Journal
CAAI TRANSACTIONS ON INTELLIGENCE TECHNOLOGY
Volume 1, Issue 2, Pages 162-+Publisher
INST ENGINEERING TECHNOLOGY-IET
DOI: 10.1016/j.trit.2016.09.001
Keywords
State-owned land protection; Construction vehicle detection; Hydraulic excavator detection; Dump truck detection; Inverse-V feature; Intelligent monitoring system
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Funding
- Natural Science Foundation of China [61471216]
- Special Foundation for the Development of Strategic Emerging Industries of Shenzhen [JCYJ20150831192224146, JCYJ20150601165744635]
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While vehicle detection on highways has been reported before, to the best of our knowledge, intelligent monitoring system that aims at detecting hydraulic excavators and dump trucks on state-owned land has not been explored thoroughly yet. In this paper, we present an automatic, video-based algorithm for detecting hydraulic excavators and dump trucks. Derived from lessons learned from video processing, we proposed methods for foreground detection based on an improved frame difference algorithm, and then detected hydraulic excavators and dump trucks in the respective region of interest. From our analysis, we proposed methods based on inverse valley feature of mechanical arm and spatial-temporal reasoning for hydraulic excavator detection. In addition, we explored dump truck detection strategies that combine structured component projection with the spatial relationship. Experiments on real-monitoring sites demonstrated the promising performance of our system.
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