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SpCoDataset

Dataset for spatial concept formation

  • /CC4F_turtlebot2/: Creation-Core Building (4th floor) in Ritsumeikan University, using TurtleBot 2
    • /map/: Files on an environmental map (including formats supported by ROS)
    • Training data: position and words
  • /SIGVerseV2/: Home enviornment (One room) on SIGVerse version 2
    • /map/: Files on an environmental map
    • /stream_data/: stream data of observation and latent variables for MCL
    • Training data: position and words
  • /albertB/: albert-B-laser-vision-dataset from the Robotics Data Set Repository (Radish)
    • /map/: Files on an environmental map (including formats supported by ROS)
    • Training data: position, words and image fetures
    • /img_feature/: Image features obtained using a pretrained CNN
      • /places205/: Places205-AlexNet
      • /places365/: Places365-ResNet

NEW

  • /SIGVerseV3/: Home enviornments on SIGVerse version 3
    • /similar/3LDK_small/: Small dataset in 10 similar home enviornments

Speech signal data is not included in the dataset.

References

These data sets are used in the following papers:

  • Akira Taniguchi, Tadahiro Taniguchi, and Tetsunari Inamura, "Spatial Concept Acquisition for a Mobile Robot that Integrates Self-Localization and Unsupervised Word Discovery from Spoken Sentences", IEEE Transactions on Cognitive and Developmental Systems, Vol. 8, No. 4, pp.285-297, 2016.
  • Akira Taniguchi, Tadahiro Taniguchi, and Tetsunari Inamura, "Unsupervised Spatial Lexical Acquisition by Updating a Language Model with Place Clues", Robotics and Autonomous Systems, Vol. 99, pp.166-180, 2018.
  • Akira Taniguchi, Yoshinobu Hagiwara, Tadahiro Taniguchi, and Tetsunari Inamura, "Online Spatial Concept and Lexical Acquisition with Simultaneous Localization and Mapping", IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS2017), pp.811-818, Sep, 2017. in Vancouver, Canada.

Other dateset links:

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