Edge detection using G-lets based on matrix factorization by group representations

作者:

Highlights:

• Features of G-lets Edge Operator:

• Geometry of objects in the image are preserved.

• Edges are continuous.

• Tracking outlines of small objects in cluttered images are possible.

• Edges in noisy images without losing continuity is shown to be possible.

• Computations are light due to sparse operations.

摘要

Features of G-lets Edge Operator: •Geometry of objects in the image are preserved.•Edges are continuous.•Tracking outlines of small objects in cluttered images are possible.•Edges in noisy images without losing continuity is shown to be possible.•Computations are light due to sparse operations.

论文关键词:Irreducible representations,Edge detection,G-lets,G-lets filter,Group representations,Matrix representations,Pattern recognition,Boundary detection,Feature extraction

论文评审过程:Received 21 August 2015, Revised 12 September 2016, Accepted 21 January 2017, Available online 30 January 2017, Version of Record 7 February 2017.

论文官网地址:https://doi.org/10.1016/j.patcog.2017.01.028