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Open Datasets
Cattle Weight Detection Model Dataset 12k
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Cattle Weight Detection Model Dataset 12k

Large image dataset designed to detect livestock weight via smartphone, facilitating agricultural management and accurate recommendations.

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Size

Approximately 27,000 annotated image files, 47.85 GB

Licence

CC BY 4.0 (Attribution 4.0 International)

Description

This dataset contains approximately 27,000 images annotated, used to train a computer vision model capable of detecting livestock weight from images captured via smartphone. The project was developed as part of an initiative to improve agricultural practices in Bangladesh, by automating the volumetric measurement of cattle weight.

What is this dataset for?

  • Train automatic livestock weight estimation models
  • Helping farmers better manage food and care
  • Facilitate the adoption of low-cost smart farming solutions ‍

Can it be enriched or improved?

Yes, it is possible to add additional data covering different races, ages, or physical conditions. The annotation can be refined to include other characteristics such as health status or behavior.

In summary

Criterion Evaluation
🧩Ease of use ⭐⭐⭐☆☆ (Requires some preparation and handling of large volumes)
🧼Need for cleaning ⭐☆☆☆☆ (Low: dataset cleaned by the authors)
🏷️Richness of annotations ⭐⭐⭐⭐☆ (Robust annotations for detection and weight estimation)
📜Commercial license ✅ Yes (CC BY 4.0)
👨‍💻Beginner-friendly 👨‍🎓 Moderately – better with knowledge in CV and annotation
🔁Reusable for fine-tuning 🔥 Yes, for detection and estimation models
🌍Cultural diversity 🌍 Specific to Bangladeshi livestock, can be expanded

🧠 Recommended for

  • Agricultural computer vision researchers
  • Smart farming developers
  • AI projects for animal husbandry

🔧 Compatible tools

  • TensorFlow
  • PyTorch
  • LabelImg
  • OpenCV

💡 Tip

Make sure you have good storage management to handle large volumes of images.

Frequently Asked Questions

Does this dataset make it possible to estimate the weight in excess of 600 kg?

No, the model is optimized for weights between 60 and 450 kg, estimates beyond that are less reliable.

Does the CC BY 4.0 license have restrictions?

Yes, attribution is mandatory, but the dataset is freely usable commercially.

Can this dataset be used to train a model on a smartphone?

Yes, it was designed to work with smartphones and mobile applications.

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