With advancements in sequence prediction technology, traditional models often struggle to effectively extract sufficient features from sequence data, leading to low prediction accuracy. To enhance traffic police gesture recognition, We presents an efficient recognition system called the Novel Traffic Police Gesture Recognizer (NTPGR).