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

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

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

Evaluation of Real-time Performance for BGSLibrary Algorithms: A Case Study on Traffic Surveillance Video

Abstract— Video surveillance systems have been used in various applications such as traffic monitoring, detecting military threats and public safety. In this study we evaluate real-time performance for BGSLibrary (Background Subtraction Library) algorithms on well-known datasets, which are Background Models Challenge (BMC) and ChangeDetection.     Go Here   Büyük Veri, Paralel İşleme ve Akademisyenlik … Read more Evaluation of Real-time Performance for BGSLibrary Algorithms: A Case Study 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