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Detection and pose estimation of pallets are critical phases in the operation of automated guided vehicles. In this paper, we introduce a novel pipeline for accurate localization based on only a single camera. We utilize the popular YOLO detector, object, and camera models to achieve better performance than the state of the art techniques.