SlideShare a Scribd company logo
1 of 4
Download to read offline
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4227
Indian Vehicle License Plate Recognition for Vehicle and Owner
Identification
Sarthak Tyagi1, Ishaan Singh2, Jyoti Sharma3
1,2,3B.Tech (Final Year), Information Technology, ABES Engineering College, Uttar Pradesh, India
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract - In India vehicle and its owner identification isan
important and challenging problem because of large number
of registered vehicles. Vehicle license plate recognition for
vehicle and its owner identificationbecomesnecessaryand the
need of hour in case of suspected vehicles and their owners
who break traffic rules and are involved in other illegal
activities. There are multiple Vehicle LicensePlateRecognition
systems but they are only restricted to the vehicle licenseplate
recognition and the challenging task is the retrieval of vehicle
and owner details because of unavailability of a public
database. This paper involves the approach for vehicle license
plate recognition as well as utilizing the vehicle license plate
number for retrieving the vehicle and owner details which
includes all the necessary details as vehicle owner name,
vehicle registration date, vehicle model name, vehicle
insurance details, vehicle fitness details, pollution validityand
other necessary information
Key Words: OpenCV, Canny Edge Detection, Contours,
License Plate Detection, Optical Character Recognition,
POST Request, BeautifulSoup, Vehicle and Owner
Identification.
1. INTRODUCTION
Vehicles can be considered as a source of information by
recognizing vehicle license plate and recover vehicle and
owner information. This system can be used for
 Vehicle Surveillance: For prevention of non-
payment activities atpetrol stations,toll taxstations
and drive-in places.
 Traffic Management: For identifying vehicle and
their owners who are suspecting forviolatingtraffic
rules.
 Parking Management: For identifying the owner of
vehicles parked at unspecified places.
 Vehicle Verification: For verifying the vehicle
insurance, pollution and registration details.
This system is a collection of following methods which are
followed in order to recognize vehicle license plate,
recognition and optical characters andthenusingthevehicle
license plate number to give vehicle and owner details.
Fig. 1.1 System Flow Diagram
The stated problem can be divided into following sub-
problems:
a. NUMBER PLATE DETECTION: This problem can be
tackled using Object Detection approach where we need
to train our model using the car/other vehicle images
with number plate.
b. EXTRACTING TEXT FROM THE DETECTED NUMBER
PLATE: This problem can be solved using OCR (Optical
Character Recognition) which can be helpfulinextracting
alphanumeric characters from cropped Number Plate
images. PyTesseract an open source python library is
used for optical character recognition.
c. SENDING REQUESTS: The vehicle license plate number
recognized through Optical CharacterRecognitioncanbe
used to display the details of vehicles and the owner
name by sending the get and post requests to vahan
website using requests.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4228
d. DISPLAYING VEHICLE AND OWNER DETAILS: The
response is scraped using Beautiful Soup and presented
in a readable form to the user of the system.
2. LITERATURE SURVEY
Under literature review we studied the various research
papers on number plate recognition system and owner
identification,
In [1] authors focused on different approaches to
automatic number plate recognition considering the
different factors like image size, lightning conditions,
character segmentation using Probabilistic Neural
Network but the system is limited to vehicle licenseplate
detection and an extension for vehicle owner
identification.
In [2] authors introduced vehicle identification by
capturing the vehicle image followed by license plate
extraction and optical character recognition. Recognised
vehicle license plate number is then compared with
existing database records retrieving details like vehicle
owner, place of registration. The identification is
dependent on the database coverage limited to a certain
data entries. This system is implemented in MATLAB.
In [3] authors suggested new algorithm for license plate
detection involving sobel vertical edge detection,
thresholding and bounding box analysis for vehicle plate
extraction. For character segmentation the author uses
