康健

副教授,硕士生导师

地址:电子信息楼332室

Email: jiankang@suda.edu.cn

个人简介 | 教育背景 | 科研方向 | 招生信息 | 科研项目 | 发表论文 | 社会兼职 | 指导学生

个人简介

康健,副教授,硕士生导师,2013年获得哈 尔滨工业大学电子信息工程系学士学位,同年获得推免本校研究生资格,2015年获得电子与通信工程专业硕士学位,2019年获得德国慕尼黑工业大学 (TUM)地球观测信号处理系(SiPEO,现为地球观测数据科学系)博士学位,2019到2020年,在德国柏林工业大学(TU Berlin)电子工程及计算机技术学院从事博士后研究工作,2020年受聘苏州大学优秀青年学者。发表第一及通讯作者SCI论文19篇, 其中2篇为ESI高被引论文,10余篇为领域内顶级期刊文章。英文个人主页:[jiankang1991.github.io].

教育背景

  • 本科毕业,2009.09-2013.07,电子信息工程,哈尔滨工业大学,工学学士,电子信息工程
  • 硕士毕业,2013.09-2015.07,电子与通信工程,哈尔滨工业大学,硕士,电子与通信工程
  • 博士毕业,2015.09-2019.09,地球观测信号处理,慕尼黑工业大学,工学博士,地球观测信号处理,慕尼黑工业大学

科研方向

信号处理和机器学习方法研究,以及其在智能遥感图像处理中的应用,具体包括:SAR干涉技术,SAR图像处理,基于深度学习的光学遥感图像智能解译等方向。

招生信息

每年招收硕士研究生2-3名,欢迎有志从事信号及图像处理、人工智能等领域的学生保送、报考,优先录取数学英语基础强、热爱科研的学生,为招收学生提供基本的科研硬件条件(服务器、工作站等)。

科研项目

  • 国家自然科学基金青年科学基金项目 [2022-2024,24万]

  • 江苏省自然科学基金青年项目 [2021-2024,20万]

发表论文

  1. Rafael Fernandez, Ruben Fernandez-Beltran, Jian Kang*, Filiberto Pla. Sentinel-3 Super-Resolution based on Dense Multi-Receptive Channel Attention, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing(JSTARS) (2021).

  2. Kang, Jian, Ruben Fernandez-Beltran, Zhirui Wang, Xian Sun, Jingen Ni and Antonio Plaza. 2021. Rotation Invariant Deep Embedding for Remote Sensing Images. IEEE Transactions on Geoscience and Remote Sensing(TGRS). (SCI, TOP, IF=5.6)

  3. Kang, Jian, Ruben Fernandez-Beltran, Xian Sun, Jingen Ni and Antonio Plaza. 2021. Deep Learning-based Building Footprint Extraction with Missing Annotations. IEEE Geoscience and Remote Sensing Letters (GRSL). (SCI, IF=3.966)

  4. Fernandez-Beltran, Ruben; Baidar, Tina; Kang, Jian*; Pla, Filiberto. 2021. Rice-Yield Prediction with Multi-Temporal Sentinel-2 Data and 3D CNN: A Case Study in Nepal Remote Sensing (RS). 13, no. 7: 1391. (SCI, IF=4.848)

  5. Fernandez-Beltran, Ruben, Filiberto  Pla, Jian Kang*, Jose F. Moreno, and Antonio J. Plaza. Sentinel-3/FLEX  Biophysical Product Confidence using Sentinel-2 Land Cover Spatial  Distributions. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing(JSTARS) (2021). (SCI, IF=3.784)

  6. Kang, Jian, Ruben Fernandez-Beltran, Xudong Kang, Jingen Ni, and Antonio J. Plaza. Noise-Tolerant Deep Neighborhood Embedding forRemotely Sensed Images With Label Noise. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing(JSTARS) 14(2021): 2551-2562. (SCI, IF=3.784)

  7. Kang, Jian, Ruben Fernandez-Beltran,  Puhong Duan, Xudong Kang, and Antonio J. Plaza. Robust Normalized  Softmax Loss for Deep Metric Learning-Based Characterization of Remote  Sensing Images With Label Noise. IEEE Transactions on Geoscience and Remote Sensing (TGRS) (2020). (SCI Top, IF=5.6)

  8. Kang, Jian, Ruben Fernandez-Beltran,  Danfeng Hong, Jocelyn Chanussot, and Antonio Plaza. Graph relation  network: Modeling relations between scenes for multilabel remote-sensing  image classification and retrieval. IEEE Transactions on Geoscience and Remote Sensing(TGRS) (2020). (SCI Top, IF=5.6)

