xBD

https://xview2.org/dataset

Overview

Using imagery from Maxar's Open Data Program, the dataset boasts over 850 000 building polygons from six different types of natural disaster around the world, covering a total area of over 45,000 square kilometers, being one of the largest and highest quality public datasets of annotated high-resolution satellite imagery.

Associated Paper or Article

For more information please read xBD: A Dataset for Assessing Building Damage from Satellite Imagery.

Annotations

Each image has an associated JSON file containing an array. Each array element contains metadata, information regarding the type of damage assesed and an string array of polygon coordinates for the bounding polygon, as seen below:

Download

In order to download the dataset, you first need to create an account on the official website. After that you will be redirected to a webpage with the download link.

Model

No official model has been found for this dataset.

Benchmarks

No official benchmarks have been found for this dataset. The challenge results are not public yet either.

Associated Challenges

This dataset is associated with the Localize and Score Damage challenge. You need to create an account and log in on the official website in order to view challenge details.

License

Dataset licenced under a Non-Commercial licence.