Jiayuan

admin  5/27/2022
Jiayuan Average ratng: 5,0/5 3939 votes

Jiayuan Li (李加元)
Associate professor
News Interests Publications Patents Fundings Services Honors Code
School of Remote Sensing and Information Engineering, Wuhan University
Location: Building 5-Room 426, Luoyu Road #129, Hongshan District, Wuhan, Hubei, China
Email: ljy_whu_2012@whu.edu.cn (prior); 397744657@qq.com
[Google Scholar][GitHub][ResearchGate][武大个人主页][研究团队主页]

News

  • ***招募硕士研究生2名, 欢迎对摄影测量与遥感、计算机视觉、深度学习感兴趣的同学报考, 期待与你们一起共同成长!(联系方式:ljy_whu_2012@whu.edu.cn)***

  • [2021.01] One paper is accepted by IEEE TPAMI!
  • [2020.12] One paper is accepted by IEEE TGRS!
  • [2020.11] One book is published by Science Press (《鲁棒性特征匹配与粗差剔除》, 科学出版社)!
  • [2020.07] One paper is accepted by ISPRS P&RS(link)!
  • [2020.06] One paper is accepted by IEEE TGRS(link)!
  • [2020.02] One paper is accepted by IEEE TGRS(link)!
  • [2020.01] One paper is accepted by IEEE TIP(link)!
  • [2019.12] One paper is accepted by ISPRS P&RS(link)!

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Interests

JiayuanI work in the field of photogrammetry, geometric computer vision, remote sensing image processing and deep learning theory. Currently, I focus on the following research topics:
  • Robust estimation theory and its applications in remote sensing and robot vision
  • Visual SLAM, Lidar SLAM, feature matching, point cloud registration, loop closure
  • Object detection/tracking from 2D/3D remote sensing data
  • Low-level image processing (dehazing, fusion, color consistency, etc.)

Publications

Books:

  • 李加元, 胡庆武, 艾明耀,“鲁棒性特征匹配与粗差剔除,” 科学出版社, 2020.

Papers:

2021:

Jiayuan
  • J. Li, “A Practical $O(N^2)$ Outlier Removal Method for Point Cloud Registration,” IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2021. (IF: 17.86)[PDF] [Code]
  • J. Li, Q. Hu, and M. Ai, “Point Cloud Registration Based on One-Point RANSAC and Scale-Annealing Biweight Estimation,” IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2021. [PDF] [Code]

2020:

  • J. Zhang, Q. Hu, J. Li and M. Ai, “Learning From GPS Trajectories of Floating Car for CNN-Based Urban Road Extraction With High-Resolution Satellite Imagery,” IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020. [PDF]
  • J. Li, Q. Hu, and M. Ai, “GESAC: Robust graph enhanced sample consensus for point cloud registration,” ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2020. [PDF] [Code]
  • J. Li, Q. Hu, and M. Ai, “Robust Geometric Model Estimation Based on Scaled Welsch q-Norm,” IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS), 2020. [PDF]
  • J. Li, Q. Hu, and M. Ai, “RIFT: Multi-modal image matching based on radiation-variation insensitive feature transform,” IEEE Transactions on Image Processing (IEEE TIP), 2020. [PDF] [Code]
  • J. Li, P. Zhao, Q. Hu, and M. Ai, “Robust point cloud registration based on topological graph and Cauchy weighted lq-norm,” ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2020. [PDF]

2019:

  • J. Li, Q. Hu, and M. Ai, “LAM: Locality affine-invariant feature matching,” ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2019. [PDF] [Code]
  • J. Li, Q. Hu, and M. Ai, “Haze and thin cloud removal via sphere model improved dark channel prior,” IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2019. [PDF] [Code]

2018:

Jiayuan Dumpling House

  • J. Li, Q. Hu, and M. Ai, “Unsupervised road extraction via a Gaussian mixture model with object-based features,” International Journal of Remote Sensing (IJRS), 2018. [PDF]
  • J. Li, Q. Hu, and M. Ai, “Multispectral and panchromatic image fusion based on spatial consistency,” International Journal of Remote Sensing (IJRS), 2018. [PDF]

