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About Me

Iā€™m Songxi Yang, a Ph.D. student in Cartography/GIS in Spatial Computing and Data Mining Lab at University of Wisconsin-Madison, minor in Computer Science, working with Prof. Qunying Huang.

My Google Scholar

Research Interests

  • Remote Sensing: Multispectral/Hyperspectral Remote Sensing
  • Machine Learning: Self Supervised Learning
  • Environmental Problems: Natural Disasters, Carbon Fluxes
  • Physics-based Models: PROSPECT, PROSAIL, SCOPE, BEPS

Publications and Projects

2023

Yang, S., Yang, J., Shi, S., Song, S., Luo, Y., & Du, L. (2023). The rising impact of urbanization-caused CO2 emissions on terrestrial vegetation. Ecological Indicators, 148, 110079.

Luo, Y., Yang, J., Yang, S., Wang, A., Shuo, S., & Du, L. (2023). Assessing the responses of different vegetation types to drought with satellite solar-induced chlorophyll fluorescence over the Yunnan-Guizhou Plateau. Optics Express, 31(22), 35565-35582.

2022

Yang, S., Yang, J., Shi, S., Song, S., Zhang, Y., Luo, Y., & Du, L. (2022). An exploration of solar-induced chlorophyll fluorescence (SIF) factors simulated by SCOPE for capturing GPP across vegetation types. Ecological Modelling, 472, 110079.

2021

Yang, J., Yang, S., Zhang, Y., Shi, S., & Du, L. (2021). Improving characteristic band selection in leaf biochemical property estimation considering interrelations among biochemical parameters based on the PROSPECT-D model. Optics Express, 29(1), 400-414.

Sun, Z., Yang, S., Shi, S., & Yang, J. (2021). The Effect of Principal Component Analysis Parameters on Solar-Induced Chlorophyll Fluorescence Signal Extraction. Applied Sciences, 11(11), 4883.

Languages and Tools

c cplusplus csharp gcp git javascript linux matlab mongodb pandas photoshop postgresql python pytorch qt scikit_learn tensorflow unity

songxiyoung

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Songxi's Projects

dino-main icon dino-main

PyTorch code for Vision Transformers training with the Self-Supervised learning method DINO

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