SpaceNet

Stream data with DDA:

from dagshub.streaming import DagsHubFilesystem

fs = DagsHubFilesystem(".", repo_url="https://dagshub.com/DagsHub-Datasets/spacenet-dataset")

fs.listdir("s3://spacenet-dataset")

Description:

SpaceNet, launched in August 2016 as an open innovation project offering a repository of freely available imagery with co-registered map features. Before SpaceNet, computer vision researchers had minimal options to obtain free, precision-labeled, and high-resolution satellite imagery. Today, SpaceNet hosts datasets developed by its own team, along with data sets from projects like IARPA’s Functional Map of the World (fMoW).

Contact:

SpaceNet, launched in August 2016 as an open innovation project offering a repository of freely available imagery with co-registered map features. Before SpaceNet, computer vision researchers had minimal options to obtain free, precision-labeled, and high-resolution satellite imagery. Today, SpaceNet hosts datasets developed by its own team, along with data sets from projects like IARPA’s Functional Map of the World (fMoW).

Update Frequency:

New imagery and features are added quarterly

Managed By:

https://spacenet.ai/

Collabs:

• ASDI:
  • Tags: satellite imagery

Resources:

1. resource:
   • Description: Imagery and metadata in a S3 bucket
   • ARN: arn:aws:s3:::spacenet-dataset
   • Region: us-east-1
   • Type: S3 Bucket

Tags:

aws-pds, geospatial, computer vision, machine learning, earth observation, disaster response, satellite imagery

Tutorials:

1. tutorial:

   • Title: Getting Started with SpaceNet Data
   • URL: https://medium.com/the-downlinq/getting-started-with-spacenet-data-827fd2ec9f53
   • AuthorName: Adam Van Etten
   • AuthorURL: https://medium.com/@avanetten

2. tutorial:

   • Title: Extracting buildings and roads from AWS Open Data using Amazon SageMaker
   • URL: https://aws.amazon.com/blogs/machine-learning/extracting-buildings-and-roads-from-aws-open-data-using-amazon-sagemaker/
   • AuthorName: Yunzhi Shi, Tianyu Zhang, and Xin Chen
   • Services: SageMaker

Tools & Applications:

1. tools & applications:
   • Title: Solaris: an open source Python library for analyzing overhead imagery with machine learning
   • URL: https://medium.com/the-downlinq/announcing-solaris-an-open-source-python-library-for-analyzing-overhead-imagery-with-machine-48c1489c29f7
   • AuthorName: Nick Weir

Publication:

1. publication:

   • Title: The SpaceNet 8 Flood Detection Challenge: Dataset and Algorithmic Baseline Release
   • URL: https://medium.com/@SpaceNet_Project/the-spacenet-8-flood-detection-challenge-dataset-and-algorithmic-baseline-release-e0c9f5a44154
   • AuthorName: SpaceNet
   • AuthorURL: https://medium.com/@SpaceNet_Project

2. publication:

   • Title: SpaceNet 8 - The Detection of Flooded Roads and Buildings
   • URL: https://openaccess.thecvf.com/content/CVPR2022W/EarthVision/papers/Hansch_SpaceNet_8_-_The_Detection_of_Flooded_Roads_and_Buildings_CVPRW_2022_paper.pdf
   • AuthorName: Ronny Hansch, Jacob Arndt, Dalton Lunga, Matthew Gibb, Tyler Pedelose, Arnold Boedihardjo, Desiree Petrie, Todd M. Bacastow

3. publication:

   • Title: The SpaceNet 7 Multi-Temporal Urban Development Challenge: Dataset Release
   • URL: https://medium.com/the-downlinq/the-spacenet-7-multi-temporal-urban-development-challenge-dataset-release-9e6e5f65c8d5
   • AuthorName: Adam Van Etten
   • AuthorURL: https://medium.com/@avanetten

4. publication:

   • Title: Deploying the SpaceNet 6 Baseline on AWS
   • URL: https://medium.com/the-downlinq/deploying-the-spacenet-6-baseline-on-aws-c811ad82da1
   • AuthorName: Adam Van Etten and Nick Weir
   • AuthorURL: https://medium.com/@avanetten

5. publication:

   • Title: Accelerating Ukraine Intelligence Analysis with Computer Vision on Synthetic Aperture Radar Imagery
   • URL: https://bair.berkeley.edu/blog/2022/03/21/ukraine-sar-maers/
   • AuthorName: Ritwik Gupta, Colorado Reed, Anja Rohrbach, and Trevor Darrell

6. publication:

   • Title: SpaceNet 6: Dataset Release
   • URL: https://medium.com/the-downlinq/spacenet-6-dataset-release-66076c8fb79b
   • AuthorName: Jake Shermeyer
   • AuthorURL: https://medium.com/@jshermeyer

7. publication:

   • Title: SpaceNet 5 Dataset Release
   • URL: https://medium.com/the-downlinq/spacenet-5-dataset-release-80bd82d7c528
   • AuthorName: Adam Van Etten and Ryan Lewis
   • AuthorURL: https://medium.com/@avanetten

8. publication:

   • Title: Introducing the SpaceNet Off-Nadir Imagery Dataset
   • URL: https://medium.com/the-downlinq/introducing-the-spacenet-off-nadir-imagery-and-buildings-dataset-e4a3c1cb4ce3
   • AuthorName: David Lindenbaum
   • AuthorURL: https://medium.com/@david.lindenbaum

9. publication:

   • Title: Creating Training Datasets for the SpaceNet Road Detection and Routing Challenge
   • URL: https://medium.com/the-downlinq/creating-training-datasets-for-the-spacenet-road-detection-and-routing-challenge-6f970d413e2f
   • AuthorName: Adam Van Etten and Jake Shermeyer
   • AuthorURL: https://medium.com/@avanetten

10. publication:

    • Title: Introducing the SpaceNet Road Detection and Routing Challenge and Dataset
    • URL: https://medium.com/the-downlinq/introducing-the-spacenet-road-detection-and-routing-challenge-and-dataset-7604de39b779
    • AuthorName: David Lindenbaum
    • AuthorURL: https://medium.com/@david.lindenbaum

11. publication:

    • Title: SpaceNet: Winning Implementations and New Imagery Release
    • URL: https://medium.com/the-downlinq/spacenet-winning-implementations-and-new-imagery-release-55f738e14253
    • AuthorName: Todd Stavish
    • AuthorURL: https://medium.com/@toddstavish

12. publication:

    • Title: FCAU-Net for the Semantic Segmentation of Fine-Resolution Remotely Sensed Images
    • URL: https://doi.org/10.3390/rs14010215
    • AuthorName: Xuerui Niu, Qiaolin Zeng, Xiaobo Luo and Liangfu Chen