OPTIMIZING PEDESTRIAN TRACKING FOR ROBUST PERCEPTION WITH YOLOv8 AND DEEPSORT

G Zidani, D DJARAH, A BENMAKHLOUF… - Applied Computer …, 2024 - ph.pollub.pl
Multi-object tracking is a crucial aspect of perception in the area of computer vision, widely
used in autonomous driving, behavior recognition, and other areas. The complex and …

Automated Pedestrian Tracking Based on Improved ByteTrack

Q Zhang, F Yang, F Li, Z Fei, Y Xie… - 2023 IEEE 23rd …, 2023 - ieeexplore.ieee.org
In order to augment the robustness of pedestrian tracking in video sequences, we offer an
enhanced automatic pedestrian tracking method that is based on the ByteTrack framework …

Detector–tracker integration framework for autonomous vehicles pedestrian tracking

H Wang, L Jin, Y He, Z Huo, G Wang, X Sun - Remote Sensing, 2023 - mdpi.com
Pedestrian tracking is an important aspect of autonomous vehicles environment perception
in a vehicle running environment. The performance of the existing pedestrian tracking …

Enhancing Pedestrian Tracking in Autonomous Vehicles by Using Advanced Deep Learning Techniques

M Sukkar, M Shukla, D Kumar, VC Gerogiannis… - Information, 2024 - mdpi.com
Effective collision risk reduction in autonomous vehicles relies on robust and straightforward
pedestrian tracking. Challenges posed by occlusion and switching scenarios significantly …

Research on pedestrian tracking detection based on YOLOv5 and improved DeepSORT

Y Wang, VY Mariano - … on Machine Learning, Big Data and …, 2023 - ieeexplore.ieee.org
With the development and integration of big data and artificial intelligence, intelligent
transportation, video surveillance, and other fields are receiving increasing attention. In the …

Multi-object pedestrian tracking using improved YOLOv8 and OC-SORT

X Xiao, X Feng - Sensors, 2023 - mdpi.com
Multi-object pedestrian tracking plays a crucial role in autonomous driving systems, enabling
accurate perception of the surrounding environment. In this paper, we propose a …

Real-time pedestrian tracking based on deep features

G Bhola, A Kathuria, D Kumar… - 2020 4th International …, 2020 - ieeexplore.ieee.org
Multi-object tracking is a significant domain in Computer vision applications, which involves
giving unique identities to different objects, and maintaining the association between them …

[PDF][PDF] Pedestrian Detection and Tracking System Based on Deep-SORT, YOLOv5, and New Data Association Metrics. Information 2023, 14, 218

M Razzok, A Badri, I El Mourabit, Y Ruichek, A Sahel - 2023 - academia.edu
Pedestrian tracking and detection have become critical aspects of advanced driver
assistance systems (ADASs), due to their academic and commercial potential. Their …

Multi-target pedestrian tracking based on yolov5 and deepsort

Y Wang, H Yang - 2022 IEEE Asia-Pacific Conference on …, 2022 - ieeexplore.ieee.org
Target detection and tracking are crucial in autonomous driving and intelligent
transportation, especially in pedestrians and traffic safety. The dynamic pedestrian tracking …

Research on Vision-based pedestrian detection and tracking algorithm

Y Sun, Y Yan, J Zhao, C Cai - 2022 IEEE International …, 2022 - ieeexplore.ieee.org
Target detection and target tracking play an important role in many scenes. For example,
intelligent monitoring, multi-target tracking in complex environments. This paper designs a …