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Occupancy Grid Metrics

Metrics to evaluate the quality of the Occupancy Grid Prediction Algorithms. Code is compatible with Python 3.7.

Metrics used:

  • Image Similarity (IS)
  • Mean Square Error (MSE)
  • Structural Similarity Index Measure (SSIM)

Packages required:

  • math
  • numpy
  • scikit-image

References:

  • Birk, A. and Carpin, S., 2006. Merging occupancy grid maps from multiple robots. Proceedings of the IEEE, 94(7), pp.1384-1397.