How to do Background Removal in a Video using OpenCV

Background subtraction is a major preprocessing step in many vision-based applications. For example, consider cases like a visitor counter where a static camera takes the number of visitors entering or leaving the room, or a traffic camera extracting information about the vehicles, etc. In all these cases, first, you need to extract the person or vehicles alone. Technically, you need to extract the moving foreground from the static background.