Jiaqi Yang (杨佳琪)
Email: jiaqi.yang@wisc.edu, jqyang@whu.edu.cn
Postdoctoral Research Associate

University of Wisconsin–Madison
Global Change Research Laboratory

[GitHub] [GoogleScholar] [dblp] [ResearchGate] [ORCID]

Location: 1630 Linden Drive, Madison, WI, US.
News | Research Interest | Education | Publications | Awards and Honors|

News


Research Interest

I am working in AI for Earth Observation. Currently, I focus on the following research topics: My research aims to design creative machine learning and computer vision approaches to better contribute to geoscientific fields such as land cover/crop mapping, agricultural monitoring, and environmental sustainability.

Education


Publications

Journals:


    [6] ITER: Image-to-pixel Representation for Weakly Supervised HSI Classification
    Jiaqi Yang, Bo Du, Di Wang, and Liangpei Zhang
    IEEE Transactions on Image Processing (TIP), 2023. (CCF A, SCI Q1 TOP, IF=10.6 )
    [News]
    [Paper]


    [5] Overcoming the Barrier of Incompleteness: A Hyperspectral Image Classification Full Model
    Jiaqi Yang, Bo Du, and Liangpei Zhang
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023. (SCI Q1 TOP, IF=10.4)
    [Paper][Code]


    [4] Can Spectral Information Work While Extracting Spatial Distribution?—An Online Spectral Information Compensation Network for HSI Classification
    Jiaqi Yang, Bo Du, Yonghao Xu, and Liangpei Zhang
    IEEE Transactions on Image Processing (TIP), 2023. (CCF A, SCI Q1 TOP, IF=10.6 )
    [Paper][Code]


    [3] From center to surrounding: An interactive learning framework for hyperspectral image classification
    Jiaqi Yang, Bo Du, and Liangpei Zhang
    ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS JP&RS), 2023. (SCI Q1 TOP, IF=12.7)
    [Paper][Code]


    [2] Enhanced Multi-scale Feature Fusion Network for HSI Classification
    Jiaqi Yang, Chen Wu, Bo Du, and Liangpei Zhang
    IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021. (SCI Q1 TOP, IF=8.2)
    [Paper]


    [1] Traffic Density Reduction Caused by City Lockdowns Across the World During the COVID-19 Epidemic: From the View of High-Resolution Remote Sensing Imagery
    Chen Wu, Sihan Zhu, Jiaqi Yang, Meiqi Hu, Bo Du, Liangpei Zhang, Lefei Zhang, Chengxi Han, and Meng Lan
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (IEEE JSTARS), 2021. (SCI Q3, IF=5.5)
    [Paper]

Conferences:


    [3] LGFORMER: LOCAL-TO-GLOBAL TRANSFORMER FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Jiaqi Yang, Bo Du and Chen Wu,
    Proceeding of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2023), 2023. (EI)
    [Paper]


    [2] HYBRID VISION TRANSFORMER MODEL FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Jiaqi Yang, Bo Du and Chen Wu,
    Proceeding of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2022), 2022. (EI)
    [Paper]


    [1] AUTOMATICALLY ADJUSTABLE MULTI-SCALE FEATURE EXTRACTION FRAMEWORK FOR HYPERSPECTRAL IMAGE CLASSIFICATION
    Jiaqi Yang, Bo Du, Chen Wu and Liangpei Zhang
    Proceeding of the IEEE International Geoscience and Remote Sensing Symposium (IGARSS 2021), 2021. (EI)
    [Paper]



Selected Patents:



Membership:

  • Geo-Spatial Information Science, Editorial Intern
  • IEEE, Student Member
  • IEEE Geoscience and Remote Sensing Society (GRSS), Student Member
  • ACM, Student Member

Journal Reviewer:

  • Earth System Science Data (ESSD)
  • IEEE Transactions on Geoscience and Remote Sensing (TGRS)
  • Geo-spatial Information Science (GSIS)
  • Pattern Recognition
  • Journal of Geophysical Research-Machine Learning and Computation
  • IEEE Geoscience and Remote Sensing Letters (GRSL)
  • Neural Processing Letters
  • International Journal of Wavelets, Multiresolution and Information Processing (IJWMIP)


Awards and Honors

  • 2023.12,  Wang Zhizhuo Innovation Talent Prize | 王之卓创新人才奖
  • 2023.11,  Outstanding Graduate Student, Wuhan University | 优秀研究生
  • 2023.10,  The First Prize of Excellent Academic Scholarship, Wuhan University | 优秀学业奖学金一等奖
  • 2023.10,  National Scholarship | 国家奖学金
  • 2023.07,  Volunteer Service Award, ACM Turing Award Celebration Conference TURC 2023 | ACM中国图灵大会志愿者服务奖
  • 2023.05,  Outstanding student leader, Wuhan University | 优秀学生干部
  • 2023.04,  Outstanding Oral Presentation in International Conference on Geology, Mapping and Remote Sensing | 优秀口头报告
  • 2023.03,  High-level Paper Award, Artificial Intelligence Institute of Wuhan University | 高水平论文奖
  • 2022.10,  The First Prize of Excellent Academic Scholarship, Wuhan University | 优秀学业奖学金一等奖
  • 2022.09,  Outstanding Graduate Student, Wuhan University | 优秀研究生
  • 2021.09,  Outstanding Teaching Assistant, Wuhan University | 优秀助教
  • 2021.05,  Excellent Graduate, Wuhan University | 优秀毕业生
  • 2020.12,  Outstanding Graduate Student, Wuhan University | 优秀研究生
  • 2020.12,  The Second Prize of Excellent Academic Scholarship, Wuhan University | 优秀学业奖学金二等奖
  • 2020.08,  International Summer School Volunteer, Wuhan University | 国际暑期学校志愿者
  • 2020.01,  Excellent Individuals in Graduate Student Academic and Scientific Activities, Wuhan University | 学术科技活动先进个人
  • 2019.09,  Vice Chairman of Postgraduate Student Union of LIESMARS | LIESMARS研究生会副主席
  • 2019.06,  Excellent Graduate of Liaoning Province | 辽宁省优秀毕业生
  • 2018.09,  The Bronze Prize, National Internet Innovation and Entrepreneurship Competition | 全国“互联网+”大学生创新创业大赛铜奖
  • 2018.04,  The First prize, "Challenge Cup" Entrepreneurship Plan Competition of Liaoning Province | “挑战杯”辽宁省大学生创业计划竞赛一等奖
  • 2017.12,  The Second Prize, Undergraduate Mathematical Contest of Liaoning Province | 辽宁省大学生数学竞赛二等奖
  • 2017.05,  The Third Prize, Undergraduate Physics Tournament of Liaoning Province | 辽宁省大学生物理学术竞赛三等奖
  • 2016.12,  The First Prize, Undergraduate Mathematical Contest of Liaoning Province | 辽宁省大学生数学竞赛一等奖
  • ...




Copyright © 2023 Jiaqi Yang (since 2023).
Last updated in Oct, 2024.