A method and device for detecting region of interest based on images is disclosed. The method includes creating, by a region detection device, at least one histogram associated with at least one storage area within an image captured for a predetermined location. The method further includes identifying, by the region detection device, a plurality of boundaries within the at least one storage area based on the at least one histogram. The method includes detecting, by the region detecting device, at least one region of interest based on the plurality of boundaries.