Journal of Mechanics in Medicine and Biology
A SMART HEALTH EVALUATION SYSTEM AND OPTIMIZATION MECHANISM FOR SPORTS ACTIONS INCORPORATING BigGAN
To meet the growing demand for sports motion recognition in training assistance, rehabilitation assessment, and intelligent monitoring, this study developed an auxiliary action-recognition evaluation framework incorporating a Big Generative Adversarial Network (BigGAN)-based data augmentation mechanism. An experimental subset was first constructed from representative sports actions in the Nanyang Technological University RGB[Formula: see text]D120 (NTU RGB [Formula: see text] D120) dataset, including running, jumpi …