Altaf Hussain

Deep Features Evaluation Method of Human Action Recognition Based on Convolutional Neural Network

A compact and deployable Convolutional Neural Network-Long Short Term Memory (CNN-LSTM) framework that combines a 2D convolutional backbone (AlexNet) for frame-level descriptors with an LSTM head for sequence modeling is proposed, indicating a robust, real-time-capable solution for video understanding in both offline analytics and online deployment.