Multi-grained deep feature learning for robust pedestrian detection

C Lin, J Lu, J Zhou - IEEE Transactions on Circuits and Systems …, 2018 - ieeexplore.ieee.org
In this paper, we address the challenging problem of detecting pedestrians, which are
heavily occluded and/or far from cameras. Unlike most existing pedestrian detection methods …

Pedestrian Tracking and Trajectory Analysis for Security Monitoring

C Bai, Y Gong, X Cao - 2020 IEEE 5th Information Technology …, 2020 - ieeexplore.ieee.org
… The Deep-sort algorithm for the tracker used in this paper is optimized based on the Sort
tracking algorithm. Deep features are added by adding the rules for matching target frames …

High-performance and deep pedestrian detection based on estimation of different parts

M Saeidi, A Ahmadi - The Journal of Supercomputing, 2021 - Springer
… in pedestrian detection algorithms. The aim of this paper is to use modified single-shot detector
(SSD) approach in pedestrian detection and then improve it by a novel deep architecture. …

Ship detection and tracking in inland waterways using improved YOLOv3 and Deep SORT

Y Jie, LA Leonidas, F Mumtaz, M Ali - Symmetry, 2021 - mdpi.com
… improved YOLOv3 network detecting algorithm and a Deep Sort tracking algorithm. The Deep
Sort original model was originally used in the field of pedestrian detection. The parameters …

A novel approach for reliable pedestrian trajectory collection with behavior-based trajectory reconstruction for urban surveillance systems

W No, B Noh, Y Kim - Advances in Engineering Software, 2024 - Elsevier
… Second, since each process of Deep SORT is sequentially combined such as SORT and CNN
… Therefore, pedestrians are detected and tracked from video data using Deep SORT in this …

[PDF][PDF] An Efficient Yolov7 and Deep Sort are Used in a Deep Learning Model for Tracking Vehicle and Detection

VK Yadav, P Yadav, S Sharma - Journal of Xi'an Shiyou University …, 2022 - xisdxjxsu.asia
… A deep learning model for vehicle detection, tracking, and … Yolov7 single shot detector and
Deep- Sort of Multi Object … automobile detection algorithms and suggests proposed detection

An efficient pedestrian detection method based on YOLOv2

Z Liu, Z Chen, Z Li, W Hu - Mathematical Problems in …, 2018 - Wiley Online Library
… When the deep network is employed in the task of pedestrian detection, a host of measures
… The pipeline mentioned above regards the task of pedestrian detection as a sort of …

[PDF][PDF] Pedestrian Tracking in Image Sequences with DeepSORT and YOLOv8: A Comprehensive Study and Performance Analysis

JPAC Gil - 2024 - repositorio-aberto.up.pt
detection methods and highlighting the advancements in deep learning-based pedestrian
detectionDeepSORT utilizes a deep learning-based object detection model, such as YOLO or …

Multi-target tracking algorithm based on YOLO+ DeepSORT

Y Chen, B Wu - Journal of Physics: Conference Series, 2022 - iopscience.iop.org
… the measurement algorithm of the Sort algorithm. In the case … .6, and the deep learning
platform uses the GTf deep learning … of pedestrian detection, pedestrian detection accuracy, and …

Video Based Automated Pedestrians Counting Algorithms for Smart Cities

WJM Ngong - 2020 - search.proquest.com
… and the SORT with Deep cosine metric. Following the video inputs, YOLO first performs
pedestrian detection; the detected pedestrians then are tracked by Deep SORT for counting. …