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Published on: February 1, 2020
Review and challenge: High definition map technology for intelligent connected vehicle
Mengmeng Yang1, Kun Jiang1, Benny Wijaya1
1School of Vehicle and Mobility, Tsinghua University, Beijing 100084, China.
High Definition (HD) maps are crucial for intelligent vehicles. This review clarifies HD map technology, covering its history, standards, creation, datasets, and applications for intelligent connected vehicles (ICVs).
Area of Science:
- Autonomous Driving Systems
- Geospatial Information Science
- Robotics
Background:
- High Definition (HD) maps are essential for safe and effective autonomous driving.
- A lack of clear definitions and comprehensive reviews hinders research and development in HD map technology for intelligent connected vehicles (ICVs).
Purpose of the Study:
- To provide a thorough analysis of HD map technology for ICVs.
- To bridge the knowledge gap for new researchers by reviewing current HD map products and datasets.
- To outline future research challenges and directions.
Main Methods:
- Literature review and synthesis of existing research on HD maps.
- Analysis of HD map taxonomy, ontology, content, and standards.
- Discussion of algorithms for HD map creation and updating.
- Identification of current HD map products and open-source datasets.
Main Results:
- A comprehensive overview of HD map technology, including its history, core concepts, and standards.
- Details on the mapping process, algorithms, and available datasets.
- An examination of HD map applications in ICVs and a summary of existing products.
Conclusions:
- Addressing key research challenges is vital for advancing HD map integration in ICVs.
- This review serves as a foundational resource for researchers and developers in the field of autonomous driving.
- Future work should focus on overcoming identified challenges to enhance HD map capabilities for ICVs.
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