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康旭东

领域:高端装备制造产业 学校:湖南大学职称:副教授

高光谱图像特征提取、⾼光谱图像分类、⾼光谱图像异常目标探测,遥感图像融合。...

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教育背景

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

项目课题经历

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。

论文、成果、著作等

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%)

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