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The challenge of License Plate Recognition (LPR) has been extensively studied, and it’s presently integrated into numerous commercially deployed systems. However, a significant number of these systems necessitate advanced video acquisition equipment, frequently paired with infrared strobe illumination, or leverage the substantial dimensions of license plates prevalent in specific geographic locations and the (manufactured) enhanced distinguishability of characters. Within this paper, we detail an LPR system designed to attain a superior recognition accuracy while circumventing the necessity for a premium-quality video signal sourced from costly hardware. Furthermore, we investigate the issue of identifying vehicle make and model – specifically, for the purpose of searching surveillance video archives utilizing a partial license plate number alongside supplementary visual cues describing the vehicle. Our proposed methodologies are anticipated to furnish invaluable situational awareness for law enforcement agencies across diverse civil infrastructure environments.
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