Survey of pedestrian detection with occlusion

Pedestrian detection is widely applied in surveillance, autonomous robotic navigation, and automotive safety. However, there are many occlusion problems in real life. This paper summarizes the research progress of pedestrian detection technology with occlusion. First, according to different occlusio...

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Veröffentlicht in:Complex & Intelligent Systems 2021-02, Vol.7 (1), p.577-587
Hauptverfasser: Ning, Chen, Menglu, Li, Hao, Yuan, Xueping, Su, Yunhong, Li
Format: Artikel
Sprache:eng
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Zusammenfassung:Pedestrian detection is widely applied in surveillance, autonomous robotic navigation, and automotive safety. However, there are many occlusion problems in real life. This paper summarizes the research progress of pedestrian detection technology with occlusion. First, according to different occlusion, it can be divided into two categories: inter-class occlusion and intra-class occlusion. Second, it summarizes the traditional method and deep learning method to deal with occlusion. Furthermore, the main ideas and core problems of each method model are analyzed and discussed. Finally, the paper gives an outlook on the problems to be solved in the future development of pedestrian detection technology with occlusion.
ISSN:2199-4536
2198-6053
DOI:10.1007/s40747-020-00206-8