Traffic sign detection and recognition using YOLO object detection algorithm: A systematic review

M Flores-Calero, CA Astudillo, D Guevara, J Maza… - Mathematics, 2024 - mdpi.com
Context: YOLO (You Look Only Once) is an algorithm based on deep neural networks with
real-time object detection capabilities. This state-of-the-art technology is widely available …

Object detection using convolutional neural networks and transformer-based models: a review

S Shah, J Tembhurne - Journal of Electrical Systems and Information …, 2023 - Springer
Transformer models are evolving rapidly in standard natural language processing tasks;
however, their application is drastically proliferating in computer vision (CV) as well …

A deep learning network for individual tree segmentation in UAV images with a coupled CSPNet and attention mechanism

L Lv, X Li, F Mao, L Zhou, J Xuan, Y Zhao, J Yu… - Remote Sensing, 2023 - mdpi.com
Accurate individual tree detection by unmanned aerial vehicles (UAVs) is a critical technique
for smart forest management and serves as the foundation for evaluating ecological …

Research on asphalt pavement disease detection based on improved YOLOv5s

L Wu, Z Duan, C Liang - Journal of Sensors, 2023 - Wiley Online Library
Pavement disease detection and classification is one of the key problems in computer vision
and intelligent analysis. This is an automated target detection technology with great …

OAB‐YOLOv5: One‐Anchor‐Based YOLOv5 for Rotated Object Detection in Remote Sensing Images

J Liu, W Qiao, Z Xiong - Journal of Sensors, 2022 - Wiley Online Library
Remote sensing images are widely distributed, small in object size, and complex in
background, resulting in low accuracy and slow speed of remote sensing image detection …

Comparative Analysis of YOLOv4 and EfficientDet based models for Traffic Sign Detection in Autonomous Vehicles

SP Rajendran, S Ganapathy - 2023 14th International …, 2023 - ieeexplore.ieee.org
Visual perception systems enable autonomous vehicles to make right driving decisions in
dynamic driving environments. Traffic sign recognition is an important perception …

An improved YOLOv8 safety helmet wearing detection network

X Song, T Zhang, W Yi - 2024 - researchsquare.com
In the field of industrial safety, wearing helmets plays a vital role in ensuring workers' health.
Aiming at addressing the complex background in the industrial environment, caused by …

Road signs detection by building a deep neural network model

SS Gowthu - 2023 - search.proquest.com
Speed limits, no entry, stoplights, turning left or right, minors crossing, heavy trucks not
passing, and many more road signs exist. Objects such as trees, automobiles, people, bikes …