康旭东,男,博士,
湖南大学电气与信息工程学院教授、博士生导师。
人物经历
教育经历
2009.9-2015.4 湖南大学 控制科学与工程博士,导师:李树涛
2012.9-2013.9 冰岛大学 信号处理实验室 联合培养博士生,导师:Jon Atli Benediktsson
工作经历
2016.2-2017.2 冰岛大学 数字信号处理实验室, 访问学者
2017.12-至今 湖南大学 电气与信息工程学院, 副 教 授
2016.12-至今 湖南大学 电气与信息工程学院, 博士生导师
2015.4-2017.12 湖南大学 电气与信息工程学院, 助理教授
研究方向
遥感图像处理与应用
在以上研究方向上,课题组与冰岛大学、
意大利特伦托大学、德国宇航局、及国家海洋局、
国防科技大学、武汉大学等国内外科研院所保持密切的科研合作关系
科研项目
1.
国家自然科学基金,61871179,高光谱遥感图像分类训练样本问题研究,2019/01-2022/12, 63万元,在研,主持。
2. 国家自然科学基金, 61601179,面向海岸带监测的高光谱图像深层空谱特征提取与分类,2017/01-2019/12, 22 万元,在研,主持。
3. 博士后特别资助,15万元,2019/01-2020/12, 在研,主持。
4. 国家自然科学基金国际(地区)合作与交流项目, 61520106001,高分辨率高光谱遥感图像信息获取与处理,2016.01-2020.12,245万元,在研,参与。
(1) 图像结构化稀疏表示、融合与识别理论方法研究, 湖南省科技厅,自然科学一等奖,省部一等奖, 2017 (李树涛; 方乐缘; 康旭东; 杨斌) ;
(2) 高光谱遥感影像空谱特征提取与分类方法研究(中国图象图形学会优秀博士学位论文), 中国图象图形学会, 2017;
(3) Best Reviewer of IEEE Transactions on Geoscience and Remote Sensing in 2017, IEEE Geoscience and Remote Sensing Society, 2017;
(4) Best Reviewer of IEEE Geoscience and Remote Sensing Letters in 2016, IEEE Geoscience and Remote Sensing Society, 2017;
(5) Second Prize in the Student Paper Contest of IGARSS 2014, IEEE Geoscience and Remote Sensing Society, 2017. (Xudong Kang; Meixiu Li; Shutao Li ; Jon Atli Benediktsson)
学术成果
Code of the following papers is available here.
1. Bing Tu, Jinping Wang, Xudong Kang, Guoyun Zhang, Xianfeng Ou, and Longyuan Guo, KNN-based Representation of Superpixels for Hyperspectral Image Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, (Accepted).
2. Bing Tu, XiaofeiZhang, Xudong Kang, Guoyun Zhang, and Shutao Li, Density Peak Clustering-based Noisy Label Detection for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2018, to be published, DOI: 10.1109/TGRS.2018.2867444.
3. Shutao Li, Qiaobo Hao, Guanghao Gao, and Xudong Kang, The Effect of Ground Truth on Performance Evaluation of Hyperspectral ImageClassification, IEEE Transactions on Geoscience and Remote Sensing, 2018, to be published.
4. Xudong Kang, Guanghao Gao, Qiaobo Hao, and Shutao Li , A Coarse-to-Fine Method for Cloud Detection in Remote Sensing Images, IEEE Geoscience and Remote Sensing Letters, 2018, to be published.
5. Xudong Kang, Puhong Duan, Xuanlin Xiang, Shutao Li, and Jon Atli Benediktsson, Detection and Correction of Mislabeled Training Samples for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(8), 4346-4360.
6. Shutao Li, Kunzhong Zhang, Qiaobo Hao, Puhong Duan, and Xudong Kang, Hyperspectral Anomaly Detection With Multiscale Attribute and Edge-PreservingFilters, IEEE Geoscience and Remote Sensing Letters, 2018, 15(10), 1605-1609.
7. Xudong Kang, Puhong Duan, Shutao Li, and Jon Atli Benediktsson, Decolorization based Hyperspectral Image Visualization, IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(10), 5673-5689.
8. Xudong Kang, Yufan Huang, Hui Lin, Shutao Li, and Jon Atli Benediktsson, Extended Random Walker for Shadow Detection in Very High Resolution Remote Sensing Images, IEEE Transactions on Geoscience and Remote Sensing, 2018, 56(2), 867-876.
9. Shutao Li, Qiaobo Hao, Xudong Kang, and Jon Atli Benediktsson, Gaussian Pyramid Based Multiscale Feature Fusion for Hyperspectral Image Classification, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11(9), 3312-3324.
10. Xudong Kang; Chengchao Li; Shutao Li; Hui Lin, Classification of Hyperspectral Images by Gabor Filtering Based Deep Network, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, 11(4), 1166-1178.
