Predicting spatio-temporal traffic flow: a comprehensive end-to-end approach from surveillance cameras

Y Feng, Y Zhao, X Zhang, SFA Batista… - Transportmetrica B …, 2024 - Taylor & Francis
Traffic flow forecasting is an essential aspect of intelligent traffic management. It enables
timely and proactive management of modern transport systems, increasing efficiency and …

Evolution of transformer-based optical flow estimation techniques: a survey

N Kumar, OP Verma, AS Parihar - Multimedia Tools and Applications, 2024 - Springer
Optical flow plays a crucial role in computer vision, and with the rapid advancements of
Transformer-based models in natural language processing (NLP) and various visual tasks …

Assessment of Machine Learning Techniques and Traffic Flow: A Qualitative and Quantitative Analysis

SS Haghshenas, V Astarita, G Guido… - Journal of …, 2024 - ojs.bonviewpress.com
Traffic flow analysis is an interesting study topic in transportation studies. A better
understanding of traffic flow is essential for more effective traffic reduction methods. Because …

Utilizing GIS and Machine Learning for Traffic Accident Prediction in Urban Environment

AA Khan, J Hussain - Civil Engineering Journal, 2024 - civilejournal.org
Traffic accident prediction is crucial to preventive measures against accidents and effective
traffic management. Identifying hotspots can facilitate the selection of the most critical survey …

An edge computing-based embedded traffic information processing approach: application of deep learning in existing traffic systems

H Ping, Y Ma, G Zhu, J Zhang - Optoelectronics Letters, 2024 - Springer
To address traffic congestion, this study improves MobileNetv2-you only look once version 4
(YOLOv4) target detection algorithm (MobileNetv2-YOLOv4-K++ F) and introduces an …

Scalable Machine Learning Model for Highway CCTV Feed Real-Time Car Accident and Damage Detection

MS Sharif, A Zorto, VK Brown… - … on Innovation and …, 2023 - ieeexplore.ieee.org
This study investigates the potential advantages of employing computer vision algorithms to
enhance real-time accident detection and response on highways using CCTV feed …

Network Traffic Monitoring and Real-time Risk Warning based on Static Baseline Algorithm

Z Wu, J Liu - Scalable Computing: Practice and Experience, 2024 - scpe.org
With the rapid growth of network traffic, in order to monitor network traffic, the author
proposes a baseline based traffic inspection method. The main objective is to develop a …

An Efficient Filtering Technique for Detecting Vehicle Traffic in Real-Time Videos

S Shamimullah, D Kerana Hanirex - International Conference on …, 2023 - Springer
Filtering strategies are frequently used in instantaneous video processes, particularly for
applications such as identifying items for traffic recordings, to increase the standard of the …

A review on video object tracking algorithms

F Zhou - Fourth International Conference on Signal Image …, 2024 - spiedigitallibrary.org
Video object tracking is an important research direction in the field of computer vision, with
applications spanning a wide range of fields such as video surveillance, intelligent …

[PDF][PDF] Uma Pipeline para Recolha e Processamento de Dados de Trânsito

HBRF Barreira - 2023 - repositorio-aberto.up.pt
Os Municípios estão hoje mais conscientes dos recursos necessários que possam contribuir
para melhorar a qualidade de vida e crescimento económico das pessoas que vivem na …