A Template-Based Approach for Real-Time Speed-Limit-Sign Recognition on an Embedded System Using GPU Computing

نویسندگان

  • Pinar Muyan-Özçelik
  • Vladimir Glavtchev
  • Jeffrey M. Ota
  • John D. Owens
چکیده

We present a template-based pipeline that performs realtime speed-limit-sign recognition using an embedded system with a lowend GPU as the main processing element. Our pipeline operates in the frequency domain, and uses nonlinear composite filters and a contrastenhancing preprocessing step to improve its accuracy. Running at interactive rates, our system achieves 90% accuracy over 120 EU speed-limit signs on 45 minutes of video footage, superior to the 75% accuracy of a non-real-time GPU-based SIFT pipeline.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

EU Speed - limit Sign Detection

In this study we test the idea of using a graphics processing unit (GPU) as an embedded co-processor for real-time speed-limit sign detection. We implement a system that operates in real-time within the computational limits of contemporary embedded general-purpose processors. The input to the system is a set of grayscale videos recorded from a camera mounted in a vehicle. We implement a new tec...

متن کامل

A Real Time Traffic Sign Detection and Recognition Algorithm based on Super Fuzzy Set

Advanced Driver Assistance Systems (ADAS) benefit from current infrastructure to discern environmental information. Traffic signs are global guidelines which inform drivers from near characteristics of paths ahead. Traffic Sign Recognition (TSR) system is an ADAS that recognize traffic signs in images captured from road and show information as an adviser or transmit them to other ADASs. In this...

متن کامل

Real-time Traffic Sign Recognition with Map Fusion on Multicore/Many-core Architectures

This paper presents a parallel implementation and performance analysis of a system for traffic sign recognition with digital map fusion on emerging multicore processors and graphics processing units (GPU). The system employs a particle filter based localization and map matching and template-based matching for sign recognition. In the proposed system, a GPS, odometer and camera are fused with di...

متن کامل

Evaluation of Similarity Measures for Template Matching

Image matching is a critical process in various photogrammetry, computer vision and remote sensing applications such as image registration, 3D model reconstruction, change detection, image fusion, pattern recognition, autonomous navigation, and digital elevation model (DEM) generation and orientation. The primary goal of the image matching process is to establish the correspondence between two ...

متن کامل

Automation of Speed in a High speed vehicle based on Roadside sign image recognition using Raspberry-Pi

Digital signal processing is used in many fields such as space exploration, medicine, geology etc. The main objective of this paper is to demonstrate the ability of image processing algorithms on embedded computing platforms .It describes a road sign recognition system based on an embedded system that reads and recognizes speed signs and also controls the speed of the moving vehicle. The paper ...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2010