Integrating prediction and reconstruction for anomaly detection

•A novel framework is proposed for anomaly detection in videos.•The innovation lies in the combination of prediction and reconstruction methods.•This work is more robust to noise and suitable for real-world surveillance videos.•This work outperforms both prediction (baseline) and reconstruction approaches.