11. Bing Tu, Xiaofei Zhang, Xudong Kang*, Guoyun Zhang, Jinping Wang, and Jianhui Wu, Hyperspectral Image Classification via Fusing Correlation Coefficient and Joint Sparse Representation, IEEE Geoscience and Remote Sensing Letters, 2018, 15(3), 340-344.
12. Xudong Kang, Xuanlin Xiang, Shutao Li, Jon Atli Benediktsson, PCA based Edge-preserving Features for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(12), 7140-7151. (ESI highly cited paper, top 1%)
13. Xudong Kang, Xiangping Zhang, Shutao Li, Kenli Li, Jun Li, Jon Atli Benediktsson, Hyperspectral Anomaly Dectection with Attribute and Edge-preserving Filters, IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(10), 5600-5611.
14. Bin Sun, Xudong Kang*, Shutao Li, and Jon Atli Benediktsson, Random Walker based Collaborative Learning for Hyperspectral Image Classification, IEEE Transactions on Geoscience and Remote Sensing, 2017, 55(1), 212-222. (ESI highly cited paper, top 1%)
15. Shutao Li, Xudong Kang, Leyuan Fang, Jianwen Hu, and Haitao Yin, Pixel-level Image Fusion: A Survey of The State of The Art, Information Fusion, 2017, 3(1), 100-112. (ESI highly cited paper, top 1%)
16. Xudong Kang, Shutao Li, Leyuan Fang, and Jon Atli Benediktsson, Intrinsic Image Decomposition for Feature Extraction of Hyperspectral Images, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(4), 2241-2253.
17. Xudong Kang, Shutao Li, Leyuan Fang, Meixiu Li, and Jon Atli Benediktsson, Extended Random Walker-Based Classi_cation of Hyperspectral Images, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(1), 144-153.
18. Xudong Kang, Shutao Li, and Jon Atli Benediktsson, Feature Extraction of Hyperspectral Images With Image Fusion and Recursive Filtering, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(6), 3742-3752.
19. Xudong Kang, Shutao Li, and Jon Atli Benediktsson, Spectral-Spatial Hyperspectral Image Classification With Edge-Preserving Filtering, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(5), 2666-2677. (ESI highly cited paper, top 1‰)
20. Xudong Kang, Shutao Li, and Jon Atli Benediktsson, Pansharpening With Matting Model, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(8), 5088-5099.
21. Shutao Li, Xudong Kang, and Jianwen Hu, Image Fusion With Guided Filtering, IEEE Transactions on Image Processing, 2013, 22(7), 2864-2875. (ESI highly cited paper, top 1%)
22. Shutao Li and Xudong Kang, Fast Multi-Exposure Image Fusion With Median Filter and Recursive Filter, IEEE Transactions on Consumer Electronics, 2012, 58(2), 626-632.
23. Shutao Li, Xudong Kang, Jianwen Hu, and Bin Yang, Image Matting For Fusion of Multi-focus Images In Dynamic Scenes, Information Fusion, 2013, 14(2), 147-162.
24. Xudong Kang, Shutao Li, Leyuan Fang, and Jon Atli Benediktsson, Pansharpening Based on Intrinsic Image Decomposition, Sensing and Imaging, 2014, 15(1), 1-17.
25. Kunshan Huang, Shutao Li, Xudong Kang, and Leyuan Fang, Spectral-Spatial Hyperspectral Image Classification Based On KNN, Sensing and Imaging, 2016, 17(1), 1-13.
26. Wei Fu, Shutao Li, Leyuan Fang, Xudong Kang, Jon Atli Benediktsson, Hyperspectral Image Classification Via Shape-Adaptive Joint Sparse Representation, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9(2), 556-567.
27. Leyuan Fang, Shutao Li, Xudong Kang, and Jon Atli Benediktsson, Spectral-Spatial Classification of Hyperspectral Images With a Superpixel-Based Discriminative Sparse Model, IEEE Transactions on Geoscience and Remote Sensing, 2015, 53(8), 4186-4201. (ESI highly cited paper, top 1%)
28. Leyuan Fang, Shutao Li, Xudong Kang, Joseph A. Izatt, and Sina Farsiu, 3-D Adaptive Sparsity Based Image Compression With Applications to Optical Coherence Tomography, IEEE Transactions on Medical Imaging, 2015, 34(6), 1306-1320.
29. Leyuan Fang, Shutao Li, Xudong Kang, and Jon Atli Benediktsson, Spectral-Spatial Hyperspectral Image Classification Via Multiscale Adaptive Sparse Representation, IEEE Transactions on Geoscience and Remote Sensing, 2014, 52(12), 7738-7749. (ESI highly cited paper, top 1%)
所获荣誉
2020年1月10日,获得国家自然科学二等奖(项目名称“多模图像结构化稀疏表示与融合理论方法研究”,第3完成人)。