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Di Wang


PhD Candidate

School of Computer Science, Wuhan University

Email: wd74108520@gmail.com; d_wang@whu.edu.cn
[Google Scholar] [Github] [ResearchGate] [ORCID] [DBLP]


  • Remote Sensing Foundation Model
  • Remote Sensing Image Interpretation
  • Remote Sensing Technology Application


  • Researches

    • [2024.09] A co-author paper is accepted by ACM Computing Surveys.
    • [2024.06] Collaborate to propose the world's first billion-level hyperspectral foundation model, HyperSIGMA
    • [2024.05] A paper is accepted by IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (special issue on "Large-Scale Pretraining for Interpretation Promotion in Remote Sensing Domain").
    • [2024.04] A co-author paper is accepted by International Joint Conference on Artificial Intelligence.
    • [2023.10] A co-author paper is accepted by IEEE Transactions on Image Processing.
    • [2023.09] A paper is accepted by Annual Conference on Neural Information Processing Systems.
    • [2023.04] A paper is accepted by IEEE Transactions on Neural Networks and Learning Systems.
    • [2023.04] A paper is accepted by IEEE Transactions on Image Processing.
    • [2023.04] A paper is accepted by IEEE Transactions on Neural Networks and Learning Systems.
    • [2022.11] A paper is accepted by IEEE Transactions on Geoscience and Remote Sensing.
    • [2022.05] A paper is accepted by IEEE Transactions on Geoscience and Remote Sensing.
    • [2021.01] A paper is accepted by IEEE Transactions on Geoscience and Remote Sensing.
    • [2020.12] A co-author paper is accepted by Remote Sensing.
    • [2020.05] A paper is accepted by IEEE Transactions on Geoscience and Remote Sensing.
    • [2019.12] A paper is accepted by Remote Sensing Letters.
    • [2019.03] A co-author paper is accepted by International Journal of Applied Earth Observation and Geoinformation.

    Activites

    • [2024.07] Got the Second-Class Prize in the PhD Student Forum of the School of Computer Science in Wuhan University. (link)
    • [2024.05] Took part in the Chinese Congress on Image and Graphics in Xian, China. (link)
    • [2024.05] Took part in the 14th Vision And Learining SEminar held in Chongqing, China. (link)
    • [2023.07] Took part in the 2023 ACM Turing Award Celebration Conference held in Wuhan, China. (link)
    • [2023.07] Took part in the 2023 AI Remote Sensing Large Model Industry Summit held in Wuhan, China. (link)
    • [2023.06] Took part in the 13th Vision And Learining SEminar held in Wuxi, China. (link)
    • [2023.04] Took part in the 8th China High Resolution Earth Observation Conference held in Beijing, China. (link)
    • [2023.03] Got the championship in the 5th International Gaofen Challenge held in Xiamen, China. (link)
    • [2023.03] Got the 1st place of the Alibaba Cloud Tianchi Long Term Competition of Surface Building Identification. (link)
    • [2021.07] Took part in the 2021 IJCAI-SAIA Young Elite Symposium held in Shanghai, China. (link)
    • [2019.12] Took part in the 2020 IEEE Data Fusion Contest. (link)
    • [2019.11] Took part in the fisrt "Tianzhi Cup" AI Challenge held in Beijing, China. (link)
    • [2019.02] Took part in the 2019 IEEE Data Fusion Contest. (link)
    • [2018.12] Took part in the Alibaba Cloud German AI Challenge 2018. (link)

    Occupation

    [2023.05-Now] Research Intern
    iFlytek, Hefei, China

    [2021.12-2023.05] Research Intern
    JD Explore Academy, Beijing, China

    Education


    [2021.09-2024.06] PhD Candidate
    Wuhan University, Wuhan, China
    School of Computer Science, Artificial Intelligence
    Supervised by Dr. Jing Zhang, Prof. Bo Du, Prof. Dacheng Tao, and Prof. Liangpei Zhang


    [2018.09-2020.06] Master of Engineering
    Wuhan University, Wuhan, China
    State Key Laboratory of Information Engineering in Surveying, Mapping and Remote Sensing, Surveying and Mapping
    Supervised by AProf. Lei Shi, Prof. Bo Du and Prof. Liangpei Zhang


