Regression Facial Attribute Classification via simultaneous dictionary learning

作者：

Highlights：

• This paper proposes a method for regression facial attributes classification.

• We propose two simultaneous optimization problems for Facial Attribute Classification.

• A multilevel feature extraction method was proposed to discriminate the facial features.

• Promising results were obtained to classify facial attributes on the PubFig, Groups, 10k US adult and LFW databases.

摘要

•This paper proposes a method for regression facial attributes classification.•We propose two simultaneous optimization problems for Facial Attribute Classification.•A multilevel feature extraction method was proposed to discriminate the facial features.•Promising results were obtained to classify facial attributes on the PubFig, Groups, 10k US adult and LFW databases.

论文关键词：Facial Attribute Classification,Regression classification,Sparse representation,Collaborative representation,KSVD,Face verification

论文评审过程：Received 7 March 2016, Revised 17 June 2016, Accepted 27 August 2016, Available online 28 August 2016, Version of Record 14 September 2016.

论文官网地址：https://doi.org/10.1016/j.patcog.2016.08.031