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EarthquakeChangeDetection

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Install / Use

/learn @chooch-ai/EarthquakeChangeDetection
About this skill

Quality Score

0/100

Supported Platforms

Universal

README

EarthquakeChangeDetection

This repository aims to assess the damage caused by the devastating earthquakes that hit Turkey and Syria on Feb 6, 2023. Here, we provide pre & post disaster satellite images acquired from Planet, as well as damaged buildings detected using Chooch AI Inference Engine (www.chooch.com).

Directory Structure

Pre & post disaster satellite images spatially matched are provided under ./data_matched/ directory. The files_info.csv contains useful information and paths to image pairs.

The image pairs are grouped by city and district such that each pair can be accessed as:

{city}/{district}_{id}/
-- {...}_pre.jpg
-- {...}_post.jpg
-- {...}_pre.tif
-- {...}_post.tif
-- {...}_result.jpg
-- {...}_result.json

.tif files contain geospatial information. .tif files and .jpg files have the same image content.
For some pairs, our preliminary results that compare pre&post images are provided as _results.jpg and _results.json.

Compared Objects Format

Result JSON

Each json has two components, raw_results and changes, where

  • raw_results contain the original predictions for 'A' & 'B' images and
  • changes contain the predictions grouped by class name and belonging to 'only_A','only_B','common_A','common_B'

where in this case A refers to pre-disaster and B refers to post-disaster buildings. The objects listed under 'only_A' are destroyed buildings.

Comparison Image

The images are shown side by side (or top/bottom, depending on aspect ratio) and the bounding boxes are drawn in two colors, such that:

  • <span style="color:cyan">blue</span> for common (undamaged or minor damage) buildings
  • <span style="color:red">red</span> for objects that are present only in pre disaster image, therefore buildings with major damage or destroyed.

Related Skills

View on GitHub
GitHub Stars27
CategoryDevelopment
Updated2y ago
Forks1

Security Score

55/100

Audited on Aug 20, 2023

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