Pedestrian target tracking based on DeepSORT with YOLOv5

Y Gai, W He, Z Zhou - 2021 2nd International Conference on …, 2021 - ieeexplore.ieee.org
Pedestrian target tracking is an important problem in the field of computer vision. To address
low tracking accuracy and tracking errors in pedestrian target tracking. This paper …

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 …

Multi-target tracking based on deep sort in traffic scene

C Duan, X Li - Journal of Physics: Conference Series, 2021 - iopscience.iop.org
In this paper, we use the deep sort multi-target tracking algorithm to achieve multi-target
tracking of pedestrians and vehicles in traffic scenes. In this paper, firstly, yolov4 is used to …

Multi-target tracking of surveillance video with differential YOLO and DeepSort

X Zhang, X Hao, S Liu, J Wang, J Xu… - … conference on digital …, 2019 - spiedigitallibrary.org
With the shortcomings of traditional algorithm in video surveillance on low accuracy, poor
robustness and unable achieved real-time tracking for multi-targets, this paper presents a …

Improved DeepSORT algorithm based on multi-feature fusion

H Liu, Y Pei, Q Bei, L Deng - Applied System Innovation, 2022 - mdpi.com
At present, the detection-based pedestrian multi-target tracking algorithm is widely used in
artificial intelligence, unmanned driving cars, virtual reality and other fields, and has …

Top view multiple people tracking by detection using deep SORT and YOLOv3 with transfer learning: within 5G infrastructure

I Ahmed, M Ahmad, A Ahmad, G Jeon - International Journal of Machine …, 2021 - Springer
Nowadays, 5G profoundly impacts video surveillance and monitoring services by processing
video streams at high-speed with high-reliability, high bandwidth, and secure network …

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 …

Vehicle tracking based on an improved DeepSORT algorithm and the YOLOv4 framework

I Perera, S Senavirathna, A Jayarathne… - … on Information and …, 2021 - ieeexplore.ieee.org
Vehicle tracking plays an important role in traffic surveillance systems in which efficient traffic
management is the main objective. During the last several decades, with the rapid growth of …

DeepTracking from Aerial Platforms

A Sivakumar, M Shahid… - … Asian Conference on …, 2021 - ieeexplore.ieee.org
Object tracking is a pivotal part of video processing. Defense based UAVs generally fly at an
altitude of 20,000-30,000 ft. Conventionally, it's quite easy to track objects from a stationary …

Research on pedestrian detection and deepsort tracking in front of intelligent vehicle based on deep learning

X Chen, Y Jia, X Tong, Z Li - Sustainability, 2022 - mdpi.com
In order to improve the tracking failure caused by small-target pedestrians and partially
blocked pedestrians in dense crowds in complex environments, a pedestrian target …