Me
Byan / Yang Xia
Master's Student, ChangSha University of Science and Technology
xiayang0302 [at] gmail [dot] com

About

I am a master's student at ChangSha University of Science and Technology now, my research is carried out under the guidance of Prof. Jun Yue, Dr. Shaobo Xia, Dr. Ning Chen. I have recived my Bachelor's degree from ChangSha University of Science and Technology with Surveying and Mapping Engineering. My research interests include machine learning, hyperspectral image processing, cross-modal learning. Now I am self-learning about Abstract algebra and Topology to solidify my mathematical foundation and boraden my research perspective. My working languages main at Python, with some experience in C# and Java. I LOVE CAT!

Interests

  • Machine Learning
  • Hyperspectral Image Processing
  • Cross-Modal
  • Zero-Shot Learning
  • Few-Shot Learning

Education

ChangSha University of Science and Technology
  • B.Eng in Surveying and Mapping Engineering, Sep. 2021 - Jun. 2025
  • ChangSha University of Science and Technology
ChangSha University of Science and Technology
  • M.S. in Geomatics Science and Technology, Aug. 2025 - Now
  • ChangSha University of Science and Technology
  • Advisor: Prof. Jun Yue, Dr. Shaobo Xia, Dr. Ning Chen

Publications

SpectralZero
SpectralZero: Text-Driven Spectral-Spatial Alignment for Zero-Shot Hyperspectral Image Classification
Yang Xia, Xia Yue, Xuanzhi Liu, Ning Chen, Hui Liu, Jun Yue, Leyuan Fang
IEEE Transactions on Geoscience and Remote Sensing
Year: 2026
[Paper] [Code]
CVGC
Cross-view Domain Generalization via Geometric Consistency for LiDAR Semantic Segmentation
Jindong Zhao, Yuan Gao, Yang Xia, Sheng Nie, Jun Yue, Weiwei Sun, Shaobo Xia
arXiv: 2602.14525
Year: 2026
[Paper] [Code]
SQSFormer
Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classification
Ning Chen; Leyuan Fang; Yang Xia; Shaobo Xia; Hui Liu; Jun Yue
IEEE Transactions on Geoscience and Remote Sensing
Year: 2024
[Paper] [Code]
Coming Soon...

GitHub

The code in this toolbox implements the "Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classiffcation".
The code in this toolbox implements the "Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classiffcation".
The code in this toolbox implements the "Spectral Query Spatial: Revisiting the Role of Center Pixel in Transformer for Hyperspectral Image Classiffcation".

Experiences

Aug. 2025 - Now
Supervisor: Prof. Jun Yue, Dr. Shaobo Xia, Dr. Ning Chen
Aug. 2021 - Jun. 2025

Selected Honors & Awards

Academic Services

  • I am also the Reviewer of:

    《The Journal of Supercomputing》

    《International Journal of Computational Intelligence Systems》