AIMC Topic: Lameness, Animal

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Comparison of machine learning and validation methods for high-dimensional accelerometer data to detect foot lesions in dairy cattle.

PloS one Jun 27, 2025
Lameness is one of the major production diseases affecting dairy cattle. It is associated with negative welfare in affected cattle, economic losses at the farm level, and adverse effects on sustainability. Prompt identification of lameness is necessa...
Lameness, Animal Machine Learning Dairying Female Cattle Animals Accelerometry Cattle Diseases Principal Component Analysis
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Milk lipidome alterations in first-lactation dairy cows with lameness: A biomarker identification approach using untargeted lipidomics and machine learning.

Journal of dairy science Apr 16, 2025
Lameness, defined as an impaired gait, impacts cow welfare and performance, compromising future health and production, and increasing culling risk. Untargeted milk lipidomics, together with the use of machine learning methods, have shown promise in i...
Milk Lipidomics Lameness, Animal Female Machine Learning Animals Biomarkers Cattle Diseases Cattle Lipids Lactation
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Discrimination of the Lame Limb in Horses Using a Machine Learning Method (Support Vector Machine) Based on Asymmetry Indices Measured by the EQUISYM System.

Sensors (Basel, Switzerland) Feb 12, 2025
Lameness detection in horses is a critical challenge in equine veterinary practice, particularly when symptoms are mild. This study aimed to develop a predictive system using a support vector machine (SVM) to identify the affected limb in horses trot...
Support Vector Machine Gait Horses Machine Learning Biomechanical Phenomena Animals Forelimb Horse Diseases Lameness, Animal Hindlimb
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Improving lameness detection in cows: A machine learning algorithm application.

Journal of dairy science Sep 27, 2024
The deployment of diverse data-generating technologies in livestock farming holds the promise of early disease detection and improved animal well-being. In this paper, we combine routinely collected dairy farm and herd data with weather and high-freq...
Cattle Diseases Lameness, Animal Dairying Female Animals Cattle Machine Learning Algorithms
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Evaluating machine learning algorithms to predict lameness in dairy cattle.

PloS one Jul 18, 2024
Dairy cattle lameness represents one of the common concerns in intensive and commercial dairy farms. Lameness is characterized by gait-related behavioral changes in cows and multiple approaches are being utilized to associate these changes with lamen...
Dairying Accelerometry Cattle Diseases Gait Lameness, Animal Machine Learning Algorithms Female Animals Cattle
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Deep learning pose detection model for sow locomotion.

Scientific reports Jul 16, 2024
Lameness affects animal mobility, causing pain and discomfort. Lameness in early stages often goes undetected due to a lack of observation, precision, and reliability. Automated and non-invasive systems offer precision and detection ease and may impr...
Deep Learning Video Recording Lameness, Animal Locomotion Animals Swine Swine Diseases Female Biomechanical Phenomena
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Development of a real-time cattle lameness detection system using a single side-view camera.

Scientific reports Jun 14, 2024
Recent advancements in machine learning and deep learning have revolutionized various computer vision applications, including object detection, tracking, and classification. This research investigates the application of deep learning for cattle lamen...
Lameness, Animal Deep Learning Machine Learning Cattle Image Processing, Computer-Assisted Algorithms Cattle Diseases Support Vector Machine Animals Video Recording
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Automated dairy cattle lameness detection utilizing the power of artificial intelligence; current status quo and future research opportunities.

Veterinary journal (London, England : 1997) Feb 29, 2024
Lameness represents a major welfare and health problem for the dairy industry across all farming systems. Visual mobility scoring, although very useful, is labour-intensive and physically demanding, especially in large dairies, often leading to incon...
Female Reproducibility of Results Animals Cattle Cattle Diseases Lactation Gait Lameness, Animal Artificial Intelligence Dairying
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Cow key point detection in indoor housing conditions with a deep learning model.

Journal of dairy science Oct 19, 2023
Lameness in dairy cattle is a costly and highly prevalent problem that affects all aspects of sustainable dairy production, including animal welfare. Automation of gait assessment would allow monitoring of locomotion in which the cows' walking patter...
Housing, Animal Female Deep Learning Lameness, Animal Animals Housing Quality Cattle Dairying Cattle Diseases
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Comparing Inertial Measurement Units to Markerless Video Analysis for Movement Symmetry in Quarter Horses.

Sensors (Basel, Switzerland) Oct 12, 2023
BACKGROUND: With an increasing number of systems for quantifying lameness-related movement asymmetry, between-system comparisons under non-laboratory conditions are important for multi-centre or referral-level studies. This study compares an artifici...
Hindlimb Gait Artificial Intelligence Head Movements Movement Biomechanical Phenomena Upper Extremity Animals Horses Lameness, Animal
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