There has been substantial research in the area of event processing where systems are focused on event processing of structured data. However, in the context of smart cities, significant number of real-time applications for event-driven systems consist of image data, rather than structured events. Therefore, there is a need for a system that can process multimedia events such as images. This paper discusses challenges with processing images within event-based systems.