Farming for the Future

Hummingbird Technologies is a crop analytics company focused on helping farmers increase their yields, use the optimal amount of inputs, and farm more sustainably. The CloudFactory team annotates where crops are in drone images so that a model can be trained to identify where crops and weeds are in fields.

  • Annotation of remote sensing captured imagery from both drones and satellites
  • Large drone based images are annotated by multiple data analysts with up to 2,000 annotations per image
  • CloudFactory team performs annotations on multiple crops with different growing seasons in different parts of the world

Read Client Case Study

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One of our key challenges was tagging all the data we captured and making sense of all it so we could build our models. As mentioned previously, it is highly domain specific knowledge. We had been doing the work in-house but it is very, very time-consuming. The question was how could we teach annotators how to do this without them being agronomists. What we discovered is that you need to iterate and have a continuous exchange of communication, which is something we can do with the CloudFactory team.

Francois Lemarchand

Senior Data Scientist

precision-agriculture

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Recommended Reading

Tired of Data Prep? How to Scale Precision Agriculture Insights with High-Quality Data

Discover safer, faster, lower-cost, and innovative ways of working. We also share what we've learned from working with leading precision agtech companies, including scalable data prep and labeling.

AI in Agriculture: How Scaling Data Labeling Keeps Agronomists in the Field

Image annotation holds great promise for these centuries-old industries that rely heavily on visual data and are ripe for AI innovation.

Image Annotation for Computer Vision

Machine learning is often fueled by image data. In this guide, learn the basics about image annotation, common techniques, and key workforce considerations.

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