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Key Points

5 points
1

AI system combines a detection model (YOLOv8n) with DeepSORT tracking to follow individual Mithun.

2

Cameras operate with infrared to see animals in darkness.

3

Four behaviours are currently recognized, providing early indicators of health and breeding status.

4

High accuracy and real‑time processing demonstrate feasibility for on‑farm use.

5

Future work includes broader behaviour sets, edge device deployment, and multi‑farm validation.

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Summary

The system employs twelve high‑definition cameras, including infrared sensors, to capture video day and night in a farm setting.

Using a computer vision model and a tracking algorithm, the system identifies four key behaviours—feeding, standing, lying, and mounting—and assigns each animal a unique ID.

Performance tests showed a mean average precision of 99.5% and a recall of 99.6%, processing about 31 frames per second on an NVIDIA RTX 3060 graphics card.

Continuous behavioural monitoring can alert farmers to health, comfort, or reproductive changes, reducing the need for constant human observation.

The technology is still experimental, tested on a single farm, and aims to expand to more behaviours such as aggression, grooming, and disease‑related inactivity.

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New Words to Learn

9 words
artificial intelligence
computer technology that can learn patterns and make decisions without explicit programming
computer vision
field of AI that enables computers to interpret visual information from images or video
infrared
a type of electromagnetic radiation used for seeing in low‑light or dark conditions
dataset
a structured collection of labeled images or data used to train and evaluate AI models
precision
the proportion of correct positive predictions among all positive predictions made by the model
recall
the proportion of actual positive cases that the model correctly identifies
tracking
following the movement of individual objects across successive video frames
reproductive
relating to the process of producing offspring
physiological
pertaining to the normal functions of living organisms
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