On robot indoor scene classification based on descriptor quality and efficiency
作者:
Highlights:
• Generation of optimal descriptors for real-time applications.
• Exploit of well-known techniques: Bag-of-Words and Spatial Pyramid.
• Combination of visual and depth information to obtain robust classifiers.
• Extensive evaluation to find the best parameters for indoor scene classification in robotics.
摘要
•Generation of optimal descriptors for real-time applications.•Exploit of well-known techniques: Bag-of-Words and Spatial Pyramid.•Combination of visual and depth information to obtain robust classifiers.•Extensive evaluation to find the best parameters for indoor scene classification in robotics.
论文关键词:Indoor scenes,Semantic classification,Multi-source classification,Descriptor combination,Spatial pyramid technique
论文评审过程:Received 29 August 2016, Revised 24 February 2017, Accepted 25 February 2017, Available online 28 February 2017, Version of Record 8 March 2017.
论文官网地址:https://doi.org/10.1016/j.eswa.2017.02.040