Parameter-free modelling of 2D shapes with ellipses

作者:

Highlights:

• 2D shape representation with an automatically determined number of ellipses.

• We propose a novel definition of shape complexity that exploits the shape skeleton.

• Good balance between model complexity and shape coverage.

• Experiments on more than 4000 2D shapes show the effectiveness of the proposed methods.

• The solutions proposed by AEFA and DEFA seem to agree with human intuition.

摘要

Highlights•2D shape representation with an automatically determined number of ellipses.•We propose a novel definition of shape complexity that exploits the shape skeleton.•Good balance between model complexity and shape coverage.•Experiments on more than 4000 2D shapes show the effectiveness of the proposed methods.•The solutions proposed by AEFA and DEFA seem to agree with human intuition.

论文关键词:Ellipses fitting,Shape analysis,Shape complexity,Expectation-Maximisation,Model selection,AIC,BIC

论文评审过程:Received 24 May 2015, Revised 27 October 2015, Accepted 7 November 2015, Available online 22 November 2015, Version of Record 8 February 2016.

论文官网地址:https://doi.org/10.1016/j.patcog.2015.11.004