👤 个人信息

• 2010年09月-2014年6月 中国海洋大学计算机科学与技术专业，学士
• 2014年09月-2017年6月 中国海洋大学计算机技术专业，硕士
• 2017年10月-2020年9月 日本国立九州大学信息智能工程专业，博士
• 2020年12月-至今 石河子大学信息科学与技术学院副教授，副院长

🔬 研究方向

• 模式识别与机器学习：机器学习与深度学习基础理论、AI for Science、小样本学习
• 文档识别分析：场景文本分析、古文档分析、手写文本分析
• 手写签名鉴定：手写签名特征提取、生成、鉴定，多场景下手写签名分析
• 医学图像处理：医学图像分割与分类方法、样本不平衡下的学习问题
• 数据挖掘与生物信息学：基于图神经网络的蛋白质结构预测、药物预测与发现、相互作用分析、菌群分布与挖掘、社团检测与复杂网络、知识图谱
• 遥感图像智能解译：遥感影像目标检测、图像分割、变化检测
• 语音识别分析：多语种语音识别、机器翻译、语音分析、语义分析
• 隐私保护：联邦学习、对抗攻击与防御

🏆 荣誉奖项

• 第十六届自治区自然科学优秀学术论文一等奖
• 2019 Excellent Presentation Award of the IEEE Fukuoka Section

🔧 科研项目

• 国家级高层次人才项目
• 石河子大学高层次人才引进启动项目
• 石河子大学创新培育人才项目

🌐 学术动态与社会服务

• 主席：亚洲人工智能技术大会分会主席 (ACAIT 2023 Session Co-Chair)
• 委员：国际文档识别分析程序委员会 (ICDAR 2021、2023、2024 PC Member), 国际人工神经网络会议委员会 (ICANN 2021、2022、2023 PC Member)，图像与信号处理国际会议程序委员会 (ISPR 2021 PC Member)
• 会员：中国计算机学会，中国自动化学会, 中国人工智能学会，国际模式识别协会
• 评审专家：Pattern Recognition, ACM TKDD, IEEE TAI, IEEE TCSVT, IEEE TNNLS, IJDAR, IET Image Processing, IJCAS，KBS，ESWA，ASOC等期刊审稿人, ICANN, ICDAR, IJCNN, ICFHR, CVPR,ICCV,AAAI, IJCAI, ICLR等国际会议审稿人

近5年代表性科研成果

1. J. Chen, D. Wu, Q. Ma, S. Xu, Y. Zheng*. AGFormer: An anchor‑guided transformer for class imbalance in remote sensing change detection. Pattern Recognition, 2025. (SCI一区Top)

2. X. Zhao, L. Zheng, P. Yuan, Y. Zheng*. Fusing deep and hand‑crafted features by deep canonically correlated contractive autoencoder for offline signature verification. Pattern Recognition, 2025. (SCI一区Top)

3. M. Zhang, L. Zheng, J. Chen, Y. Zhang, Y. Zheng*. SigLDiff: A Signature Based Latent Diffusion Model for Forged‑free Offline Signature Verification. In 2025 International Conference on Document Analysis and Recognition (ICDAR). (Core Rank: A, CCF Rank: C)

4. W. Li, J. Liu, Y. Ren, Y. Zheng, Y. Liu, W. Li. Let Samples Speak: Mitigating Spurious Correlation by Exploiting the Clusterness of Samples. In 2025 IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR). (CCF Rank: A)

5. L. Zheng, D. Wu, S. Xu, Y. Zheng*. HTCSigNet: A Hybrid Transformer and Convolution Signature Network for offline signature verification. Pattern Recognition, 2025. (SCI一区Top)

6. L. Zheng, X. Zhao, S. Xu, Y. Ren, Y. Zheng*. Learning Discriminative Representations by a Canonical Correlation Analysis‑based Siamese Network for Offline Signature Verification. Engineering Application of Artificial Intelligence, 2025. (SCI 一区Top)

7. L. Zheng, D. Wu, M. Zhang, Y. Zheng*. SLFRM: A Novel Signature Local Feature Reconstruction Module for Offline Signature Verification. In 2024 13th International Conference on Computing and Pattern Recognition (ICCPR 2024).

