Research on Deep Learning-Based Vehicle and Pedestrian Object Detection Algorithms
Abstract. As urbanization accelerates, traffic congestion and frequent accidents have become prominent issues, prompting the development of intelligent transportation systems. This paper focuses on the research of vehicle and pedestrian detection algorithms to improve detection accuracy in complex traffic environments. Considering the limitations of traditional object detection algorithms in complex situations, this study adopts the deep learning-based YOLOv8 algorithm and introduces the Coordinate Attention (CA) module to enhance the model's feature extraction and localization capabilities. Experimental results show that the improved YOLOv8 network achieves a 1.1% increase in detection accuracy while maintaining its original speed. Furthermore, this paper constructs a vehicle and pedestrian dataset suitable for Chinese traffic scenes, providing an effective solution for autonomous driving assistance systems. Overall, this study holds significant reference value for vehicle and pedestrian detection in the field of intelligent transportation.
- Location
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Deutsche Nationalbibliothek Frankfurt am Main
- Extent
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Online-Ressource
- Language
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Englisch
- Bibliographic citation
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Research on Deep Learning-Based Vehicle and Pedestrian Object Detection Algorithms ; volume:XLVIII-4/W10-2024 ; year:2024 ; pages:213-220 ; extent:8
The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences ; XLVIII-4/W10-2024 (2024), 213-220 (gesamt 8)
- Creator
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Zhang, Xin
Huang, He
Yang, Junxing
Jiang, Shan
- DOI
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10.5194/isprs-archives-XLVIII-4-W10-2024-213-2024
- URN
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urn:nbn:de:101:1-2406060427180.529699893191
- Rights
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Open Access; Der Zugriff auf das Objekt ist unbeschränkt möglich.
- Last update
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14.08.2025, 10:51 AM CEST
Data provider
Deutsche Nationalbibliothek. If you have any questions about the object, please contact the data provider.
Associated
- Zhang, Xin
- Huang, He
- Yang, Junxing
- Jiang, Shan
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