Monterey Bay Aquarium Foundation

High-precision railway track defect identification using YOLOv11: a comparative evaluation with Roboflow 3.0

Purpose This study presents a comparative evaluation of two object detection pipelines, YOLOv11 and Roboflow 3.0, for automated railway track defect identification, assessing their detection accuracy, reliability, computational efficiency, and suitability for real-time deployment...