8. Q. Zhu, B. Zhang, L. Yuan, Y. Ren, Q. Zhao, Y. Zheng*. Discovering Optimal Subspaces in Deep Architectures for Offline Signature Verification. In 2024 13th International Conference on Computing and Pattern Recognition (ICCPR 2024).

9. X. Wang, X. Wang*, Y. Zheng, Z. Liu, W. Xia, H. Guo, D. Li. GDSNet: A gated dual‑stream convolutional neural network for automatic recognition of coseismic landslides. International Journal of Applied Earth Observation and Geoinformation, 2024. (SCI 一区Top)

10. W. Li, Y. Ren, J. Liu, C. Wang, Y. Zheng*. PMDA: Domain Alignment with Prototype Matching for Cross‑Domain Adaptive Segmentation. In 2023 IEEE International Conference on Multimedia and Expo (ICME). (CCF Rank: B)

11. J. Liu, Y. Ren, W. Li, Y. Zheng*, C. Wang. Improving Out‑of‑Distribution Detection with Margin‑Based Prototype Learning. In 2023 International Conference on Neural Information Processing (ICONIP). (CCF Rank: C)

12. Y. Pan, Q. Zhao, X. Zhao, X. Wang, X. Long, Y. Zheng. A transformer‑based Siamese network and an open optical dataset for semantic change detection of remote sensing images. International Journal of Digital Earth, 2022. (SCI 一区Top)

13. P. Yuan, Q. Zhao, Y. Zheng, X. Wang, B. Hu. Capturing Small Objects and Edges Information for Cross‑Sensor and Cross‑Region Land Cover Semantic Segmentation in Arid Areas. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022. (SCI 二区Top)

14. X. Wang, Q. Zhao*, P. Jiang, Y. Zheng, L. Yuan, P. Yuan. LDS‑YOLO: A lightweight small object detection method for dead trees from shelter forest. Computers and Electronics in Agriculture, 2022. (SCI 一区Top)

15. Y. Zheng*, B. K. Iwana, M. I. Malik, S. Ahmed, W. Ohyama, S. Uchida. Learning the Micro Deformations from Max‑pooling for Offline Signature Verification. Pattern Recognition, 2021. (SCI一区Top)

16. Y. Zheng*, Y. Zheng, D. Suehiro, S. Uchida. A Top‑Rank Convolutional Neural Network for Medical Image‑based Diagnosis. Pattern Recognition, 2021. (SCI一区Top)

17. L. Yuan, Q. Zhu, Y. Zheng*, W. Dong, Y. Ke, Z. Li. Temporal Smoothness Framework: Analyzing and Exploring Evolutionary Transition Behavior in Dynamic Networks. In 2021 IEEE 33rd International Conference on Tools with Artificial Intelligence (ICTAI). (CCF Rank: C)

18. X. Zhao, C. Liu, B. Zhang, L. Yuan, Y. Zheng*. Multi‑view Representation Learning with Deep Features for Offline Signature Verification. In 2021 International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom). (CCF Rank: C)

19. L. Yuan, Y. Ke, Y. Xie, Q. Zhao, Y. Zheng*. DCNMF: Dynamic Community Discovery with Improved Convex‑NMF in Temporal Networks. In 2021 International Conference on Collaborative Computing: Networking, Applications and Worksharing (CollaborateCom). (CCF Rank: C)

20. Y. Zheng*, B.K. Iwana, S. Uchida. Mining the Displacement of Max‑pooling for Text Recognition. Pattern Recognition, 2019. (SCI一区Top)

21. Y. Zheng*, W. Ohyama, B. K. Iwana, S. Uchida. Capturing Micro Deformations from Pooling Layers for Offline Signature Verification. In 2019 International Conference on Document Analysis and Recognition (ICDAR). (Core Rank: A, CCF Rank: C)

22. Y. Zheng, Y. Zheng*, W. Ohyama, D. Suehiro, S. Uchida. RankSVM for Offline Signature Verification. In 2019 International Conference on Document Analysis and Recognition (ICDAR). (Core Rank: A, CCF Rank: C)