2017:

  • J. Li, Q. Hu, and M. Ai, “Robust feature matching via support-line voting and affine-invariant ratios,” ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS), 2017. [PDF]
  • J. Li, Q. Hu, and M. Ai, “4FP-structure: A robust local region feature descriptor,” Photogrammetric Engineering & Remote Sensing (PE&RS), 2017. (Best paper award)[PDF] [Binary code]
  • J. Li, Q. Hu, and M. Ai, “Optimal illumination and color consistency for optical remote-sensing image mosaicking,” IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2017. [PDF] [Code]
  • J. Li, Q. Hu, and M. Ai, “Robust feature matching for geospatial images via an affine‐invariant coordinate system,” The Photogrammetric Record, 2017. [PDF] [Code]
  • J. Li, Q. Hu, and M. Ai, “Exterior orientation revisited: A robust method based on lq-norm,” Photogrammetric Engineering & Remote Sensing (PE&RS), 2017.[PDF] [Code]

2016:

  • J. Li, Q. Hu, and M. Ai, “Robust feature matching for remote sensing image registration based on $ L_ {q} $-estimator,” IEEE Geoscience and Remote Sensing Letters (IEEE GRSL), 2016. [PDF] [Code]
  • J. Li, R. Zhong, Q. Hu, and M. Ai, “Feature-based laser scan matching and its application for indoor mapping,” Sensors, 2016. [PDF]
  • J. Li, Q. Hu, and M. Ai, “Joint model and observation cues for single-image shadow detection,” Remote Sensing, 2016. [PDF]

2015:

  • 李加元, 胡庆武, 艾明耀, “以重心坐标为基准的空间后方交会非迭代法,” 测绘学报, 2015. [PDF]
  • 李加元, 胡庆武, 艾明耀, 严俊,“结合天空识别和暗通道原理的图像去雾,” 中国图象图形学报, 2015. (年度优秀论文)[PDF]

Patents

  • 2020, 具有尺度与旋转不变性的多模态影像特征匹配方法
  • 2020, 一种抗大几何畸变的影像特征匹配方法
  • 2020, 低成本360度全景视频相机城市管道三维重建方法及系统
  • 2020, 高分遥感影像和激光雷达点云融合的单木分割方法及系统

Fundings

  • 2020, 国家自然科学基金重点项目 项目骨干
  • 2020, 国家重点研发计划 子课题负责人
  • 2019, 国家自然科学基金青年项目 主持
  • 2019, 博士后科学基金一等资助 主持
  • 2019, 湖北省自然科学基金 主持
  • 2019, 中央高校自主科研基金 主持
  • 2019, 华为-武汉大学联合基金 项目骨干

Services

Journal Reviewer:

Jiayuan Chuang

  • IEEE Transactions on Image Processing (IEEE TIP)
  • ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS)
  • IEEE Transactions on Geoscience and Remote Sensing (IEEE TGRS)
  • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS)
  • International Journal of Remote Sensing (IJRS)
  • Remote Sensing
  • IET Image Processing
  • Remote Sensing Letter
  • ... ...

Honors

  • 2018, 国家人社部“博新计划”入选者
  • 2018, 武汉大学“研究生学术创新奖”特等奖 (4/5000+)
  • 2018, 美国摄影测量与遥感学会 Talbert Abrams Award (年度学术金奖,全球每年仅1人获奖)
  • 2018, 湖北省科技进步二等奖
  • 2017, 遥感信息工程学院十大新星--科研之星
  • 2017, 研究生国家奖学金
  • 2016, 研究生国家奖学金
  • 2014, 研究生国家奖学金

Jiayuan

Jiayuan Registration

Code

Jiayuan App

  • The source code of our IEEE TIP paper ([RIFT] for multimodal image feature matching) (code)!
  • The source code of our IEEE GRSL dehazing paper ([SDCP] for thin cloud removal) (code)!

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