电子照片
一. 基本信息
1. 博士
2. Email: xiaofeiyang@sm-tj.org
3. 招生要求：欢迎专业基础好，英文水平高，对科研工作有激情的同学一起交流学习。
二．个人简介
杨小飞，工学博士，广东省青年拔尖人才，于2023年3月29日入职sm调教
。当前主要科研方向为人工智能、图像处理、遥感技术，基于深度学习的图像（包含遥感图像和医学影像）分类和分割算法开发；教学工作方面，担任多门研究生、本科生课程专任教师；学术服务方面，担任IEEE等多个期刊审稿人。
三．教育经历
2014.09—2019.10 哈尔滨工业大学，计算机学院，博士
2011.09—2014.01 哈尔滨工业大学，理学院，硕士
2007.09—2011.06 绥化学院，信息与计算科学，本科
四．职业经历
2025.07.13—至今 sm调教
，副教授
2023.03.29—2025.07.12 sm调教
，讲师
2020.09.01—2023.02.28 澳门大学， 博士后
2019.10—2020.08 深圳鹏城实验室，博士后实习生
五．讲授课程
（1）本科课程：《数字电子技术基础II》、《数字电子技术基础实验》、《计算机网络与通信技术》、《计算机网络与通信技术实验》、《计算机网络》、《神经网络与深度学习》、《英文文献阅读与写作》
（2）研究生课程：《现代信号处理》、《最优化理论与算法》
六．研究成果
已发表SCI/EI论文30篇以上，以第一作者和通信作者发表SCI论文11篇（其中IEEE TGRS 和 IEEE TCVST期刊6篇），其中ESI高被引论文4篇，Google Scholar引用1700余次. 18篇代表性工作（*通讯作者）如下：
[1]Xiaofei Yang (杨小飞), Weijia Cao, Dong Tang, Yicong Zhou, Yao Lu. “ACTN: Adaptive Coupling Transformer Network for Hyperspectral Image Classification”. IEEE Transactions on Geoscience and Remote Sensing, vol. 63, pp. 1-15, 2025. (中科院1 区，JCRQ1, IF:8.2).
[2]Li, Chunshan, Wang, Mingzhi, Xiaofei Yang, Chu Dianhui, ”DS-UNet: Dual-Stream U-Net for Oil Spill Detection of SAR Image,” IEEE Geoscience and Remote Sensing Letters. (JCRQ1, IF: 4.4).
[3]Xianhong Zhu, Xiaohui Huang, Weijia Cao, Xiaofei Yang, Yunfei Zhou and Shaokai Wang, ”Road Extraction from Remote Sensing Imagery with Spatial Attention Based on Swin Transformer,” Remote Sensing. (JCRQ1, IF:5.2).
[4]Yan Li, Xiaofei Yang, Dong Tang, Zheng Zhou, ”RDTN: Residual Densely Transformer Network for hyperspectral image classification,”Expert Systems with Applications. (中科院1区, JCRQ1, IF:7.6).
[5]Chunshan Li, Yushuai Yang, Xiaofei Yang, Dianhui Chu, Weijia Cao, ”A Novel Multi-Scale Feature Map Fusion for Oil Spill Detection of SAR Remote Sensing,” Remote Sensing. (JCRQ1, IF:5.2).
[6]Chunshan Li, Mingyue Wang, Xiaofei Yang, Yifang Ban, Dianhui Chu, Zhiquan Zhou, Raymond Y.K. Lau, ”QTU-Net: Quaternion Transformer-based U-Net for Water Body Extraction of RGB Satellite Image,” IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024. (中科院1 区，JCRQ1, IF:8.2).
[7]Zhou Yunfei, Huang Xiaohui, Xiaofei Yang (杨小飞), Jiangtao Peng, Yifang Ban. “DCTN: Dual-Branch Convolutional Transformer Network With Efficient Interactive Self-Attention for Hyperspectral Image Classification”. IEEE Transactions on Geoscience and Remote Sensing, vol. 62, pp. 1-16, 2024. (中科院1 区，JCRQ1, IF:8.2, ESI高被引).
