Artemis and Image Safari Agricultural Imaging Dataset

agriculture computer vision deep learning food security geospatial image processing imaging labeled life sciences machine learning sustainability

Description

Artemis and Image Safari are complementary large-scale agricultural imaging datasets containing approximately 7.5 million field images (7,469,220) from smallholder and phenotyping farming systems across 18 crop species in 11 countries spanning sub-Saharan Africa, Latin America, and the United States. Artemis (1,387,665 images) pairs imagery with linked agronomic, genotypic, and environmental metadata across four crops and four countries. Image Safari (6,081,555 images) captures diversity across 18 crops and nine countries. A subset of 42,981 images includes organ-level annotations. Artemis annotations cover instance segmentation, object detection, and image classification. Image Safari annotations cover point, semantic segmentation, scribble, object detection, and instance segmentation. The datasets combine crop imagery, structured metadata, and annotations to support agricultural foundation models, plant disease detection, growth stage recognition, and cross-environment generalisation research.

Update Frequency

New imagery collected during annual field campaigns is reviewed, annotated, and added to the dataset approximately once per year. Annotation updates and quality corrections are versioned and documented in CHANGELOG.md.

License

Creative Commons Attribution-ShareAlike 4.0 International (CC-BY-SA 4.0). https://creativecommons.org/licenses/by-sa/4.0/

Documentation

https://github.com/CIAT-Artemis/imagesafari-artemis-crop-images/blob/main/README.md

Managed By

Alliance of Bioversity International and CIAT

See all datasets managed by Alliance of Bioversity International and CIAT.

Contact

alliance-data-helpdesk@cgiar.org

How to Cite

Artemis and Image Safari Agricultural Imaging Dataset was accessed on DATE from https://registry.opendata.aws/artemis-image-safari. Artemis and Image Safari Agricultural Imaging Dataset was accessed on [DATE] at registry.opendata.aws/artemis-image-safari.

Usage Examples

Tutorials

Resources on AWS

  • Description
    Artemis structured phenotyping images (1,387,665 images, four crops: common bean, cowpea, soybean, sorghum) with linked agronomic, genotypic, and environmental metadata. Field images (JPEG, original acquisition resolution) and annotations organised by crop under annotations/instance_segmentation/, annotations/object_detection/, and annotations/image_classification/ (COCO JSON and related formats). Parquet and CSV metadata files under each crop directory's metadata/ subtree.
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    arn:aws:s3:::alliance-artemis-imagesafari/Artemis
    AWS Region
    us-west-2
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://alliance-artemis-imagesafari/Artemis/
    Explore
    Browse Bucket
  • Description
    Image Safari diversity-driven crop images (6,081,555 images, 18 crops) across nine countries in sub-Saharan Africa. Field images (JPEG, original acquisition resolution) and annotations organised by crop under annotations for point, semantic_segmentation, scribble, object_detection, and instance_segmentation (COCO JSON, PNG masks, and related formats). Per-image metadata is provided as JSON sidecar files.
    Resource type
    S3 Bucket
    Amazon Resource Name (ARN)
    arn:aws:s3:::alliance-artemis-imagesafari/ImageSafari
    AWS Region
    us-west-2
    AWS CLI Access (No AWS account required)
    aws s3 ls --no-sign-request s3://alliance-artemis-imagesafari/ImageSafari/
    Explore
    Browse Bucket

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