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Fusion of multiple 2D LiDAR and RADAR for object detection and tracking in all directions
- Source :
- ICCVE
- Publication Year :
- 2014
- Publisher :
- IEEE, 2014.
-
Abstract
- For autonomous vehicle and ADAS(Advanced Driver Assistance System), it is essential to detect and to track objects within a certain area in realtime. This paper presents the 2D tracker that fuses with four 2D LiDARs and one RADAR. It independently detects objects according to the type of sensors and represents these in the same space. It continuously associates measurements of the same object and tracks these with KF(Kalman Filter) for prediction and JPDAF(Joint Probabilistic Data Association Filter) for update. The result of our multi-sensor fusion tracker is demonstrated with a visualization tool.
- Subjects :
- Radar tracker
Computer science
business.industry
ComputingMethodologies_IMAGEPROCESSINGANDCOMPUTERVISION
Joint Probabilistic Data Association Filter
Radar lock-on
Sensor fusion
Object detection
law.invention
Man-portable radar
law
Computer vision
Artificial intelligence
Radar
business
Low probability of intercept radar
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- 2014 International Conference on Connected Vehicles and Expo (ICCVE)
- Accession number :
- edsair.doi...........1f18020098a35f3395f8833ab1bcb4d1
- Full Text :
- https://doi.org/10.1109/iccve.2014.7297512