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

Identification of Botnets and Nodes Attacking Smart Cities by Majority Voting Mechanism and Feature Selection

Maliheh Araghchi - Nazbanoo Farzaneh

Weakly Supervised Convolutional Neural Network for Automatic Gleason Grading of Prostate Cancer

Maryam Kamareh - Mohammad Sadegh Helfroush - Kamran Kazemi

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

Analysis of Address Lifespans in Bitcoin and Ethereum

Amir Mohammad Karimi Mamaghan - Amin Setayesh - Behnam Bahrak

An Interactive Approach for Query-based Multi-Document Scientific Text Summarization

Mohammadsadra Nejati - Azadeh Mohebi - Abbas Ahmadi

Real-Time Gender Recognition with a Deep Neural Network

Samad Azimi Abriz - Majid Meghdadi

Intensity-Image Reconstruction Using Event Camera Data by Changing in LSTM Update

Arezoo Rahmati Soltangholi - Ahad Harati - Abedin Vahedian

Disturbance Rejection in Quadruple-Tank System by Proposing New Method in Reinforcement Learning

Alireza Nezamzadeh - Mohammadreza Esmaeilidehkordi

Early detection of Parkinson’s disease using Convolutional Neural Networks on SPECT images

Reyhaneh Dehghan - Marjan Naderan - Seyyed Enayatallah Alavi

Performance Evaluation Study of Color Space Selection In Video Based Facial Expression Recognition Using Deep Neural Networks For Sentiment Analysis

Phee Wei Qin - Ervin Gubin Moung - Ali Farzamnia - Farashazillah Yahya - John Julius Danker Khoo - Maisarah Mohd Sufian

more

Samin Hamayesh - Version 42.2.1