Counting vehicles along the busy road of Pune plays an important role in making the decision for traffic control and management purposes. Nowadays, an intelligent vehicle management system uses modern AI deep learning and Image processing techniques. The paper discussed the implementation of vehicle detection algorithms using image morphological operation. This process removes the noise present in the captured image data and detects the moving vehicle. Continuous tracking the detected vehicle along the segmented road helps to count the number of vehicles.