The Location Extraction Dataset (LED),
a high-resolution vehicular dataset for investigating point of interest extraction.
The Location Exraction Dataset (LED) is explained in our paper, "Vehicle Point of Interest Detection Using In-Car Data". It was collected by James Van Hinsbergh as part of the Towards Autonomy: Smart and Connected Control (TASCC) Programme, which is jointly funded by EPSRC and Jaguar Land Rover.
The archive contains two files: a) location-extraction-dataset.csv, a CAN/GPS data stream at 1Hz which is ordered by epoch time, and b) ground-truth.csv, a time-ordered data stream at 1Hz containing the actual vehicle activity labels for the given time values.
The required citation for the Location Extraction Dataset is as follows:
James Van Hinsbergh, Nathan Griffiths, Phillip Taylor, Alasdair Thomason, Zhou Xu, and Alex Mouzakitis. 2018. Vehicle Point of Interest Detection Using In-Car Data. In 2nd ACM SIGSPATIAL International Workshop on AI for Geographic Knowledge Discovery (GeoAI'18), November 6, 2018, Seattle, WA, USA. ACM, New York, NY, USA, 4 pages. https://doi.org/10.1145/3281548.3281549
This work was supported by Jaguar Land Rover and the UK-EPSRC grant EP/N012380/1 as part of the jointly funded Towards Autonomy: Smart and Connected Control (TASCC) Programme.
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