CNN-LSTM violence recognition model hits 93% on Hockey Fight Dataset

Paper in Scientific Reports presents a Time-Distributed CNN + LSTM with a spatial attention module between convolutional layers, achieving 93% accuracy on the Hockey Fight Dataset. Authors say the lightweight architecture keeps near-real-time surveillance deployment feasible.