Skip to content

Fix blobs constraints usage in optimization

Nicolas Cadart requested to merge FixBlobsUsage into master

This fixes/improves the use of point-to-blob residuals in optimization. These residuals only bring poor and approximate constraints, so they should only used when the environment is really not well structured.

  • Fix point-to-blob constraints
  • Add blob parameters setters/getters
  • Replace FastSlam option by more straightforward UseBlobs parameter.

Blob neighborhoods need to approximately represent an ellipsoid, which is neither flat (plane) not straight (line). This criterion can be implemented by checking that the smallest and largest PCA eigenvalues ratio is not too small.

The following image shows the blob map, colored with mean optimization weight. The brighter, the more the derived constraint is used in optimization.

blob_usage

@julia.sanchez @nick.laurenson PTAL

Merge request reports

Loading