
所属学科专业:计算机科学与技术、控制科学与工程、轻化工过程系统工程
个人简介:
薛丁华,校聘副教授,硕士生导师。轻化工过程系统工程专业工学博士,控制科学与工程学术硕士。近年来,在IEEE TGRS、IEEE JSTARS和ICASSP等国际期刊和会议发表论文,授权专利4项。参与国家自然科学基金面上项目、国家自然科学基金国际合作与交流项目、陕西省杰出青年基金项目。主持陕西省自然科学基金青年项目。担任RS、IEEE JSTARS、TGRS、GRSL等期刊审稿人。
主要研究方向:人工智能、特征学习、模式识别、图像处理、遥感影像分析及应用。
主持或参加科研项目:
(1)陕西省自然科学基金青年项目,2025JC-YBQN-922,基础模型联合扩散机制驱动的遥感变化检测智能解译方法研究,2025/06-2027/06,5万,主持;
(2)国家自然科学基金面上项目, 62271296,资源受限的腹部CT图像分割方法研究, 2023/01-2026/12,54万,参与;
(3)国家自然科学基金面上项目,61871259,低维与高维数学形态学理论框架的统一及应用研究, 2019/01-2022/12,63万,参与;
(4)陕西省杰出青年基金项目,2021JC-47,基于深度学习的图像分割理论及应用研究,2021/01-2023/12,30万,参与。
主要学术论文:
[1]Dinghua Xue, Chunhao Zhang, Kaibing Zhang,Guang Shi, Tongfei Liu,Maoguo Gong, and Tao Lei.Lightweight and Efficient Spatial-Frequency Network for Remote Sensing Change Detection[J], IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 10.1109/JSTARS.2026.3708488,2026.
[2]Dinghua Xue, Tao Lei, Shuangming Yang, Zhiyong Lv, Tongfei Liu, Yaochu Jin and Asoke K. Nandi. Triple change detection network via joint multifrequency and full-scale Swin-Transformer for remote sensing images[J], IEEE Transactions on Geoscience and Remote Sensing, 2023, 61: 1-15.
[3]Dinghua Xue, Tao Lei, Xiaohong Jia, Xingwu Wang, Tao Chen and Asoke K. Nandi. Unsupervised change detection using multiscale and multiresolution Gaussian-mixture- model guided by saliency enhancement[J]. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2020, 14: 1796-1809.
[4]Tao Lei, Dinghua Xue, Hailong Ning. Local and global feature learning with kernel scale-adaptive attention network for VHR remote sensing change detection[J], IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2022, 15: 7308-7322.
[5]Tao Lei, Dinghua Xue, Zhiyong Lv, Shuying Li,Yanning Zhang andAsoke K. Nandi. Unsupervised change detection using fast fuzzy clustering for landslide mapping from very high-resolution images[J]. Remote Sensing, 2018, 10 (9): 1381.
[6]Tao Lei, Qi Zhang, Dinghua Xue, Tao Chen, Hongying Meng and Asoke K. Nandi. End-to-end change detection using a symmetric fully convolutional network for landslide mapping[C]. IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). IEEE, 2019: 3027-3031.
[7]Tao Lei, Xiaohong Jia, Dinghua Xue, Qi Wang, Hongying Meng and Asoke K. Nandim. Fuzzy students T-Distribution model based on richer spatial combination[J]. IEEE Transactions on Fuzzy Systems, 2021, 30(8): 3023-3037.
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