projection analysis and connected component analysis.
This system is also restricted to license plate detection.
In [4] authors explained mid-level filtering using a 3x3
kernel for noise reduction and histogram equalizer for
enhancing the contrast of the image. Edges are detected
using mathematical morphological transform.
In [5] authors discussed the use of template matchingfor
optical character recognition. Template Matching used a
database of templates (A-Z a-z 0-9), upon matching the
segmented characters, character with maximum co-
related template are matched.
In [6] authors discussed four methods digitization of
image, edge detection, separation of characters and
template. Authors used morphological operations for
plate detection and connected component analysis for
character segmentation, the entire system is written in
MATLAB.
In [7] authors discussed on using Artificial Neural
Network and K Nearest Neighbours Classification
algorithm for the classification and recognition of
characters respectively with the highest accuracy rate of
up to 87%.
In [8] authors concentrated on localizing the vehicle
license plates in their true colours. This system uses pre-
processing techniques as median filtering and histogram
equalization for reducing noise and improving contrast.
Edges are detected in natural colours usingsobel vertical
edge detection.
In [9] authors introduced the systemfortheclassification
of military and non-military vehicles by license plate
extraction, character segmentation and template
matching hence classifying vehicles based on certain
distinguished features on the vehicle license plate in
military and non-military vehicles.
In [10] authors discussed automatic vehicle plate
registration and retrieving owner details from a large
database. This system involves capturing vehicle image
followed by grey scale conversion, filtering for noise
removal, extracting the license plate, line segmentation
and then template matching for matching the segmented
characters with the prepared templates.Matchedvehicle
registration number is used to retrieve details from the
Regional Transport Office (R.T.O) database.
3. PROPOSED METHODS
3.1 LICENSE PLATE DETECTION
License Plate Detection takes vehicle image as an input
and extracts the license plate from the
Vehicle image after detecting the co-ordinates of the
license plate on the vehicle. It involves multiple pre-
processing steps which are as follows
 Greyscale Conversion: Grey Scale Conversion to
reduce colour channels thereby reducing
complexity and ensuring support for subsequent
operations.
 Bilateral Filtering: Image filtering allows you to
apply various effects to an image. The Bilateral
Filter operation applies a bilateral image to a filter.
 Canny Edge Detection: Canny Edge Detection is a
popular edge detection algorithm. It was developed
by John F. Canny in 1986. It is a multi-stage
algorithm and we will go through each stage as
i. Noise Reduction
ii. Finding Intensity Gradient
iii. Non-Maximum Suppression
iv. Hysteresis Thresholding
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4229
Fig. 3.1.1 Canny Edge Detection
 Contours: Contours are defined as the line joining
all the points along the boundary of an image that
are having the sameintensity.Contourscomehandy
in shape analysis, finding the size of the object of
interest, and object detection.
Fig. 3.1.2 Detecting License Plate
3.2 OPTICAL CHARACTER RECOGNITION
The extracted number plate from the vehicle image is
now processed for optical character recognition which
refers to extracting alpha numeric characters as string
from cropped vehicle license plate.
This system uses Python-Tesseract or PyTesseract for
optical character recognition.
PyTesseract is based on Google’s Tesseract OCR Engine
which is an open source and most accurate optical
character recognition engine.
Fig. 3.2.1 Cropped Licensed Plate
Fig. 3.2.2 Optically Recognized Characters
3.3 SENDING REQUESTS
This phase of the system focuses onretrievingthevehicle
and owner details by using the optically recognised
characters from the vehicle license plate. It involves the
following steps
 Sending GET request: In order to retrieve the
information from the Indian government website’s
page for knowing your vehicle details
https://vahan.nic.in/nrservices/faces/user/searchs
tatus.xhtml , first step is to send a get request using
Python “requests” library to the website for
downloading the captcha image and using OCR on