    [2018.09-2020.06] Bachelor of Engineering
    China University of Petroleum (East China), Qingdao, China
    School of Geosciences, Surveying and Mapping
    Supervised by AProf. Zhe Zeng

    Conferences


    Remote Sensing Foundation Model

    SAMRS: Scaling-up Remote Sensing Segmentation Dataset with Segment Anything Model
    Di Wang, Jing Zhang, Bo Du, Minqiang Xu, Lin Liu, Dacheng Tao and Liangpei Zhang
    Advances in Neural Information Processing Systems Datasets and Benchmarks Track (NeurIPS), 2023.
    [Paper][Code][Poster]

    LeMeViT: Efficient Vision Transformer with Learnable Meta Tokens for Remote Sensing Image Interpretation
    Wentao Jiang, Jing Zhang, Di Wang, Qiming Zhang, Zengmao Wang and Bo Du
    International Joint Conference on Artificial Intelligence (IJCAI), 2024.
    [Paper][Code]

    Journals


    Remote Sensing Foundation Model

    HyperSIGMA: Hyperspectral Intelligence Comprehension Foundation Model
    Di Wang, Meiqi Hu, Yao Jin, Yuchun Miao, Jiaqi Yang, Yichu Xu, Xiaolei Qin, Jiaqi Ma, Lingyu Sun, Chenxing Li, Chuan Fu, Hongruixuan Chen, Chengxi Han, Naoto Yokoya, Jing Zhang, Minqiang Xu,
    Lin Liu, Lefei Zhang, Chen Wu, Bo Du, Dacheng Tao, Liangpei Zhang
    arXiv e-prints (arXiv), 2024.
    [Paper][Code]
    News: 全球首个十亿级高光谱智能理解基础模型

    MTP: Advancing Remote Sensing Foundation Model Via Multi-Task Pretraining
    Di Wang, Jing Zhang, Minqiang Xu, Lin Liu, Dongsheng Wang, Erzhong Gao, Chengxi Han,
    Haonan Guo, Bo Du, Dacheng Tao and Liangpei Zhang
    IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS), 2024.
    [Paper][Code]
    News: MTP: 基于遥感基础模型的多任务预训练范式

    Advancing Plain Vision Transformer Towards Remote Sensing Foundation Model
    Di Wang, Qiming Zhang, Yufei Xu, Jing Zhang, Bo Du, Dacheng Tao and Liangpei Zhang
    IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022. (ESI Highly Cited Paper)
    [Paper][Code]
    News: [全球首个面向遥感任务设计的亿级视觉Transformer大模型] [探索研究院年度高光时刻盘点] [测国重] [遥感院] [AI研究院] [多媒体中心] [多媒体实验室] [课题组] [慧天地] [泰伯网] [CVer] [52CV] [智源] [极市平台] [将门创投] [长江云] [汉新闻] [湖北经视] [广东广电] [澎湃新闻 “中国大模型,产业落地这一年”] [观察者网 “中国大模型图鉴:深度解读《2023大模型落地应用案例集》”]
    The model has been included in [LuojiaNet].

    An Empirical Study of Remote Sensing Pretraining
    Di Wang, Jing Zhang, Bo Du, Gui-Song Xia, and Dacheng Tao
    IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2022. (ESI Highly Cited Paper)
    [Paper][Code][Talk][Slide]
    News: [RSP: 遥感预训练的实证研究] [将门创投]

    Remote Sensing Image Interpretation

    HKNAS: Classification of Hyperspectral Imagery Based on Hyper Kernel Neural Architecture Search
    Di Wang, Bo Du, Liangpei Zhang and Dacheng Tao
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023.
    [Paper][Code]

    DCN-T: Dual Context Network with Transformer for Hyperspectral Image Classification
    Di Wang, Jing Zhang, Bo Du, Liangpei Zhang and Dacheng Tao
    IEEE Transactions on Image Processing (TIP), 2023.
    [Paper][Code]

    Spectral-Spatial Global Graph Reasoning for Hyperspectral Image Classification
    Di Wang, Bo Du and Liangpei Zhang
    IEEE Transactions on Neural Networks and Learning Systems (TNNLS), 2023.
    [Paper][Code]

    Fully Contextual Network for Hyperspectral Scene Parsing
    Di Wang, Bo Du and Liangpei Zhang
    IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2021. (ESI Highly Cited Paper)
    [Paper][Code]

