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Research Results

Research results

Concrete outcomes that grew out of the research pillars. Each links to a public project page or paper, so the method and the source are both traceable.

  • Precision livestock

    Intelligent Cattle Lameness Monitoring

    A lightweight MobileNetV3 lameness classifier fuses gait energy images (GEI) and history energy images (HEI) to grade lameness severity automatically.

    Source

  • Depth sensing

    Non-contact Weight Prediction for Holstein Cows

    Depth images of the back, rump and flank captured with an Intel RealSense D455 feed a processing pipeline that extracts body-surface features to predict weight change in non-pregnant and postpartum stages.

    Source

  • Thermal imaging

    Heat Stress Analysis in Dairy Cattle

    Muzzle temperature and respiration rate are extracted automatically from thermal image sequences to classify heat stress severity. Non-contact monitoring avoids the stress that measurement itself would cause, so farms can cool the herd earlier.