1. A method for rogue vehicle detection, the method comprising: receiving at least one violation report for a vehicle from at least one mobile communication device, wherein the at least one violation report is indicative of a traffic violation made by one or more vehicles, and wherein the at least one violation report includes data elements of the vehicle; extracting the data elements from the at least one violation report for the vehicle; authenticating the at least one violation report based on an authenticity metric, wherein a value of the authenticity metric is computed by comparing the extracted data elements with reference authenticity measurement data, the reference authenticity measurement data indicates conditions pertaining to a location from which violation by the vehicle is reported; determining trustworthiness of the at least one violation report using a trustworthiness metric, wherein the trustworthiness metric is based on the authenticity metric and trustworthiness parameters; categorizing the vehicle as a rogue vehicle, based on the authenticating and the determining trustworthiness; and compiling a traffic observation record of the rogue vehicle based on at least one of the at least one violation report, the authenticity metric, and the trustworthiness metric.