the captcha image with the help of PyTesseract, the
output of PyTesseract is used for bypassing the
captcha on the website.
Note- Thissystembypassessimpleword captcha
on the website for educational and research
purposes as stated on the website without any
involvement of commercial interest.
This step also uses web scraping using
BeautifulSoup to retrieve a randomly generated
JavaScript value which is required as a hidden form
parameter while sending Post request in the next
step to identify bots.
 Sending POST request: After bypassing the captcha,
the vehicle license plate number and bypassed
captcha strings are passed as form inputs along
with randomly generated JavaScript values to
generate the POST request response.
 Scraping the POST request response: The POST
request response is then scraped and converted
into human readable form by scraping through
python library BeautifulSoup
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072
© 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4230
3.4 FINAL OUTPUT
Fig. 3.4.1 Vehicle and Owner Details
4. APPLICATIONS
The application of this system includes parking
management, identifying suspicious vehicle and owners,
prevention of non-payment activities at toll booths,
petrol and gas stations. The information retrieved about
the vehicle can be used to verify useful information.
5. CONCLUSION
This system detects the license platefromthevehicleand
the extracted license plate serves as input for
PyTesseract which performs optical character
recognition and gives vehicle license plate number in
string form as an output. Hence the vehicle number and
bypassed captcha text after GET request on vahan
website are sent using the POST request, the response is
scraped using BeautifulSoup and vehicle and owner
details are displayed.
6. FUTURE SCOPE
The accuracy of optical character recognition in this
system can be improved by manually training the
PyTesseract for certain specific fonts and languages
enabling the multi-lingual Optical character recognition.
This system can also be exploited for identifying stolen
vehicles passing through toll booths or petrol stations.
7. REFERENCES
[1]. Chirag Patel, Dipti Shah, Atul Patel, “Automatic e
Recognition System: A survey” International Journal of
Computer Applications (0975– 8887)Volume69– No.9,May
2013.
[2] Muhammad Tahir Qadri, Muhammad Asif, “Automatic
Number Plate Recognition System for Vehicle Identification
Using Optical Character Recognition” IEEE 2009
International Conference on Educational Technology and
Computer Singapore, D.O.I 10.1109/ICETC.2009.54.
[3].Ronak Patel, Narendra Patel, Keyur Brahmbhatt,
“Automatic License Plate Recognition” IJCSMC , Volume 2,
Issue 4 (Pg.285– Pg.294), April 2013.
[4]. Sushama Bailmare H, A.B Gadicha, “A Review Paper on
Vehicle Number Plate Recognition (VNPR) using Improved
Character Segmentation Method” International Journal of
Scientific and Research Publications, Volume 3, Issue 12,
December 2013.
[5]Aniruddh Puranic, Deepak K.T, Umadevi V, “Vehicle
Number Plate Recognition System: A Literature Review and
Implementation using Template Matching” International
Journal of Computer Applications (0975– 8887)Volume134
– No.1, January 2016.
[6].Suprokash Dey, Amitava Choudhury,JoydeepMukherjee,
“An Efficient Technique to Recognize License Plate using
Morphological Edge Detection and Character Matching
Algorithm” International Journal of Computer Applications
(0975-8887) Volume 101- No. 15, September 2014.
[7] Monika Arora, AnubhaJain, Shubham Rustagi, Tushar
Yadav, "Automatic Number Plate Recognition System Using
Optical Character Recognition", International Journal of
Scientific Research in Computer Science, Engineering and
Information Technology (IJSRCSEIT), ISSN : 2456-3307,
Volume 5 Issue 2, pp. 986-992, March-April 2019.
[8]Satadal Saha, Subhadip Basu, Mita Nasipuri,Dipak Kumar
Basu, “License Plate Localization fromVehicle Images: An
Edge Based Multi-stage Approach”, International Journal of
Recent Trends in Engineering, Vol 1, No. 1, May 2009.
[9] Ishraq Haider Chowdhury, Afsana Abida, Nur-E-Zannat,
Naresh Singh Chauhan “Universal Vehicle Identification and
Classification System (UVICS) Using Image Processing”
International Journal of Pure and Applied Mathematics,
Volume 118 No. 18 2018, 3115-3125.
[10] Divya K.N, Ajit Danti, “RECOGNITION OF VEHICLE
NUMBER PLATES AND RETRIEVAL OF VEHICLE OWNER’S
REGISTRATION DETAILS” International Journal of
Innovative Research in Technology &Science(IJIRT)Volume
2 Issue3.

