This is a 2D Gaussian grid mapping example.

This is a 2D ray casting grid mapping example.

This is a 2D object clustering with k-means algorithm.

This is an object shape recognition using circle fitting.

The blue circle is the true object shape.

The red crosses are observations from a ranging sensor.

The red circle is the estimated object shape using circle fitting.