博士(后)，CCF高级会员 

副教授，硕士/博士生导师

邮箱：xuewei@ahut.edu.cn

研究方向：机器学习、多媒体处理、人工智能安全

2026级:  陆遥、曹剑军、杜梦梦、秦悦乔、张幻雪（联合指导）

2025级:  刘庆雨、张景亮、晏嘉祥

2024级：马梦成、陈翔、何金峰

2023级： 张雨晴、陈创慧、朱舒婷、邵天诚、曹贵猛（联合指导）、桂晶晶（联合指导）

2022级：王永皓、李婕、李柔、韦娜娜

2021级：许赟、段李龙、葛宇梦

2020级：夏筱彦、魏雪玉、郭事成、张海宏（联合指导）

2019级：王孝文、陈学灿、万鹏程（联合指导）

One paper has been submitted to the IEEE Transactions on Image Processing.

One paper has been submitted to the IEEE Multimedia.

One paper has been submitted to the Engineering Letters.

2026

Wei Xue, Mengcheng Ma, Mingyang Du, Ping Zhong, Xiao Zheng. Spatially Adaptive Multi-scale Convolutions with Direction-aware Hybrid Long-range Modeling for Remote Sensing Image Super-resolution. Accepted by the IEEE Geoscience and Remote Sensing Letters.

Wei Xue, Mengcheng Ma, Bingwen Hu, Mingyang Du, Yazhou Yao, Xiao Zheng. Lightweight Dual-Domain Attention Aggregation Network for Remote Sensing Image Super-Resolution. ACM Transactions on Multimedia Computing, Communications, and Applications, 2026, 22(9): 1-21, Article No. 256.

薛伟,何金峰,杜明洋,郑啸. 语义引导的红外与可见光图像融合质量提升方法.国防科技大学学报, doi: 10.11887/j.issn.1001-2486.25120027.

Wei Xue, Shuting Zhu, Yazhou Yao, Xiaozheng, Ping Zhong. Fusion of Infrared and Visible Images Based on Iterative Dual-branch Attention and Modality Discrepancy Guidance. IEEE Transactions on Multimedia, 2026, 28: 5315-5327.

Yuqing Zhang, Shuhao Fan, Wei Xue. Adaptive oversampling by combining sample local density with position information for imbalanced data classification. Accepted by the 16th International Symposium on Intelligence Computation and Applications.

Yebin Chen, Jingjing Gui, Wei Xue*, Jing Zhou, Xiao Zheng. Lp -MCTV: A Structured Regularization Method for Infrared Dim Small Target Detection. Signal, Image and Video Processing, 2026, 20(28), DOI :10.1007/s11760-025-05094-4.

Wei Xue, Tiancheng Shao, Mingyang Du, Jing Zhou, Xiao Zheng. MVFMNet: A Lightweight Network for Remote Sensing Image Super-resolution. IEEE Journal on Miniaturization for Air and Space Systems, 2026, 7(1): 36-46.

薛伟, 李婕, 杜明洋. 梯度对齐下的目标检测模型对抗鲁棒性提升. 国防科技大学学报, doi:10.11887/j.issn.1001-2486.25030021.

2025

薛伟, 陈创慧, 杜明洋, 钟平, 郑啸. 基于交叉视觉状态空间与多分支交互注意力的医学图像分割. 电子学报, 2025,53(09):3331-3344.

Wei Xue, Tiancheng Shao, Mingyang Du, Xiao Zheng, Ping Zhong. Partial Attention Feature Aggregation Network for Lightweight Remote Sensing Image Super-Resolution. IEEE Geoscience and Remote Sensing Letters, 2025, 22: 1-5, Article No. 6011905.

Wei Xue, Yonghao Wang, Shaoquan Zhang, Xiao Zheng, Ping Zhong. On Adversarial Robust Generalization of DNNs for Remote Sensing Image Classiffcation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2025, 18: 11370-11385.

Wei Xue, Lilong Duan, Xudong Hong, Xiao Zheng. Adaptive weighting and nearest neighbor-based area control for imbalanced data classification. Applied Soft Computing, 2025, 177, Article No. 113171.

Wei Xue, Xiaoyan Xia, Pengcheng Wan, Ping Zhong, Xiao Zheng. Adversarial attack on object detection via object feature-wise attention and perturbation extraction. Tsinghua Science and Technology, 2025, 30(3): 1174-1189.

Wei Xue, Chuanghui Chen, Xuan Qi, Jian Qin, Zhen Tang, Yongsheng He. M2ANet: Multi-branch and multi-scale attention network for medical image segmentation. Chinese Physics B, 2025, 34(8): 080703.

Yuqing Zhang, Shuhao Fan, Wei Xue. Local Density-Aware Oversampling with Noise Resistance for Imbalanced Data Classification. Statistics, Optimization and Information Computing, 2025, 14(5), 2704-2723.

Yebin Chen, Guimeng Cao, Wei Xue*. Infrared Dim Small Target Detection via Fractional-order TV and Nonnegative L1-norm. Engineering Letters, 2025, 33(8): 2925-2938.

Yebin Chen, Jingjing Gui, Wei Xue*. Overlapping Group Sparsity TV with Lp-Norm Constraint for Infrared Dim Small Target Detection. IAENG International Journal of Computer Science, 2025, 52(8): 2578-2592.

Nana Wei, Wei Xue, Xiaolei Gu, Xuan Qi. Magnetic Resonance Image Restoration by Utilizing Fractional-Order Total Variation and Recursive Filtering. Statistics, Optimization & Information Computing, 2025, 13: 138-157.

