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Polygence Scholar2022
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Xinyuan Duan

Eastside Preparetory SchoolClass of 2025Redmond, WA

About

Projects

  • "Improving natural disaster impact detection" with mentor Nikash (Working project)

Project Portfolio

Improving natural disaster impact detection

Started Aug. 1, 2022

Abstract or project description

In this project, I will train a neural network to classify the satellite images from the xView2 Building Damage Assessment challenge into different levels of building damage. First, I will set up a pipeline that involves reading in data and separating the data into train and test sets. Next, I will construct a neural network and train it on the dataset using a virtual machine. Then I will find existing research that uses the same dataset as this project, and reproduce their model. Lastly, I will improve upon the existing models to obtain results with higher accuracy.