Performance Evaluation of the Highway Radar Occupancy Grid

Author:

Porębski JakubORCID,Kogut Krzysztof

Abstract

The quality of environmental perception is crucial for automated vehicle capabilities. In order to ensure the required accuracy, the occupancy grid mapping algorithm is often utilised to fuse data from multiple sensors. This paper focuses on the radar-based occupancy grid for highway applications and describes how to measure effectively the quality of the occupancy map. The evaluation was performed using the novel grid pole-like object analysis method. The proposed assessment is versatile and can be applied without detailed ground truth information. The evaluation was tested with a simulation and real vehicle experiments on the highway.

Funder

Polish Ministry of Science and Higher Education

Publisher

MDPI AG

Subject

Electrical and Electronic Engineering,Biochemistry,Instrumentation,Atomic and Molecular Physics, and Optics,Analytical Chemistry

Reference29 articles.

1. Sensor fusion in certainty grids for mobile robots;Moravec;AI Mag.,1988

2. Representation of Fused Environment Data

3. Occupancy Grid Maps for Localization and Mapping;Milstein,2008

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1. Sensor Visibility Estimation: Metrics and Methods for Systematic Performance Evaluation and Improvement;2022 IEEE 25th International Conference on Intelligent Transportation Systems (ITSC);2022-10-08

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