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