Road accidents rates are very high nowadays, especially two wheelers. Timely medical aid can help in saving lives.  ...  The proposed framework automatically learns feature representation from the spatiotemporal features of pixel intensity. We consider the accident of the vehicles as an unusual incident.  ...  The fall detection is therefore formulated as a sequential anomaly detection problem. The Multivariate Cumulative SUM (MCUSUM) control charts is used to detect such anomalies.  ...