A vehicle license plate detection method using region and edge based methods
نویسندگان
چکیده
In this paper, a license plate detection system is implemented. For this purpose, we improve the contrast at possible locations where there might be a license plate, we propose a filtering method called ''region-based'' in order to smooth the uniform and background areas of an image, we apply the Sobel operator and morphological filtering to extract the vertical edges and the candidate regions respectively, and finally, we segment the plate region by considering some geometrical features. In fact the novelty and the strength of our license plate detection system is in applying the region-based filtering that decreases the run time and increases the accuracy in the two final stages: morphological filtering and using the geometrical features. The experimental results show that our proposed method achieves appropriate performance in different scenarios. We should mention that our system is reliable because the accuracy is above 92% in average for different scenarios and it is also practical because of the low computational cost. An intelligent transportation system (ITS) is an important tool for analyzing and controlling the moving vehicles in cities and highways [1] and in recent years much research on ITS has been carried out. Nowadays automatic vehicle license plate (VLP) recognition is a key ingredient for any ITS such as security control of restricted areas, traffic law enforcements, automatic payment of tolls on highways and parking management systems. In these examples, a camera captures the vehicle images and a computer processes the captured images, detects the car license plate from the input image and then reads the information on the license plate by applying various image processing and optical character recognition techniques. Generally , an automatic VLP recognition system is made up of four modules: image pre-processing, license plate detection, character segmentation and character recognition (Fig. 1). Among these four modules in Fig. 1, license plate detection is the most important and the most difficult task in any VLP recognition system because of images with low contrast, blurring and dirty plates. The most common solutions for VLP detection include analyzing the texture [1,2], edge extraction [3–6], morphological filtering [7,8], color feature [7,9], combining of edge statistics and color feature [10], combining of edge and morphology operations [11], Hough transform [12], neural networks [6], learning-based approaches [13], Gabor filtering [14] and Wave-let analysis [15]. An edge approach is normally simple and fast. Texture [1,2] and edge based methods [3–6] are widely used …
منابع مشابه
License Plate location Determination by Using Case-Based Reasoning
The license plate recognition system is part of the intelligent transportation system. In the intelligent transportation system, the vehicle image is used as the system input. The first step is to improve the image, after the edge detection, a series of morphological operations are performed to identify the plaque. The main purpose of this research was to increase the importance of plate re...
متن کاملIranian Vehicle License Plate Detection based on Cascade Classifier
A license plate recognition system contains three main steps: plate detection, character segmentation and character recognition. The first and foremost step of this system is the plate detection stage where the plate is located from the input image. In this paper an effective plate detection approach is developed based on a cascade classifier. A two-phase training approach is proposed to enhanc...
متن کاملAn Efficient Method For Dark License Plate Detection
License plate detection from images is an important step in vehicle license plate recognition for automated transport system. Dark images and complex background make license plate detection problems challenging. In this paper, a novel method of based on rectangle window was proposed to resolve license plate detection problems. The proposed method firstly enhances images using traditional method...
متن کاملImplementation of Vehicle License Plate Recognition Using Canny Edge Detection
Vehicle number plate identification based on digital image processing is a vital area of research ongoing in present scenario. It offers various applications expanding through many fields. This technique may be used for parking, access control, tolling, border control, traffic control, enforcement etc. This article presents implementation of simple yet robust existing method to enable vehicle n...
متن کاملIndian Licence Plate Recognition System in IR-Image Character Segmentation using Smearing Method
In this paper, a smart and simple algorithm is presented for Indian vehicle's license plate recognition system This introductory paper describes the need of Indian license plate detection, recognition system, Indian license plate characters, Structure of Indian License plates, and License Plate image pre-processing methodologies. For extracting the license plate methods and such as to dete...
متن کاملذخیره 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 ناماگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید
ورودعنوان ژورنال:
- Computers & Electrical Engineering
دوره 39 شماره
صفحات -
تاریخ انتشار 2013