康旭东

个人简介

湖南大学电与信息工程学院副教授,博士生导师IEEE Senior Member(美国电气与电子工程师协会高级会员)。主要研究方向:高光谱图像特征提取、光谱图像分类、光谱图像异常目标探测,遥感图像融合。

主持国家自然科学基金青年基金项目2项。高光谱图像分类相关研究工作获2017年度湖南省自然科学奖一等奖(排名第3)。博⼠学位论文被评为中国图象与图形学会2017 年度优秀博士学位论文。攻博期间会议论文获IEEE 国际地球科学与遥感大会学生论文竞赛银奖。被评为IEEE Transactions on Geoscience and Remote Sensing(IEEE 地球科学与遥感汇刊)2017 年度最佳审稿人与IEEE Geoscience and Remote Sensing Letters(IEEE 地球科学与遥感快报)2016 年度最佳审稿人。

研究成果在IEEE Transactions on Geoscience and Remote Sensing, IEEE Transactions on Image Processing, IEEE Geoscience and Remote Sensing Symposium (IGARSS) 等国内外知名学术刊物与国际会议发表论 40 余篇,其中SCI 收录 28 篇,IEEE Transactions 论文18 (一作及通讯15篇)ESI 热点(1‰)论文1 篇,ESI 高被引(1%)论文 7 篇,论文引用 1600 余次, Google 学术 h 指数17。并受邀担任了 IEEE Transactions on Geoscience and Remote Sensing、IEEE Transactions on Image Processing 等二十余个遥感与图像处理领域国际期刊的审稿人,并在2017 IEEE Geoscience and Remote Sensing Symposium 国际会议上担任“高光谱图像深度学习分类”等多个分会主席。

个人主页

http://xudongkang.weebly.com


主要研究方向及招生

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

课题组常年招收博士,硕士及本科实习生:

欢迎自动化、电子、计算机、数学等相关专业对本课题组研究感兴趣的同学与我联系:xudong_kang@163.com

要求:对研究具有较浓厚的兴趣,且具有较好数学、英语和编程(Matlab, C++, Python)能力

主要教育经历

 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


主要工作经历

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


主要科研项目

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。

主要科研奖励与荣誉

(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)

代表性论文

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 ClassificationIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2018, (Accepted).

2.  Bing Tu, XiaofeiZhang, Xudong KangGuoyun Zhang, and Shutao LiDensity 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 KangHyperspectral 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 ClassificationIEEE 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%)