Action Recognition in Sports Videos Using Multiscale Convolutional Networks with Long Short-Term Memory (LSTM)-Based Temporal Modeling.
Action recognition in sports videos remains challenging because of complex motion dynamics, occlusion, and high intra-class variability. Although existing deep learning approaches, including CNN-BiLSTM and transfer learning-based models, have demonstrated effectiveness in human activity recognition, their performance m...