Yichu Xu (徐一楚)

Yichu Xu (徐一楚)徐一楚

Wuhan University武汉大学

👋 Welcome to my academic homepage. I am Yichu Xu (徐一楚). I received my Ph.D. degree from Wuhan University (WHU) as a member of the Sigma Group, advised by Prof. Liangpei Zhang, Prof. Lefei Zhang, and Prof. Bo Du. Citations771

🔍 My research interests include:

  • Remote Sensing Image Intelligent Interpretation: Hyperspectral/Optical/Multimodal Image Interpretation.
  • Remote Sensing Foundation Models: Hyperspectral/Optical/Multimodal Foundation Model, Parameter-Efficient Fine-Tuning.
  • Image Restoration : Remote Sensing/Hyperspectral/Undetwater All-in-One Image Restoration.

🤝 I am open to collaboration and welcome inquiries from anyone interested in my research. Please feel free to contact me at xuyichu@whu.edu.cn or via WeChat (Yichu_Xu).

👋 欢迎来到我的学术主页！我是徐一楚（Yichu Xu），博士毕业于武汉大学 Sigma 团队，师从张良培教授、张乐飞教授和杜博教授。Citations771

🔍 我的研究方向包括：

  • 遥感影像智能解译：高光谱、光学与多模态影像解译。
  • 遥感基础模型：高光谱、光学与多模态基础模型，参数高效微调。
  • 图像复原：遥感、高光谱与水下图像一体化复原。

🤝 欢迎科研合作与交流，可通过邮箱 xuyichu@whu.edu.cn 或微信（Yichu_Xu）联系我。

🔥 News🔥 新闻动态

  1. 📄A co-authored paper was accepted by IEEE TGRS.一篇合作论文被 IEEE TGRS 录用。
  2. 📄A corresponding-author paper was accepted by IEEE TGRS.一篇通讯作者论文被 IEEE TGRS 录用。
  3. 🔥HyperSIGMA was selected as an ESI Hot Paper (Top 0.1%).HyperSIGMA 入选 ESI 热点论文（Top 0.1%）。
  4. 🏆HyperSIGMA was awarded the First Prize of the 2025 China Remote Sensing Outstanding Achievements (Theory Category).HyperSIGMA 高光谱遥感影像智能理解基础模型入选 2025 年中国遥感优秀成果一等奖（理论类）。
  5. 🔥DSFormer and HyperSIGMA were selected as ESI Highly Cited Papers (Top 1%).DSFormer 和 HyperSIGMA 入选 ESI 高被引论文（Top 1%）。
  6. 📄Our PHDMamba was accepted by IEEE GRSL.我们的 PHDMamba 被 IEEE GRSL 录用。
  7. 📄Our MambaMoE was accepted by Information Fusion.我们的 MambaMoE 被 Information Fusion 录用。
  8. 🥉Won the bronze award (3/121) in the AIRS-2025 Mars Mineral Hyperspectral Classification Challenge [link].获得 AIRS-2025 开发大赛‘星际矿脉’火星矿物高光谱分类挑战赛铜奖（3/121）[链接]。
  9. 🏆HyperSIGMA won the VALSE 2025 Popular Poster Award (2/398) [link].HyperSIGMA 获 VALSE 2025 人气海报奖（2/398）[链接]。
  10. 🚀HyperSIGMA, the first billion-parameter foundation model for hyperspectral intelligent understanding, was featured by the NSFC, LIESMARS at WHU, and Remote Sensing and Deep Learning.HyperSIGMA 首个十亿级高光谱智能理解基础模型获基金委网站、武大测国重与遥感与深度学习报道。
  11. 📄A co-authored paper was accepted by IEEE IGARSS.一篇合作论文被 IEEE IGARSS 录用。
  12. 📄A co-first-author paper was accepted by IEEE TPAMI.一篇共同一作论文被 IEEE TPAMI 录用。
  13. 📄A paper was accepted by Neural Networks.一篇论文被 Neural Networks 录用。
  14. 🔥Hyperspectral Anomaly Detection Based on Machine Learning: An Overview was selected as an ESI Highly Cited Paper (Top 1%).Hyperspectral Anomaly Detection Based on Machine Learning: An Overview 入选 ESI 高被引论文（Top 1%）。
  15. 📄A paper was accepted by IEEE TGRS.一篇论文被 IEEE TGRS 录用。

📝 Publications📝 论文发表

† Equal contribution · * Corresponding author † 共同贡献 · * 通讯作者

Journal Papers期刊论文

IEEE TPAMI HyperSIGMA: Hyperspectral Intelligence Comprehension 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
IEEE Transactions on Pattern Analysis and Machine Intelligence, 2025
CCF-A中科院一区 Top, IF=20.4 Hyperspectral Foundation Model ESI Hot Paper (Top 0.1%)ESI Highly Cited Paper (Top 1%) Citations: 304
PDF Project Code Cite

Conference Papers会议论文

Pre-prints预印本

🏅 Honors and Awards🏅 荣誉奖项

  • 2025, Challenge Star (Grand Prize, 1st Place), ‘AI+’ Challenge, 19th Challenge Cup | 第十九届“挑战杯”全国大学生课外学术科技作品竞赛“人工智能+”挑战赛挑战之星（特等奖第一名）, 九格慧眼——九格大模型驱动的遥感影像智能分析系统.

  • 2025, First Prize, China Remote Sensing Outstanding Achievements (Theory Category) | 中国遥感优秀成果一等奖（理论类）, HyperSIGMA.

  • 2025, Bronze Award (3/121), AIRS-2025 Mars Mineral Hyperspectral Classification Challenge | AIRS-2025 火星矿物高光谱分类挑战赛铜奖 [link].

  • 2025, Popular Poster Award (2/398), VALSE 2025 | VALSE 2025 人气海报奖 [link].

👫 Collaboration👫 合作伙伴

📋 Academic Service📋 学术服务

Conference Reviewer

  • CVPR, ICCV, IJCAI, AAAI, ACM Multimedia, and ICME.

Journal Reviewer

  • IEEE TPAMI, TIP, TCSVT, TNNLS, TMM, TGRS, JSTARS, and GRSL.
  • ISPRS Journal of Photogrammetry and Remote Sensing, Information Fusion, Neural Networks, and Visual Intelligence.

会议审稿人

  • CVPR、ICCV、IJCAI、AAAI、ACM Multimedia 和 ICME。

期刊审稿人

  • IEEE TPAMI、TIP、TCSVT、TNNLS、TMM、TGRS、JSTARS 和 GRSL。
  • ISPRS Journal of Photogrammetry and Remote Sensing、Information Fusion、Neural Networks 和 Visual Intelligence。
▶ Visitor Map访客地图