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Exploring Event Camera-based Odometry for Planetary Robots

Year: 2022

Author: Scaramuzza

Notes:

  • event based camera for future helicopter mars mission
  • event: 1MHz rate, enable operation in high dynamic range, low light
  • estimation backend must deal with depth uncertainty because of hoovering and rotation only scenarios => filter based approach are better suited => EKF solution
  • FAST/KLT tracking is optimized for frame inputs -> suboptimal for event based cameras
  • state vector: sliding window of M camera poses + N SLAM features parametrized with anchor 2D pose and inverse depth
  • EKLT:
    • tracks Harris corners
    • optimise warping and flow on an aggregation of event in a patch
    • synchronize evry time 3200 events are triggered
    • outlier rejection with residual thresh
  • Limitation in computationnal performance: it is not real time capable
  • In cave scenario, just non divergence is shown

Commentaires:

Papier assez décevant, il reste du boulot à faire