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Open Datasets
Open Sprayer Images
Image

Open Sprayer Images

This dataset contains images of broad-leaved docks and images of terrain without these plants, intended for training autonomous agricultural drones for the detection and targeted treatment of weeds.

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Size

Approximately 6,700 images in JPG/PNG format, high resolution photos, plants and terrain category

Licence

CC0: Public Domain

Description

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The “Open Sprayer Images” dataset offers nearly 6,700 images divided between photos of broad-leaved docks and images of bare land. These images are intended to train artificial intelligence models for an autonomous agricultural drone capable of detecting and spraying weeds.

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What is this dataset for?

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  • Training computer vision models for automatic weed detection
  • Contribute to the development of autonomous agricultural drones at a lower cost
  • Improving the precision of targeted treatments in precision agriculture

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Can it be enriched or improved?

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Yes, this dataset can be enriched with additional images taken in different light conditions and seasons, as well as by adding more accurate annotations of plant types and other weeds. Community contribution is encouraged to improve diversity and quality.

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🔎 In summary

Criterion Evaluation
🧩 Ease of use⭐⭐⭐⭐✩ (Well-organized images, standard format)
🧼 Need for cleaning⭐⭐⭐⭐⭐ (Low – ready-to-use data)
🏷️ Annotation richness⭐⭐✩✩✩ (Basic – binary classification - dock / no dock)
📜 Commercial license✅ Yes (CC0)
👨‍💻 Beginner friendly🌟 Yes, perfect for learning image classification
🔁 Fine-tuning ready🎯 Suitable for agricultural image classification
🌍 Cultural diversity⚠️ Limited – mostly local images, needs supplementation

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🧠 Recommended for

  • Precision agriculture researchers
  • AI developers in vision
  • Autonomous drone projects

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🔧 Compatible tools

  • TensorFlow
  • PyTorch
  • OpenCV
  • LabelImg

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💡 Tip

Add images under different weather conditions to improve the robustness of the model.

Frequently Asked Questions

Does this dataset contain detailed weed annotations?

No, the images are simply classified between a broad-leaved dock and a field without a dock, without fine annotations.

Can this dataset be used to train an agricultural drone in real conditions?

Yes, this dataset is designed to train models for autonomous drones, but it may require enrichment for the diversity of real cases.

Is it a dataset suitable for deep learning beginners?

Yes, it is simple and clear, ideal for projects that introduce you to agricultural image classification.

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