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Andrzej Pronobis
UW KTH

The COLD Database

M. Ullah, A. Pronobis, B. Caputo, J. Luo, P. Jensfelt

Technical report TRITA-CSC-CV 2007:1, KTH Royal Institute of Technology, CVAP/CAS, 2007.

About

The name COLD is an acronym which stands for COsy (Cognitive Systems for Cognitive Assistants) Localization Database. The COLD database consists of three separate datasets acquired at three different indoor laboratory environments located in three different European cities: the Visual Cognitive Systems Laboratory at the University of Ljubljana, Slovenia; the Autonomous Intelligent Systems Laboratory at the University of Freiburg, Germany; and the Language Technology Laboratory at the German Research Center for Artificial Intelligence in Saarbruecken, Germany. The database represents an effort to provide a large-scale, flexible testing environment for evaluating mainly vision-based localization systems aiming to work on mobile platforms in realistic settings. The database consists of image sequences together with laser range scans and odometry data recorded using three different mobile robot platforms and the same camera setup, under various weather and illumination conditions (during cloudy weather, sunny weather and at night) over several days. In each of the three labs, the acquisition was performed in several rooms of different functionaliy. Consequently, the COLD database is an ideal testbed for assessing the robustness of localization and place recognition/categorization algorithms with respect to both categorical and dynamic changes (introduced by illumination variations and human activity).

BibTeX

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@techreport{ullah2007cold,
  author =       {Ullah, Muhammad Muneeb and Pronobis, Andrzej and Caputo, Barbara and Luo, Jie and Jensfelt, Patric},
  title =        {The {COLD} {D}atabase},
  year =         2007,
  month =        oct,
  number =       {TRITA-CSC-CV 2007:1},
  institution =  {KTH Royal Institute of Technology, CVAP/CAS},
  address =      {Stockholm, Sweden},
  url =          {http://www.pronobis.pro/publications/ullah2007cold}
}