[8]Xiaofei Yang (杨小飞), Weijia Cao, Yao Lu, Yicong Zhou. “QTN: Quaternion Transformer Network for Hyperspectral image classification”. IEEE Transactions on Circuits and Systems for Video Technology, vol. 33, no. 12, pp. 7370-7384, Dec. 2023(中科院1 区，JCRQ1, IF:8.4).
[9]Xiaohui Huang, Yunfei Zhou, Xiaofei Yang (杨小飞), Zhu, X.; Wang, K. “SS-TMNet: Spatial–Spectral Transformer Network with Multi-Scale Convolution for Hyperspectral Image Classification”. Remote Sens. 2023, 15, 1206. (JCRQ1, IF:5.2).
[10]Xiaofei Yang (杨小飞), Weijia Cao, Yao Lu, Yicong Zhou. “Self-supervised learning methods for Hyperspectral image classification”. IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022.（中科院1 区，JCRQ1，IF-8.233）
[11]Yao Lu, Le Zhang, Xiaofei Yang (杨小飞), Yicong Zhou. “Efficient Harmonic Neural Networks with Compound Discrete Cosine Transform filters and Shared Reconstruction filters”. IEEE Transactions on Neural Networks and Learning Systems, vol. 35, no. 1, pp. 693-707, Jan. 2024.（中科院1 区，JCRQ1，IF-14.225）
[12]Xiaohui Huang, Yunming Ye, Weihua Ding, Xiaofei Yang (杨小飞), Liyan Xiong. “Multi-mode dynamic residual graph convolution network for traffic flow prediction”. Information Sciences. Volume 609, Pages 548-564, 2022.（中科院1 区，JCRQ1，IF-8.233）
[13]Xiaofei Yang (杨小飞), Weijia Cao, Yao Lu, Yicong Zhou. “Hyperspectral Image Transformer Classification Networks”. IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-15, 2022. (中科院1 区，JCRQ1，IF-8.125, ESI高被引)
[14]Luo Chen, Shanshan Feng, Xiaofei Yang, Xutao Li, Yunming Ye. “LWCDnet: A Lightweight Network for Efficient Cloud Detection in Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing, 接收, 2022. (JCRQ1, IF-8.125)
[15]Zheng Zhou, Yue Wu, Xiaofei Yang (杨小飞), Yicong Zhou . “Neural Style Transfer With Adaptive Auto-Correlation Alignment Loss. IEEE Signal Processing Letters, 29 (2022): 1027-1031. (JCRQ1, IF-3.201).
[16]Xiaofei Yang (杨小飞), Xutao Li, Yunming Ye, Raymond Y. K. Lau, Xiaofeng Zhang, Xiaohui Huang. “Road Detection and Centerline Extraction via Deep Recurrent Convolutional Neural Network U-Net”. IEEE Transactions on Geoscience and Remote Sensing, 57(9), 7209-7220, 2019. (中科院1 区，JCRQ1，IF-8.125, ESI高被引.)
[17]Xiaofei Yang (杨小飞), Yunming Ye, Xutao Li, Raymond YK Lau, Xiaofeng Zhang, and Xiaohui Huang. ”Hyperspectral Image Classification With Deep Learning Models.” IEEE Transactions on Geoscience and Remote Sensing. (中科院1 区，JCRQ1, IF-8.125, ESI 高被引.)
[18]Xiaofei Yang (杨小飞), Zhang, Xiaofeng; Ye, Yunming; Lau, Raymond Y.K., Lu, Shijian; Li, Xutao; Huang, Xiaohui. ”Synergistic 2D/3D Convolutional Neural Network for Hyperspectral Image Classification”. Remote Sens, 12(12), 2033, 2020.（中科院2 区, JCRQ1，IF-5.349）
七．科研项目
主持国家级青年基金项目1项，市级科研项目1项，市级课程思政项目1项，横向项目1项。
