A Review of Tracking and Trajectory Prediction Methods for Autonomous Driving

被引:120
作者
Leon, Florin [1 ]
Gavrilescu, Marius [1 ]
机构
[1] Gheorghe Asachi Tech Univ Iasi, Fac Automat Control & Comp Engn, Bd Mangeron 27, Iasi 700050, Romania
关键词
autonomous driving; object tracking; trajectory prediction; deep neural networks; stochastic methods; DATA SET; MULTITARGET; LSTM;
D O I
10.3390/math9060660
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper provides a literature review of some of the most important concepts, techniques, and methodologies used within autonomous car systems. Specifically, we focus on two aspects extensively explored in the related literature: tracking, i.e., identifying pedestrians, cars or obstacles from images, observations or sensor data, and prediction, i.e., anticipating the future trajectories and motion of other vehicles in order to facilitate navigating through various traffic conditions. Approaches based on deep neural networks and others, especially stochastic techniques, are reported.
引用
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页数:37
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