More Related Content

What's hot

License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...
License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...
License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...IRJET Journal
 
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APP
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APPLICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APP
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APPAditya Mishra
 
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...IRJET Journal
 
Iaetsd fpga implementation of various security based tollgate system using anpr
Iaetsd fpga implementation of various security based tollgate system using anprIaetsd fpga implementation of various security based tollgate system using anpr
Iaetsd fpga implementation of various security based tollgate system using anprIaetsd Iaetsd
 
Automatic face and VLP’S recognition for smart parking system
Automatic face and VLP’S recognition for smart parking systemAutomatic face and VLP’S recognition for smart parking system
Automatic face and VLP’S recognition for smart parking systemTELKOMNIKA JOURNAL
 
IRJET- iSecurity: The AI Surveillance, a Smart Tracking System
IRJET-  	  iSecurity: The AI Surveillance, a Smart Tracking SystemIRJET-  	  iSecurity: The AI Surveillance, a Smart Tracking System
IRJET- iSecurity: The AI Surveillance, a Smart Tracking SystemIRJET Journal
 
IRJET - License Plate Recognition
IRJET - License Plate RecognitionIRJET - License Plate Recognition
IRJET - License Plate RecognitionIRJET Journal
 
Paper id 252014106
Paper id 252014106Paper id 252014106
Paper id 252014106IJRAT
 
Projection Profile Based Number Plate Localization and Recognition
Projection Profile Based Number Plate Localization and Recognition Projection Profile Based Number Plate Localization and Recognition
Projection Profile Based Number Plate Localization and Recognition csandit
 
License Plate Recognition using Morphological Operation.
License Plate Recognition using Morphological Operation. License Plate Recognition using Morphological Operation.
License Plate Recognition using Morphological Operation. Amitava Choudhury
 
Character recognition from number plate written in assamese language
Character recognition from number plate written in assamese languageCharacter recognition from number plate written in assamese language
Character recognition from number plate written in assamese languageSubhash Basistha
 
Number Plate Recognition of Still Images in Vehicular Parking System
Number Plate Recognition of Still Images in Vehicular Parking SystemNumber Plate Recognition of Still Images in Vehicular Parking System
Number Plate Recognition of Still Images in Vehicular Parking SystemIRJET Journal
 
An Intelligent Control System Using an Efficient License Plate Location and R...
An Intelligent Control System Using an Efficient License Plate Location and R...An Intelligent Control System Using an Efficient License Plate Location and R...
An Intelligent Control System Using an Efficient License Plate Location and R...CSCJournals
 
IRJET- Recognition of Indian License Plate Number from Live Stream Videos
IRJET-  	  Recognition of Indian License Plate Number from Live Stream VideosIRJET-  	  Recognition of Indian License Plate Number from Live Stream Videos
IRJET- Recognition of Indian License Plate Number from Live Stream VideosIRJET Journal
 
IRJET- Traffic Sign Detection, Recognition and Notification System using ...
IRJET-  	  Traffic Sign Detection, Recognition and Notification System using ...IRJET-  	  Traffic Sign Detection, Recognition and Notification System using ...
IRJET- Traffic Sign Detection, Recognition and Notification System using ...IRJET Journal
 
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLAB
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLABIRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLAB
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLABIRJET Journal
 
Comparative Study of Different Techniques for License Plate Recognition
Comparative Study of Different Techniques for License Plate RecognitionComparative Study of Different Techniques for License Plate Recognition
Comparative Study of Different Techniques for License Plate RecognitionEditor Jacotech
 

What's hot (19)

License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...
License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...
License Plate Recognition System for Moving Vehicles Using ­Laplacian Edge De...
 
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APP
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APPLICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APP
LICENSE NUMBER PLATE RECOGNITION SYSTEM USING ANDROID APP
 
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...
IRJET- Computerized Vehicle Foyer and Outlet Monitoring System using Deep Lea...
 
