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Satellite Image Time Series Datasets

This page presents a list of satellite imagery datasets with a temporal dimension, mainly satellite image time series (SITS) and satellite videos, for various computer vision and deep learning tasks. It covers multi-temporal datasets with more than two acquisitions but not bi-temporal datasets. We focus mainly on annotated datasets.

Table of Contents

• Semantic and Instance Segmentation
  • Pixel annotations for each image
  • Pixel annotations for each time series
  • Polygon annotations for each image
  • Polygon annotations for each time series
  • Image-level annotations
  • Datacube-level annotations
• Regression
• Forecasting
• Object tracking
• Other tasks
• Citation

Semantic and Instance Segmentation

Datasets are sorted by annotation granularity. We note that polygons annotations are reserved for crop-type identification tasks, while pixel annotations might be considered in more general tasks such as land cover mapping.

Pixel annotations for each image

Pixel annotations for each time series

Polygon annotations for each image

Polygon annotations for each time series

Image-level annotations

Datacube-level annotations

Regression

Forecasting

[!NOTE]
Here we list a few forecasting datasets, particularly for weather forecasting, but this list is by no means exhaustive. More weather forecasting datasets are listed here.

Object tracking

Other tasks

Citation

The authors thank the French spatial agency (CNES) and the Brittany region for their financial support.

• Corentin Dufourg¹
• Dr. Charlotte Pelletier¹
• Stéphane May²
• Pr. Sébastien Lefèvre¹

¹Université Bretagne Sud, IRISA, UMR CNRS 6074, Vannes, France
²Centre National d’Études Spatiales (CNES), Toulouse, France

If you use this work, consider citing it as below.

@misc{dufourg2023sitsdatasets,
 author = {Dufourg, Corentin and Pelletier, Charlotte and May, Stéphane and Lefèvre, Sébastien},
 title = {Satellite Image Time Series Datasets},
 howpublished = {\url{https://github.com/corentin-dfg/Satellite-Image-Time-Series-Datasets}} 
}