Remote Sensing Dataset on Semantic Segmentation

遥感语义分割数据集

• Multi-class
• Building
• Road
• Water
• Cloud
• Disaster

Multi-class

1. 2D Semantic Labeling Contest - Potsdam Data

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• Download: https://www.isprs.org/education/benchmarks/UrbanSemLab/2d-sem-label-potsdam.aspx
• Impervious surfaces (RGB: 255, 255, 255) Building (RGB: 0, 0, 255) Low vegetation (RGB: 0, 255, 255) Tree (RGB: 0, 255, 0) Car (RGB: 255, 255, 0) Clutter/background (RGB: 255, 0, 0)

2. 2D Semantic Labeling Contest - Vaihingen Data

• 

• Download: https://www.isprs.org/education/benchmarks/UrbanSemLab/2d-sem-label-vaihingen.aspx

• Impervious surfaces (RGB: 255, 255, 255) Building (RGB: 0, 0, 255) Low vegetation (RGB: 0, 255, 255) Tree (RGB: 0, 255, 0) Car (RGB: 255, 255, 0) Clutter/background (RGB: 255, 0, 0)

3. LoveDA: A Remote Sensing Land-Cover Dataset for Domain Adaptive Semantic Segmentation

• 
• Page: https://github.com/Junjue-Wang/LoveDA
• Download: https://zenodo.org/records/5706578
• Paper: https://datasets-benchmarks-proceedings.neurips.cc/paper/2021/file/4e732ced3463d06de0ca9a15b6153677-Paper-round2.pdf
• https://codalab.lisn.upsaclay.fr/competitions/421

4. OpenEarthMap

• 
• Page: https://open-earth-map.org/
• Download: https://zenodo.org/records/7223446
• Paper: https://arxiv.org/abs/2210.10732
• Bareland,Rangeland,Developed space,Road,Tree,Water,Agriculture land,Building

5. UAVid

• 
• Page: https://www.uavid.nl/
• Download: https://www.uavid.nl/#download
• Paper: https://arxiv.org/abs/1810.10438
• Building,Road,Static car,Tree,Low vegetation,Human,Moving car,Background clutter

6. Ben-Ge

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• Page: https://github.com/HSG-AIML/ben-ge
• Download: https://github.com/HSG-AIML/ben-ge
• Paper: https://ieeexplore.ieee.org/abstract/document/10282767

Building

1. Massachusetts Buildings Dataset

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• Download: https://www.cs.toronto.edu/~vmnih/data/

2. WHU Building Dataset

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• Download: http://gpcv.whu.edu.cn/data/building_dataset.html

3. Inria Aerial Image

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• Download: https://project.inria.fr/aerialimagelabeling/

Road

1. Massachusetts Roads Dataset

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• Download: https://www.cs.toronto.edu/~vmnih/data/

2. DeepGlobe Road Extraction Dataset

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• Download: https://www.kaggle.com/datasets/balraj98/deepglobe-road-extraction-dataset
• Page: http://deepglobe.org/index.html
• Page: https://competitions.codalab.org/competitions/18467
• Paper: https://arxiv.org/abs/1805.06561

Water

1. Water Bodies Dataset

• 
• Download: https://www.kaggle.com/datasets/franciscoescobar/satellite-images-of-water-bodies
• The mask is generated based on NWDI (Normalized Water Difference Index)

2. baidu aistudio Water Dataset

• 
• Download: https://aistudio.baidu.com/datasetdetail/105001/0

Cloud

1. 95-Cloud

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• Download: https://github.com/SorourMo/95-Cloud-An-Extension-to-38-Cloud-Dataset
• Paper: https://arxiv.org/abs/2001.08768

Disaster

MAXAR OPEN DATA PROGRAM

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• Page: https://www.maxar.com/open-data