International Conference on Computer and Knowledge Engineering

Home / 13th International Conference on Computer and Knowledge Engineering

A supervised approach using transformer networks for the detection of turning-related anomalies in urban intersections

Authors :

Mohammad Mahdi HajiAbadi¹ Manoochehr Nahvi²

1- University of Guilan 2- University of Guilan

Keywords :

traffic anomaly detection،visual surveillance،transformer neural network

Abstract :

Traffic anomalies in urban areas are the main reason for traffic congestion and accidents. An effective tool for decreasing these anomalies is employing intelligent systems for monitoring road traffic and law enforcement. These systems may make decisions using features based on different modalities. To detect anomalies, video-based systems usually use the speed, direction, and trajectory of vehicles. Among various types of traffic anomalies, this research focused on turning-related anomalies in urban roads and intersections, which are the most critical challenges of intelligent traffic monitoring systems. In this research, a supervised system based on a transformer network was designed and examined on real traffic video sequences. The evaluation of our system demonstrated that the proposed method can detect turning-related anomalies with about 95% accuracy.

List of archived papers

Distinguishing Abstracts of Human-Written and ChatGPT-Generated Papers in the Field of Computer Science

Mohsen Arzani - Hamed Vahdat-Nejad - Matin Hossein-Pour

A scalable blockchain-based educational network for data storage and assessment

Maryam Fattahi Vanani - Hamidreza Shayegh Borujeni - Ali Nourollah

Improvement of Credit Scoring by LSTM Autoencoder Model

Milad Sattari Maleki - Seyedeh Niusha Motevallian - Faezehsadat Hosseini - Mohammad Sabokrou - Hamidreza Soltanalizadeh Maleki

An Attention-Based Model for Clinical Time Series Prediction: Enhancing ICU Readmission Prediction

Hananeh Sadat Madinei - Mohammad Reza Keyvanpour - Seyed Vahab Shojaedini

Towards Efficient Video Object Detection on Embedded Devices

Mohammad Hajizadeh - Adel Rahmani - Mohammad Sabokrou

Enhancing Persian Word Sense Disambiguation with Large Language Models: Techniques and Applications

Fatemeh Zahra Arshia - Saeedeh Sadat Sadidpour

Cardiology Disease Diagnosis by Analyzing Histological Microscopic Images Using Deep Learning

Maria Salehpanah - Jafar Tanha - Zahra Jafari - SeyedEhsan Roshan - Sajad Rezaei

SASIAF, An Scalable Accelerator For Seismic Imaging on Amazon AWS FPGAs

Mostafa Koraei - S.Omid Fatemi

Load Frequency Control of Geothermal Power Plant Incorporated Two-Area Hydro-Thermal System with AC-DC Lines

Shanker J Gambhire - Malligunta Kiran Kumar - Hossein Shahinzadeh - Mohammad-hossein Fayaz-dastgerdi - B. Srikanth Goud - Ch.Naga sai Kalyan

Predicting cascading failure with machine learning methods in the interdependent networks

Mohamad Hossein Maghsoodi - Mohamad Khansari

more

Samin Hamayesh - Version 41.3.1