Akihiro Matsuda
Yuki Matsuda
ABSTRACT
Street parking in prohibited areas has become a social problem, especially in urban and tourist areas. In addition, because street parking can cause traffic congestion and accidents, real-time detection is required. The detection of street parking has been previously implemented on the basis of comparisons of videos recorded by fixed-point cameras. However, this approach has a limited detection area and low accuracy. In this demonstration, we present a system that recognizes street parking in real-time using a model trained by dashboard camera videos, which are widely used. The trained model was constructed by collecting data on 1,765 vehicles from dashboard camera videos. We use the Jetson TX2 as an edge device for vehicle recognition and processing. We create and demonstrate a dashboard camera device by attaching a camera and sensor module to the Jetson TX2.
- Japan Parking Association. 2019. Current Situation of Parking Measures, https://www.npa.go.jp/bureau/traffic/seibi2/kisei/tyuusya/parking.pdf.Google Scholar
- Edgar A Bernal, Zhigang Fan, Yao Rong Wang, Robert P Loce, Norman W Zeck, and Graham S Pennington. 2013. Video-based detector and notifier for short-term parking violation enforcement. (Oct. 10 2013). US Patent App. 13/441,294.Google Scholar
- Wen Xiao, Bruno Vallet, Konrad Schindler, and Nicolas Paparoditis. 2016. Street-side vehicle detection, classification and change detection using mobile laser scanning data. ISPRS Journal of Photogrammetry and Remote Sensing 114 (2016), 166--178.Google ScholarCross Ref
- Xuemei Xie, Chenye Wang, Shu Chen, Guangming Shi, and Zhifu Zhao. 2017. Real-time illegal parking detection system based on deep learning. In Proceedings of the 2017 International Conference on Deep learning Technologies. 23--27.Google ScholarDigital Library
Index Terms
A method for detecting street parking using dashboard camera videos on an edge device: demo abstract
Recommendations
Performance Evaluation of Stochastic Systems with Dedicated Delivery Bays and General On-Street Parking
As freight deliveries in cities increase due to retail fragmentation and e-commerce, parking is becoming a more and more relevant part of transportation. In fact, many freight vehicles in cities spend more time parked than they are moving. Moreover, part ...
Real-Time Street Parking Availability Estimation
MDM '13: Proceedings of the 2013 IEEE 14th International Conference on Mobile Data Management - Volume 01Real-time parking availability information is important in urban areas, and if available could reduce congestion, pollution, and gas consumption. In this paper, we present a software solution called PhonePark for detecting the availability of on-street ...
Vehicle matching in smart camera networks using image projection profiles at multiple instances
Tracking vehicles using a network of cameras with non-overlapping views is a challenging problem of great importance in traffic surveillance. One of the main challenges is accurate vehicle matching across the cameras. Even if the cameras have similar ...
Comments