image reconstruction and anomaly detection, Neural Networks, 2025, 190, 107662

7. Siqi GU, Zihan Qin, Lizhe Xie, Zheng Wang, and Yining Hu*,  Multiscale Features Integrated Model for Generalizable Deepfake Detection[J]. International Journal of Intelligent Systems, 2025, 2025(1): 7084582.

8. Jiawei Zhao, Lizhe Xie,, Siqi Gu, Zihan Qin, Yuning Zhang, Zheng Wang, and Yining Hu*,A Universal Defense Strategy Against Adversarial Attacks Based on Attention-Guided[J]. Scientific Reports, 2025.

9. Hu Y*, He N, Xie L, et al. Improved automatic defect detection from X-ray scans for aluminum conductor composite core wire based on modified Skip-GANomaly[J]. NDT & E International, 2024, 143: 103050.

10. Hu Yining*, Wang Jin, Zhu Yanqing, Wang Zheng, Chen Dabing, Zhang Jianguo, Ding Hui*,  Automatic defect detection from X-ray Scans for Aluminum Conductor Composite Core Wire Based  on Classification Neutral Network - ScienceDirect[J]. NDT & E International, 2021. 

11. Zhu Yanqing, Chen Dabing, Yang Liheng, Yuan Guangyu, Wei Rui, Hu Yining*. Defect detection  of Aluminum Conductor Composite Core (ACCC) wires based on semi-supervised anomaly  detection[J]. Energy Reports, 2021, 7:183-189. 

12. Shiyu Feng；Feng Feng；Xiao Xu；Zheng Wang；Yining Hu*；Lizhe Xie, Digital Watermark Perturbation for Adversarial Examples to Fool Deep Neural Networks, International Joint Conference on Neural Networks (IJCNN), 2021

13. Hu, Yining*; Wang, Zhe; Pan, Yueli; Xie, Lizhe; Wang, Zheng ; Craniofacial Reconstruction via Face Elevation Map Estimation Based on the Deep Convolution Neutral Network, Security and Com munication Networks, 2021, 2021: 0-9987792

14. Xiao Xu；Shiyu Feng；Zheng Wang；Lizhe Xie；Yining Hu*, Adversarial Defense via Attention-Based Randomized Smoothing, Articial Neural Networks and Machine Learning–ICANN 2020, 2020, 455–466

15. 许笑；陈奕君；冯诗羽；谢理哲；曹玖新；胡轶宁*, 基于冗余信息压缩的深度学习对抗样本防御方案, 网络空间安全（Cyberspace Security）, 2020, 第11卷，第8期, 11-16

16. Liu Jin#, Hu Yining#, Chen Yang*, Shu Huazhong, Luo Limin, Feng Qianjin, Gui Zhiguo, Gouenou Coatrieux, 3D Feature Constrained Reconstruction for Low Dose CT Imaging[J]. IEEE Transactions on Circuits and Systems for Video Technology, 2017, online.

17. Shi Luyao#, Hu Yining#, Chen Yang*, Yin Xindao, Shu Huazhong, Luo Limin, Jean-louis Coatrieux, Improving Low-dose Cardiac CT Images based on 3D Sparse Representation[J]. Scientific reports, 2016, 6, 22804.

授权发明专利

1. 一种基于结构清晰度的无参考图失焦模糊区域分割方法; 2019.09.10; 中国; ZL 2017 1 0135456.2

2. 碳纤维复合芯导线的缺陷识别方法、装置及存储介质; 2021.06.25; 中国; ZL 2019 1 0428515.4

3. 一种碳纤维导线X射线图像在线成像标准化方法; 2021.07.06; 中国; ZL 2019 1 0484022.2

4. 牙列运动轨迹的示踪装置及方法; 2021.07.09; 中国; ZL 2018 1 1354270.7

5. 图像处理及缺陷检测方法、装置、设备及计算机存储介质; 2021.07.13; 中国; ZL 2019 1 0354636.9

6. 基于CUDA并行计算框架的实时交互式裸眼3D显示方法; 2022.02.08; 中国; ZL 2018 1 0330486.3

7. 基于渲染管线的交互式实时自由立体显示方法; 2022.02.08; 中国; ZL 2018 1 0330487.8

8. 基于图像分类网络的碳纤维复合芯电缆破损检测方法; 2022.03.11; 中国; ZL 2019 1 0246680.8

9. 一种基于小样本半监督学习的白细胞分类计数方法; 2022.11.18; 中国; ZL 2021 1 0229582.0

10. 一种碳纤维复合芯导线的X射线缺陷图像样本生成方法; 2023.04.25; 中国; ZL 2020 1 0181471.2

11. 基于半监督异常检测的碳纤维复合芯导线损伤检测方法; 2023.05.30; 中国; ZL 2020 1 0181140.9

12. 基于深度学习实现的稀疏角度数据重建图像的伪影去除方法; 2023.06.02; 中国; ZL 2018 1 1137448.2

13. 基于基因数据和生成对抗卷积神经网络的面型预测方法; 2024.03.15; 中国; ZL 2020 1 0930573.X

14. 一种基于端到端卷积神经网络的颅骨面貌复原方法; 2024.03.19; 中国; ZL 2020 1 0931407.1

15. 一种基于深度学习的多属性融合空气质量预报方法; 2024.04.23; 中国; ZL 2022 1 0299318.9

16. 一种许可链上授权的非交易有害数据完全擦除方法; 2024.08.27; 中国; ZL 2022 1 0100479.0

17. 颞下颌关节运动仿真装置; 2024.08.27; 中国; ZL 2020 1 0740873.1

18. 融合内容无关特征与内容相关特征的深度伪造图像检测法; 2025.10.24; 中国; ZL 2024 1 1482548.4