EuroSat Dataset
EuroSat Dataset
Datasets
EuroSat Dataset
File
EuroSat Dataset
Use Case
Geospatial Analysis
Description
This dataset is being used for classifying the use of land in geospatial images. The end goal for the classification is that the top 2 uses of land in an image are given as output to the user.
About Dataset
Context
This dataset is being used for classifying the use of land in geospatial images. The end goal for the classification is that the top 2 uses of land in an image are given as output to the user.
Content
This dataset contains images belonging to the EuroSat dataset. There are 2 folders, namely,
EuroSAT → Contains RGB images collected from the Sentinel Dataset.
EuroSATallBands → Contains .tif files which have all the bands of the spectrum as collected from the Sentinel-2 satellite.
Each image is 64×64 pixels with a Ground Sampling Distance of 10m. They were all collected from the Sentinel-2 satellite
The 2 directories containing the following class folders :
- AnnualCrop
- Forest
- HerbaceousVegatation
- Highway
- Industrial
- Pasture
- PermanentCrop
- Residential
- River
- SeaLake
Note: Drop Index columns [the first column in all CSV files] while reading the training, testing and validation CSV files.
Acknowledgements
Eurosat: A novel dataset and deep learning benchmark for land use and land cover classification, Helber, Patrick and Bischke, Benjamin and Dengel, Andreas and Borth, Damian, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2019, IEEE.
Applications in Machine Learning and Computer Vision
Ideal for machine learning, computer vision, and geospatial research, the EuroSat Dataset provides diverse, real-world scenarios, ensuring robustness and accuracy in model training and validation. Researchers and developers can leverage this dataset to enhance land cover classification, environmental monitoring, urban planning, and disaster management solutions.
Diverse and Meticulously Labeled Classes
The dataset’s meticulous labeling and variety of classes make it a valuable resource for applications requiring precise land cover information. By utilizing the EuroSat Dataset, professionals can significantly improve the performance of their remote sensing models and geospatial analysis tools.
Enhancing Geospatial Technology
This comprehensive dataset is a key asset for anyone involved in satellite image analysis, environmental studies, and geographic information systems (GIS). Unlock the potential of remote sensing with the File, driving innovation in geospatial technology. The EuroSat Dataset is an essential tool for advancing research and applications in the rapidly evolving field of remote sensing.
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