The experimental results show that the fall detection accuracy of the proposed model is 98.2%, which outperforms the baseline 88.9% with 9.3% improvement. Keywords: openpose; 2D pose estimation; recurrent neural network; long short-term memory; gated recurrent units; fall detection; action ...