Mapping

  • The vehicle needs to know what kind of obstacle are around it
  • The vehicle needs to know where these obstacle are
  • The vehicle needs to represent its surroundings some how

Different Map Representations (from F1TENTH lecture):

  • Occupancy Grid Map → Focus for small-scale robots e.g. F1TENTH
  • Point Cloud Map → Focus for real-world passenger vehicles
  • Feature Map → Focus on localization
  • Semantic Maps → Focus on object detection
  • HD Map → Focus for real-world passenger vehicles