Research on Improved DeepSort Pedestrian Detection Algorithm

C Zhang, C Guo - 2024 IEEE 6th Advanced Information …, 2024 - ieeexplore.ieee.org
pedestrian multi-target tracking in complex scenes. Firstly, we choose the more efficient
YOLOv5 as the basic detection … extraction capability and enhance detection accuracy. Secondly, …

Efficient human-in-the-loop object detection using bi-directional deep sort and annotation-free segment identification

K Madono, T Nakano, T Kobayashi… - 2020 Asia-Pacific …, 2020 - ieeexplore.ieee.org
deep SORT with AFSID on pedestrian detection in terms of 1) the recall rate of detecting
pedestrians… of bi-directional deep SORT and that of deep SORT were compared and for the latter…

Pedestrian detection and feedback application based on YOLOv5s and DeepSORT

L Ling, J Tao, G Wu - 2022 34th Chinese Control and Decision …, 2022 - ieeexplore.ieee.org
… In recent years, the research and development of deep … to meet the real-time pedestrian
detection and counting and reduce … and is used as the basic model for pedestrian flow detection. …

An Improved YOLOv5s Model Based on DeepSORT for Pedestrian Detection and Tracking

B Zheng, Y Shen, H Lu - 2023 - researchsquare.com
… : 41 pedestrian detection and pedestrian tracking. Deep learning methods used for target
detection 42 … The SORT and DeepSORT 61 algorithms have demonstrated their outstanding …

Multi-target pedestrian tracking based on yolov5 and deepsort

Y Wang, H Yang - 2022 IEEE Asia-Pacific Conference on …, 2022 - ieeexplore.ieee.org
… Before the deep algorithm,the field of target tracking mainly … The cosine distance is used
to sort, and the cost matrix are … For the dynamic pedestrian detection problem studied in this …

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
deep learning-based tracking by detection framework is proposed, which includes detection
by YOLOv3 and tracking by Deep SORT … then, it gives good detection results. In order to …

Detection And Tracking of Multiple Pedestrians Using Deep Learning

A Kumar, T Singh, P Duraisamy - 2023 14th International …, 2023 - ieeexplore.ieee.org
… for multiple pedestrians. This research employed YOLO V3 with a Deep Sort architecture. In
… works on the basis of deep learning technique for pedestrian detection as well as tracking. …

[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
… our evaluation study of Deep-SORT for multi-pedestrian tracking by detection, utilizing novel
… tracking and detection performance. Our updated version of Deep-SORT was assessed on …

Counting vehicle with high-precision in brazilian roads using yolov3 and deep sort

AM Santos, CJA Bastos-Filho… - 2020 33rd SIBGRAPI …, 2020 - ieeexplore.ieee.org
… This paper proposes a system that uses YOLOv3 for object detection and the Deep SORT
for multiple objects tracking algorithms. From the results over real-world videos collected in …

A pedestrian tracking algorithm based on improved DeepSORT

J Lu, H Chen - Proceedings of the 7th International Conference on …, 2022 - dl.acm.org
… by the pedestrian detector, and then the detected result is … the DeepSORT algorithm, and
proposes a pedestrian tracking … of high false detection rate caused by similar pedestrian head …