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@Double-Y-EY-Challenge-2024

Double-Y-EY-Challenge-2024

2024 EY Open Science Data Challenge: Tropical Storm Damage Detection Model

Team: Double Y (Yi Jie Wong, Yin Loon Khor, Liu Ziwei)

The goal of the challenge is to develop a machine learning model to identify and detect “damaged” and “un-damaged” coastal infrastructure (residential and commercial buildings), which have been impacted by natural calamities such as hurricanes, cyclones, etc. Participants will be given pre- and post-cyclone satellite images of a site impacted by Hurricane Maria in 2017 and build a machine learning model, designed to detect four different objects in a satellite image of a cyclone impacted area:

  1. Undamaged residential building
  2. Damaged residential building
  3. Undamaged commercial building
  4. Damaged commercial building

Our Solution

  • We are among the Top 10 Global Semi-Finalist of EY Open Science Data Challenge 2024 🎉🥳
  • We ranked 8th globally out of a total of 11,000 registrants 🌍🏆
  • Meanwhile, we ranked 1st out of 22 teams in Malaysia! 🏅

Cite this repository

@article{Wong2024,
   author = {Yi Jie Wong and Yin Loon Khor and Liu Ziwei},
   doi = {10.36227/TECHRXIV.172963135.56918790/V1},
   institution = {Techrxiv},
   journal = {Authorea Preprints},
   month = {10},
   publisher = {Authorea},
   title = {Automating Coastal Vulnerability Assessment: AI-Driven Geospatial Analysis via Building Damage Detection},
   url = {https://www.authorea.com/users/844381/articles/1233489-automating-coastal-vulnerability-assessment-ai-driven-geospatial-analysis-via-building-damage-detection},
   year = {2024},
}

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  1. Double-Y-EY-Challenge-2024.github.io Double-Y-EY-Challenge-2024.github.io Public

    Double-Y: Global Semi-Finalist

    JavaScript 1

  2. EY-challenge-2024 EY-challenge-2024 Public

    Automating Coastal Vulnerability Assessment: AI-Driven Geospatial Analysis via Building Damage Detection

    Jupyter Notebook 3

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  • Double-Y-EY-Challenge-2024.github.io Public

    Double-Y: Global Semi-Finalist

    Double-Y-EY-Challenge-2024/Double-Y-EY-Challenge-2024.github.io’s past year of commit activity
    JavaScript 1 0 0 0 Updated Oct 30, 2024
  • EY-challenge-2024 Public

    Automating Coastal Vulnerability Assessment: AI-Driven Geospatial Analysis via Building Damage Detection

    Double-Y-EY-Challenge-2024/EY-challenge-2024’s past year of commit activity
    Jupyter Notebook 3 MIT 0 0 0 Updated Oct 26, 2024
  • .github Public
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    1 0 0 0 Updated Oct 26, 2024

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