TY - GEN
T1 - Comparison of Scene Reconstruction Methods Based on Hector SLAM
AU - Pan, Rui
AU - Sun, Qian
AU - Xing, Lei
AU - Peng, Fei
AU - Wang, Xubo
N1 - Publisher Copyright:
© 2022 IEEE.
PY - 2022
Y1 - 2022
N2 - Scene reconstruction, which could help the driver obtain the surrounding information of the vehicle, provides essential information for the in-vehicle system. Furthermore, sensors are fundamental components to collect data for scene reconstruction. In order to make millimeter wave radar more widely used in the automobile industry, this paper compared the scene reconstruction performance of millimeter wave radar with lidar based on Hector SLAM. First, the coordinate system of millimeter wave radar was converted to world coordinate system, which was the coordinate system used in Hector SLAM. Then the data format conversion of millimeter wave radar was completed to meet the requirements of Hector SLAM. Finally, the experiment was designed to make scene reconstruction for cars outside. By using cosine similarity and grayscale histogram to analyze the scene reconstruction performance between millimeter wave radar and lidar, experiment results show that there is little difference between millimeter wave radar and lidar in scene reconstruction based on Hector SLAM. So that millimeter wave radar could have extensive applications in the automobile industry.
AB - Scene reconstruction, which could help the driver obtain the surrounding information of the vehicle, provides essential information for the in-vehicle system. Furthermore, sensors are fundamental components to collect data for scene reconstruction. In order to make millimeter wave radar more widely used in the automobile industry, this paper compared the scene reconstruction performance of millimeter wave radar with lidar based on Hector SLAM. First, the coordinate system of millimeter wave radar was converted to world coordinate system, which was the coordinate system used in Hector SLAM. Then the data format conversion of millimeter wave radar was completed to meet the requirements of Hector SLAM. Finally, the experiment was designed to make scene reconstruction for cars outside. By using cosine similarity and grayscale histogram to analyze the scene reconstruction performance between millimeter wave radar and lidar, experiment results show that there is little difference between millimeter wave radar and lidar in scene reconstruction based on Hector SLAM. So that millimeter wave radar could have extensive applications in the automobile industry.
KW - Hector SLAM
KW - lidar
KW - millimeter wave radar
KW - scene reconstruction
UR - https://www.scopus.com/pages/publications/85145572252
U2 - 10.1109/CISS57580.2022.9971285
DO - 10.1109/CISS57580.2022.9971285
M3 - 会议稿件
AN - SCOPUS:85145572252
T3 - 3rd China International SAR Symposium, CISS 2022
BT - 3rd China International SAR Symposium, CISS 2022
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 3rd China International SAR Symposium, CISS 2022
Y2 - 2 November 2022 through 4 November 2022
ER -