Gesture phase segmentation using support vector machines

作者:

Highlights:

• We propose strategies for gesture phase segmentation using support vector machines.

• We investigate how our strategies are influenced by human-behavior.

• We evaluate our strategies using F-measures and considering alternative metrics.

• Our proposed strategies for gesture unit segmentation achieve good results.

• For gesture phase segmentation, promising results are found for rest and stroke.

摘要

•We propose strategies for gesture phase segmentation using support vector machines.•We investigate how our strategies are influenced by human-behavior.•We evaluate our strategies using F-measures and considering alternative metrics.•Our proposed strategies for gesture unit segmentation achieve good results.•For gesture phase segmentation, promising results are found for rest and stroke.

论文关键词:Gesture analysis,Gesture phase segmentation,Machine learning,Support vector machine

论文评审过程:Received 26 October 2014, Revised 11 February 2016, Accepted 14 February 2016, Available online 26 February 2016, Version of Record 23 March 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.02.021