Distributed and collaborative real-time vehicle detection and classification over the video streams

Abstract Traffic surveillance cameras are widely used in traffic management and information systems. Processing streaming media in real time is resource and time-consuming processes and even impossible to realize in most real-world applications. To overcome the performance problems in such applications, this article introduces a middleware system based on pub/sub messaging protocol and a dispatcher … Read more Distributed and collaborative real-time vehicle detection and classification over the video streams

CNN Based Traffic Sign Recognition for Mini Autonomous Vehicles

Abstract. Advanced driving assistance systems (ADAS) could perform basic object detection and classification to alert drivers for road conditions, vehicle speed regulation, and etc. With the advances in the new hardware and software platforms, deep learning has been used in ADAS technologies. Traffic signs are an important part of road infrastructure. So, it is very … Read more CNN Based Traffic Sign Recognition for Mini Autonomous Vehicles

Performance Evaluation of Support Vector Machine and Convolutional Neural Network Algorithms in Real-Time Vehicle Type Classification

Abstract. Intelligent traffic management systems needs to obtain information about traffic with different sensors to control the traffic flow properly. Traffic surveillance videos are very actively used for this purpose. In this paper, we firstly create a vehicle dataset from an uncalibrated camera. Then, we test Tiny-YOLO real-time object detection and classification system and SVM … Read more Performance Evaluation of Support Vector Machine and Convolutional Neural Network Algorithms in Real-Time Vehicle Type Classification

A Concise Review on Vehicle Detection and Classification

Abstract—Traffic management and information systems need to obtain information about traffic with various sensors to control the traffic flow properly. In this context, videos are very actively used in traffic surveillance and control in recent years. With the help of image processing based video surveillance system in traffic management systems, many studies are done. Processing … Read more A Concise Review on Vehicle Detection and Classification

Measuring the Efficiencies of Vehicle Classification Algorithms on Traffic Surveillance Video

Abstract— Traffic management and information systems need to obtain information about traffic with various sensors to control the traffic follow properly. In this context, videos are very actively used in traffic surveillance and control in recent years. With the help of image processing based video surveillance system in traffic management systems, many studies are done. … Read more Measuring the Efficiencies of Vehicle Classification Algorithms on Traffic Surveillance Video

Service Oriented Warning System for Detection of Abondened Object in Video Surveillance

Abstract— Video surveillance systems have been used in various applications such as traffic monitoring, detecting military threats and public safety. In this study we present a service oriented real-time automated framework to detect both abandoned objects and video tampering attempts. The technique is based on foreground and background analyses of the images in the videos … Read more Service Oriented Warning System for Detection of Abondened Object in Video Surveillance