李柔, 薛伟. 基于L1范数与梯度约束的无人机图像拼接方法. 安徽工业大学学报(自然科学版), 2025, 42(4): 392-400.

2024

Wei Xue, Yonghao Wang, Yuchi Wang, Yue Wang, Mingyang Du, Xiao Zheng. Towards a Better Trade-off between Accuracy and Robustness for Image Classification via Adversarial Feature Diversity. IEEE Journal on Miniaturization for Air and Space Systems, 2024, 5(4): 254-264.

Lilong Duan, Wei Xue, Jun Huang, Xiao Zheng. Joint Sample Position-Based Noise Filtering and Mean Shift Clustering for Imbalanced Classification Learning. Tsinghua Science and Technology, 2024, 29(1): 216-231.

Wei Xue, Yumeng Ge, Xiaolei Gu, Xuan Qi, Tao Tao. Boosting MR Image Impulse Noise Removal with Overlapping Group Sparse Fractional-order Total Variation and Minimax Concave Penalty. Image Analysis and Stereology, 2024, 43: 53-66.

Rou Li, Wei Xue. Robust UAV Image Stitching via Multiscale Feature Matching and Local Homography Matrix Estimation. International Conference Automatics and Informatics, 2024, 358-363.

Jie Li, Yongqi Wang, Wei Xue. Boosting the Adversarial Robustness for Object Detection via Adaptive Perturbation Control. Accepted by the 15th International Symposium on Intelligence Computation and Applications.

2023

Yun Xu, Wei Xue, Qingqing Zhu, Yongsheng He. Gradient-guided Mechanism for Long-Tailed Medical Image Classification. China Automation Congress, 2023, 4475-4480.

Lilong Duan, Wei Xue, Xiaolei Gu, Xiao Luo, Yongsheng He. HSNF: Hybrid sampling with two-step noise filtering for imbalanced data classification. Intelligent Data Analysis, 2023, 27: 1573-1593.

Yumeng Ge, Wei Xue, Yun Xu, Jun Huang, Xiaolei Gu. Magnetic Resonance Image Denoising Based On Laplacian Prior Sparsity Constraint And Nonconvex Second-Order TV Penalty. Image Analysis and Stereology, 2023, 42: 119-132.

Xiaoyan Xia, Wei Xue, Pengcheng Wan, Hui Zhang, Xinyu Wang, Zhiting Zhang. FCGSM: Fast Conjugate Gradient Sign Method for Adversarial Attack on Image Classification. International Conference on Innovative Computing, 2023, 709-716.

Xueyu Wei, Lilong Duan, Wei Xue. Reward-weighted DHER Mechanism For Multi-goal Reinforcement Learning With Application To Robotic Manipulation Control. Journal of Applied Science and Engineering, 2023, 26(12): 1829-1841.

Xueyu Wei, Wei Xue, Wei Zhao, Yuanxiao Shen, Gaohang Yu. Joint Action Representation and Prioritized Experience Replay for Reinforcement Learning in Large Discrete Action Spaces. International Conference on Machine Learning and Soft Computing, 2023, 96-101.

Shicheng Guo, Wei Xue, Wei Zhao, Yuanxiao Shen, Gaohang Yu. Efficient Exploitation for Off-policy Reinforcement Learning via a Novel Multi-scale Tabular Buffer. Asia Conference on Information Engineering, 2023, 1-5.

2022

Wei Xue, Haihong Zhang, Xueyu Wei, Taotao, Xue Li. Optimizing Exploration-Exploitation Trade-off in Continuous Action Spaces via Q-ensemble. Pacific Rim International Conference on Artificial Intelligence, 2022, 148-160.

王孝文, 李乔, 薛伟, 钟平. 联合γ-范数和TV-稀疏约束的红外弱小目标检测. 航空兵器, 2022, 29(2): 30-38.

Xiaowen Wang, Xiaoyan Xia, Qiao Li, Wei Xue. Infrared dim and small target detection based on total variation and multiple noise constraints modeling. International Conference on Image Processing and Machine Vision, 2022, 1-5.

2021

Shicheng Guo, Xueyu Wei, Yun Xu, Wei Xue, Xuangou Wu, Bo Wei. A Survey of Linear Value Function Approximation in Reinforcement Learning. International Symposium on Intelligence Computation and Applications, 2021, 266–280.

Wei Xue, Pengcheng Wan, Qiao Li, Ping Zhong, Gaohang Yu, Tao Tao. An online conjugate gradient algorithm for large-scale data analysis in machine learning. AIMS Mathematics, 2021, 6(2): 1515-1537.

Pengcheng Wan, Yuechen Mu, Wei Xue, Qiao Li, Tao Tao, Wensheng Zhang. Feedforward Neural Network Based on Nonmonotone Conjugate Gradient Method for Multiple Classification. International Joint Conference on Neural Networks, 2021.

一种基于联合损失函数的图像对抗样本生成方法及系统(专利号：ZL202210966497.7；授权公告号：CN115375966B)

用于大型离散动作空间的强化学习优化方法、方法及装置(专利号：ZL202210655295.0；授权公告号：CN114925778B)

基于方差稳定变换的磁共振图像Rician噪声去除软件V1.0(登记号：2024SR0306067)

基于欧氏度量和高阶全变分的颅脑MRI图像复原软件V1.0(登记号：2023SR0585061)

基于PyQT5的目标检测对抗攻击演示系统V1.0(登记号：2022SR0825115)

基于C/S架构的病患医学影像诊断数据管理平台V1.0(登记号：2022SR0210306)

基于B/S架构的输液泵监测系统V1.0(登记号：2022SR0582732)