Robust sparse representation based multi-focus image fusion with dictionary construction and local spatial consistency

作者:

Highlights:

• A RSR model is introduced for multi-focus image fusion.

• Local consistency among adjacent patches is considered in the fusion method.

• A dictionary is constructed for RSR by using “row-sparsity” constraint.

• The fusion method introduces few spatial artifacts to the fused image.

• The fusion method has high computation efficiency.

摘要

•A RSR model is introduced for multi-focus image fusion.•Local consistency among adjacent patches is considered in the fusion method.•A dictionary is constructed for RSR by using “row-sparsity” constraint.•The fusion method introduces few spatial artifacts to the fused image.•The fusion method has high computation efficiency.

论文关键词:Multi-focus image fusion,Robust sparse representation,Dictionary construction,Spatial contextual information,Spatial consistency

论文评审过程:Received 31 October 2017, Revised 8 May 2018, Accepted 1 June 2018, Available online 6 June 2018, Version of Record 18 June 2018.

论文官网地址:https://doi.org/10.1016/j.patcog.2018.06.003