In general, embodiments of the present invention provide methods, apparatus, systems, computing devices, computing entities, and/or the like for detecting possible traffic violations of vehicles. For example, in one embodiment, this may include receiving an indication that a school bus has entered or is entering a stopped position. After receiving an indication that the school bus has entered or is entering the stopped position, an area proximate the school bus can be monitored to detect possible traffic violations.