Adaptive spatial pooling for image classification

作者:

Highlights:

• Pooling operator is parameterized as a distribution matrix.

• Each category enjoys its own pooling operator.

• The pooling distribution learning and the classifier training are jointly formulated.

• The problem is solved efficiently via a boosting-like algorithm.

• The proposed models outperform many other popular methods.

摘要

Highlights•Pooling operator is parameterized as a distribution matrix.•Each category enjoys its own pooling operator.•The pooling distribution learning and the classifier training are jointly formulated.•The problem is solved efficiently via a boosting-like algorithm.•The proposed models outperform many other popular methods.

论文关键词:Weighted pooling,Spatial layout,Distribution matrix,Image classification

论文评审过程:Received 11 February 2015, Revised 15 October 2015, Accepted 27 January 2016, Available online 11 February 2016, Version of Record 21 March 2016.

论文官网地址:https://doi.org/10.1016/j.patcog.2016.01.030