A 2D laser rangefinder scans dataset of standard EUR pallets.

Data Brief

Department of Informatics, Bioengineering, Robotics and Systems Engineering (DIBRIS), University of Genoa, Italy.

Published: June 2019

AI Article Synopsis

  • Recent advancements in automated guided vehicles (AGVs) have improved their ability to detect and locate pallets in factory and warehouse settings.
  • A study by Mohamed et al. (2018) demonstrates that AGVs can effectively use a common 2D laser rangefinder, utilizing machine learning techniques to track pallets despite its limitations in data amount.
  • The dataset from the research includes 565 labeled scans from real environments, with 340 samples featuring pallets and 225 without, and is released for further research in pallet localization and tracking.

Article Abstract

In the past few years, the technology of automated guided vehicles (AGVs) has notably advanced. In particular, in the context of factory and warehouse automation, different approaches have been presented for detecting and localizing pallets inside warehouses and shop-floor environments. In a related research paper Mohamed et al., 2018, we show that an AGVs can detect, localize, and track pallets using machine learning techniques based only on the data of an on-board 2D laser rangefinder. Such sensor is very common in industrial scenarios due to its simplicity and robustness, but it can only provide a limited amount of data. Therefore, it has been neglected in the past in favor of more complex solutions. In this paper, we release to the community the data we collected in Ref. Mohamed et al., 2018 for further research activities in the field of pallet localization and tracking. The dataset comprises a collection of 565 2D scans from real-world environments, which are divided into 340 samples where pallets are present, and 225 samples where they are not. The data have been manually labelled and are provided in different formats.

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Source
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC6449777PMC
http://dx.doi.org/10.1016/j.dib.2019.103837DOI Listing

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