    Adaptive Spectral–Spatial Multiscale Contextual Feature Extraction for Hyperspectral Image Classification
    Di Wang, Bo Du, Liangpei Zhang and Yonghao Xu
    IEEE Transactions on Geoscience and Remote Sensing (TGRS), 2020. (ESI Highly Cited Paper)
    [Paper][Code]

    Hyperspectral image classification based on multi-scale information compensation
    Di Wang, Bo Du, Liangpei Zhang and Sheng Chu
    Remote Sensing Letters (RSL), 2020.
    [Paper][Code]

    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), 2024.
    [Paper]
    News: 高光谱图像分类:首次使用图像级标注进行像素级分类


    Remote Sensing Technology Application

    Empowering Agrifood System with Artificial Intelligence: A Survey of the Progress, Challenges and Opportunities
    Tao Chen, Liang Lv, Di Wang, Jing Zhang, Yue Yang, Zeyang Zhao, Chen Wang, Xiaowei Guo, Hao Chen, Qingye Wang, Yufei Xu, Qiming Zhang, Bo Du, Liangpei Zhang, Dacheng Tao
    ACM Computing Surveys (CSUR), 2024.
    [Paper][Project]

    RCSANet: A Full Convolutional Network for Extracting Inland Aquaculture Ponds from High-Spatial-Resolution Images
    Zhe Zeng, Di Wang, Wenxia Tan, Gongliang Yu, Jiacheng You, Botao Lv and Zhongheng Wu
    Remote Sensing (RS), 2020.
    [Paper]

    Extracting aquaculture ponds from natural water surfaces around inland lakes on medium resolution multispectral images
    Zhe Zeng, Di Wang, Wenxia Tan and Jianhua Huang
    International Journal of Applied Earth Observation and Geoinformation (JAG), 2019.
    [Paper]

    Membership


    • IEEE, Member
    • IEEE Young Professionals
    • IEEE Geoscience and Remote Sensing Society (GRSS), Student Member
    • 中国人工智能学会,学生会员
    • 中国图象图形学学会,学生会员
    • 中国图象图形学学会遥感图像专业委员会,学生会员

    Reviewer


    Journal
    • IEEE Transactions on Image Processing (TIP)
    • ISPRS Journal of Photogrammetry and Remote Sensing (ISPRS P&RS)
    • Geo-spatial Information Science (GSIS)
    • IEEE Transactions on Geoscience and Remote Sensing (TGRS)
    • IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
    • IEEE Transactions on Knowledge and Data Engineering (TKDE)
    • IEEE Transactions on Cybernetics (TCYB)
    • IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (JSTARS)
    • IEEE Geoscience and Remote Sensing Letters (GRSL)
    • IET Cyber-Systems and Robotics (CSR)

    Conference
    • Annual Conference on Neural Information Processing Systems (NeurIPS)
    • International Conference on Learning Representations (ICLR)
    • IEEE/CVF Computer Vision and Pattern Recognition Conference (CVPR)
    • International Joint Conference on Artificial Intelligence (IJCAI)
    • ACM International Conference on Multimedia (ACM MM)

    Awards


    • 2024: Second-Prize of the PhD Student Forum of the School of Computer Science in Wuhan University | 武汉大学计算机学院博士生论坛二等奖
    • 2023: Graduate Academic Innovation First-Class Prize in Wuhan University | 武汉大学研究生学术创新一等奖
    • 2022-2023: First and Second-Class Academic Scholarship for Graduate Student in Wuhan University | 武汉大学研究生学业一、二等奖
    • 2015-2017: Second and Third-Class Academic Scholarship in China University of Petroleum (East China) | 中石大华东学业二、三等奖

    Competitions


    • 2023: The 5th International Gaofen Challenge, High Resolution SAR Image Coastal Aquaculture Pond Segmentation Track. Team: TNT, 1/129. (Champion!)
    • 2023: Alibaba Cloud Tianchi Long Term Competition of Surface Building Identification. Team: HJWSL丶, 1/5028.
    • 2021: 2020 IEEE Data Fusion Contest. Team: jinitaimei, 23/159.
    • 2020: 2019 IEEE Data Fusion Contest Track 1. Team: hjxl_dww, 10/176. (Top 10%)
    • 2019: Alibaba Cloud German AI Challenge 2018. Team: 广埠屯铁头娃, 50/1329. (Top 5%)


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