  9. Kang, Jian, Ruben Fernandez-Beltran,  Zhen Ye, Xiaohua Tong, and Antonio Plaza. Deep Hashing Based on  Class-Discriminated Neighborhood Embedding. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing(JSTARS) 13 (2020): 5998-6007. (SCI, IF=3.784)

  10. Hong, Danfeng, Jian Kang*, Naoto  Yokoya, and Jocelyn Chanussot. Graph-Induced Aligned Learning on  Subspaces for Hyperspectral and Multispectral Data. IEEE Transactions on Geoscience and Remote Sensing (TGRS) (2020). (SCI Top, IF=5.6)

  11. Kang, Jian, Ruben Fernandez-Beltran,  Puhong Duan, Sicong Liu, and Antonio J. Plaza. Deep unsupervised  embedding for remotely sensed images based on spatially augmented  momentum contrast. IEEE Transactions on Geoscience and Remote Sensing (TGRS) (2020). (SCI Top, IF=5.6)

  12. Ye, Zhen, Jian Kang*, Jing Yao, Wenping  Song, Sicong Liu, Xin Luo, Yusheng Xu, and Xiaohua Tong. Robust fine  registration of multisensor remote sensing images based on enhanced  subpixel phase correlation. Sensors 20, no. 15 (2020): 4338.

  13. Kang, Jian, Ruben Fernandez-Beltran,  Zhen Ye, Xiaohua Tong, Pedram Ghamisi, and Antonio Plaza. High-Rankness  Regularized Semi-Supervised Deep Metric Learning for Remote Sensing  Imagery. Remote Sensing (RS) 12, no. 16 (2020): 2603. (SCI, IF=4.848)

  14. Kang, Jian, Ruben Fernandez-Beltran,  Zhen Ye, Xiaohua Tong, Pedram Ghamisi, and Antonio Plaza. Deep metric  learning based on scalable neighborhood components for remote sensing  scene characterization. IEEE Transactions on Geoscience and Remote Sensing(TGRS) 58, no. 12 (2020): 8905-8918. (SCI Top, IF=5.6)

  15. Kang, Jian, Danfeng Hong, Jialin Liu,  Gerald Baier, Naoto Yokoya, and Begüm Demir. Learning convolutional  sparse coding on complex domain for interferometric phase restoration. IEEE Transactions on Neural Networks and Learning Systems (TNNLS) (2020). (SCI Top, IF=10.451)[ESI Highly Cited Paper]

  16. Kang, Jian, Yuanyuan Wang, and Xiao  Xiang Zhu. Multipass SAR Interferometry Based on Total Variation  Regularized Robust Low Rank Tensor Decomposition. IEEE Transactions on Geoscience and Remote Sensing (TGRS) (2020). (SCI Top, IF=5.6)

  17. Kang, Jian, Marco Körner, Yuanyuan  Wang, Hannes Taubenböck, and Xiao Xiang Zhu. Building instance  classification using street view images. ISPRS journal of photogrammetry and remote sensing (ISPRSP&RS) 145 (2018): 44-59. (SCI Top, IF=8.979) [Most Cited ISPRS P&RS Articles since 2018][ESI Highly Cited Paper]

  18. Kang, Jian, Yuanyuan Wang, Marco Körner, and Xiao Xiang Zhu. Robust object-based multipass InSAR deformation reconstruction. IEEE Transactions on Geoscience and Remote Sensing 55 (TGRS), no. 8 (2017): 4239-4251. (SCI Top, IF=5.6)

  19. Kang, Jian, Yuanyuan Wang, Michael  Schmitt, and Xiao Xiang Zhu. Object-based multipass InSAR via robust  low-rank tensor decomposition. IEEE Transactions on Geoscience and Remote Sensing(TGRS) 56, no. 6 (2018): 3062-3077. (SCI Top, IF=5.6)[Featured as issue cover]

社会兼职

  • IEEE会员
  • 江苏省人工智能学会(JSAI)会员
  • 中国图象图形学学会(CSIG)会员
  • Frontiers in Signal Processing编委
  • IEEE JSTARS客座编辑
  • MDPI Remote Sensing客座编辑
  • 雷达学报客座编辑
  • 长期担任IEEE TNNLS/TGRS/ISPRS P&RS/IEEE GRSM/PR等期刊审稿人

指导学生



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