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OBH30/IRRISIGHT

IRRISIGHT IRRISIGHT is a large-scale multimodal dataset to address water availability problems in agriculture. It is designed to support supervised and semi-supervised learning tasks related to agricultural water use monitoring. Due to the space constraints, we uploaded the files across multiple repositories as follows: To download Pennsylvania and Maryland, use the current repository (OBH30/IRRISIGHT). To download Arizona, Arkansas, Florida, Georgia, New Jersey, North Carolina… See the full description on the dataset page: https://huggingface.co/datasets/OBH30/IRRISIGHT.

sourceHugging Facecc-by-4.0updated 1y agoView on Hugging Face
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Dataset Card

IRRISIGHT

IRRISIGHT is a large-scale multimodal dataset to address water availability problems in agriculture. It is designed to support supervised and semi-supervised learning tasks related to agricultural water use monitoring. Due to the space constraints, we uploaded the files across multiple repositories as follows: To download Pennsylvania and Maryland, use the current repository (OBH30/IRRISIGHT). To download Arizona, Arkansas, Florida, Georgia, New Jersey, North Carolina, Ohio, Oregon, and South Carolina, use "NibirMandal/IRRISIGHT".

Dataset Structure

Each sample is stored in an HDF5 file within the Data/ directory and contains:

  • rgb: Sentinel-2 RGB image
  • agri_index: Multiband vegetation indices (e.g., NDVI, NDWI, EVI)
  • land_mask, crop_mask, irr_mask, subirr_mask: Label and context masks
  • Metadata attributes:
  • image_path
  • polygon (WKT geometry)
  • crs (spatial reference)
  • split (train/test)
  • text_prompt (structured soil/environmental description)

Tasks Supported

  • Irrigation classification and segmentation
  • Remote sensing-based object detection
  • Multimodal learning with image + text
  • Visual question answering on geospatial prompts

License

This dataset is licensed under CC BY 4.0.

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