Konvolüsyonel Sinir Ağı Kullanarak Gerçek Zamanlı Araç Tipi Sınıflandırması

Özetçe— Video gözetimi; güvenlik, kolluk kuvvetleri ve trafik izleme gibi önemli uygulama alanlarına sahiptir. Araçların tespiti ve sınıflandırılması, AUS’de kullanılabilen trafik istatistiklerinin ve değerli bilgilerin toplanmasında yardımcı olur. Bu çalışmada, gerçek zamanlı araç sınıflandırmasını inceledik ve YOLO gerçek zamanlı nesne sınıflandırma çerçevesini kullanan bir sistemi gerçekleştirdik. Testler için iyi bilinen araç veri seti-BIT vehicle dataset- … Read more Konvolüsyonel Sinir Ağı Kullanarak Gerçek Zamanlı Araç Tipi Sınıflandırması

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

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