Jiaqi Yang's Homepage

Jiaqi Yang (杨佳琪)
Email: jqyang@whu.edu.cn
Ph.D Candidate

Wuhan University
State Key Laboratory of Information Engineering in Surveying, Mapping, and Remote Sensing, (LIESMARS)
SIGMA group

[GitHub] [GoogleScholar] [dblp] [ResearchGate] [ORCID]
Location: LIESMARS, Luoyu Road #129, Hongshan District, Wuhan, Hubei, China
News | Research Interest | Education | Publications | Awards and Honors|

News

[2023.10] One paper is acceptted by IEEE TIP (link)!
[2023.05] One paper is acceptted by IEEE TNNLS (link, code)!
[2023.04] One paper is acceptted as a Oral presentation by IGARSS 2023 (link)!
[2023.02] One paper is acceptted by IEEE TIP (link, code)!
[2023.01] One paper is acceptted by ISPRS JP&RS (link, code)!

Research Interest

I am working in AI for Earth Observation. Currently, I focus on the following research topics:

Hyperspectral image interpretation
Multi-modal data analysis
Weakly-supervised learning

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

2021.09-now Ph.D candidate of Photogrammetry and Remote Sensing in LIESMARS, Wuhan University.
Supervisor: Prof. Liangpei Zhang & Prof. Bo Du
2019.09-2021.06 M.E. of Geomatics Engineering in LIESMARS, Wuhan University.
Supervisor: Prof. Liangpei Zhang & Prof. Bo Du
2015.09-2019.06 B.E. of Geographic Information Science in Navigation college, Dalian Maritime University.

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:

[3] Method for classifying hyperspectral images on basis of adaptive multi-scale feature extraction model
      Bo Du, Jiaqi Yang, Liangpei Zhang and Chen Wu
[2] Hyperspectral image classification method and system based on center-surrounding interactive learning
      Bo Du, Jiaqi Yang and Liangpei Zhang
[1] Hyperspectral image classification method, device, equipment and storage medium
      Bo Du, Jiaqi Yang, Liangpei Zhang and Chen Wu

Membership:

IEEE, Student Member
IEEE Geoscience and Remote Sensing Society (GRSS), Student Member
ACM, Student Member

Journal Reviewer:

IEEE Transactions on Geoscience and Remote Sensing (TGRS)
Geo-spatial Information Science (GSIS)
Pattern Recognition
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
...