Manual sperm motility assessment is challenging; hence, computer-assisted sperm analysis (CASA) is used. We introduce VISEM-Tracking dataset with expert annotations, enabling deep learning models like YOLOv5 for accurate sperm analysis, improving accuracy and reliability in sperm motility evaluation