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Smoothing centre-of-mass tracking to quantify body oscillations and ambulation in broilers
Rosie H Whittle1, Shawna L Weimer1
1Department of Poultry Science, University of Arkansas, Fayetteville, AR, USA.
This study developed a computational method to track broiler movement, aiming to improve lameness detection. The automated step-counting approach showed promise but requires further refinement for accurate broiler welfare assessment.
Area of Science:
- Animal Science
- Computational Biology
- Animal Welfare
Background:
- Lameness is a significant welfare concern in broiler chickens.
- Current lameness assessment methods can be invasive and stressful for birds.
- Automated, non-invasive techniques are needed for objective broiler welfare evaluation.
Purpose of the Study:
- To develop a computational approach for quantifying broiler ambulation.
- To explore correlations between smoothed movement metrics and body weight.
- To establish a non-invasive method for assessing broiler mobility and welfare.
Main Methods:
- Broilers were video-recorded in an open field test at 28 days of age.
- Centre-of-mass tracking and zigzag trajectory analysis were performed using specialized software.
- Movement data were smoothed using a moving average, and step detection algorithms were applied.
Main Results:
- Smoothing broiler trajectories reduced estimated distance and speed significantly.
- Computed step counts were lower than observer counts, indicating potential underprediction.
- Strong positive associations were found between raw and smoothed movement metrics and observer vs. computed steps.
Conclusions:
- The computational approach shows potential for quantifying broiler ambulation non-invasively.
- Smoothing movement data may mitigate the impact of body oscillations on metrics.
- Further refinement of the step-detection method is necessary to improve accuracy for broiler welfare assessment.
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