Iaetsd fpga implementation of various security based tollgate system using anpr
Iaetsd fpga implementation of various security based tollgate system using anprIaetsd fpga implementation of various security based tollgate system using anpr
Iaetsd fpga implementation of various security based tollgate system using anpr
 
Automatic face and VLP’S recognition for smart parking system
Automatic face and VLP’S recognition for smart parking systemAutomatic face and VLP’S recognition for smart parking system
Automatic face and VLP’S recognition for smart parking system
 
IRJET- iSecurity: The AI Surveillance, a Smart Tracking System
IRJET-  	  iSecurity: The AI Surveillance, a Smart Tracking SystemIRJET-  	  iSecurity: The AI Surveillance, a Smart Tracking System
IRJET- iSecurity: The AI Surveillance, a Smart Tracking System
 
IRJET - License Plate Recognition
IRJET - License Plate RecognitionIRJET - License Plate Recognition
IRJET - License Plate Recognition
 
Paper id 252014106
Paper id 252014106Paper id 252014106
Paper id 252014106
 
Projection Profile Based Number Plate Localization and Recognition
Projection Profile Based Number Plate Localization and Recognition Projection Profile Based Number Plate Localization and Recognition
Projection Profile Based Number Plate Localization and Recognition
 
Ep34870876
Ep34870876Ep34870876
Ep34870876
 
License Plate Recognition using Morphological Operation.
License Plate Recognition using Morphological Operation. License Plate Recognition using Morphological Operation.
License Plate Recognition using Morphological Operation.
 
Character recognition from number plate written in assamese language
Character recognition from number plate written in assamese languageCharacter recognition from number plate written in assamese language
Character recognition from number plate written in assamese language
 
Number Plate Recognition of Still Images in Vehicular Parking System
Number Plate Recognition of Still Images in Vehicular Parking SystemNumber Plate Recognition of Still Images in Vehicular Parking System
Number Plate Recognition of Still Images in Vehicular Parking System
 
An Intelligent Control System Using an Efficient License Plate Location and R...
An Intelligent Control System Using an Efficient License Plate Location and R...An Intelligent Control System Using an Efficient License Plate Location and R...
An Intelligent Control System Using an Efficient License Plate Location and R...
 
IRJET- Recognition of Indian License Plate Number from Live Stream Videos
IRJET-  	  Recognition of Indian License Plate Number from Live Stream VideosIRJET-  	  Recognition of Indian License Plate Number from Live Stream Videos
IRJET- Recognition of Indian License Plate Number from Live Stream Videos
 
Ay36304310
Ay36304310Ay36304310
Ay36304310
 
IRJET- Traffic Sign Detection, Recognition and Notification System using ...
IRJET-  	  Traffic Sign Detection, Recognition and Notification System using ...IRJET-  	  Traffic Sign Detection, Recognition and Notification System using ...
IRJET- Traffic Sign Detection, Recognition and Notification System using ...
 
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLAB
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLABIRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLAB
IRJET- Designing of OCR Tool Box for Decoding Vehicle Number Plate using MATLAB
 
Comparative Study of Different Techniques for License Plate Recognition
Comparative Study of Different Techniques for License Plate RecognitionComparative Study of Different Techniques for License Plate Recognition
Comparative Study of Different Techniques for License Plate Recognition
 

Similar to IRJET - Indian Vehicle License Plate Recognition for Vehicle and Owner Identification

LICENSE PLATE RECOGNITION
LICENSE PLATE RECOGNITIONLICENSE PLATE RECOGNITION
LICENSE PLATE RECOGNITIONIRJET Journal
 
IRJET- Automatic Number Plate Recognition System in Real Time
IRJET- Automatic Number Plate Recognition System in Real TimeIRJET- Automatic Number Plate Recognition System in Real Time
IRJET- Automatic Number Plate Recognition System in Real TimeIRJET Journal
 
IRJET- Vehicle Number Plate Recognition System
IRJET- Vehicle Number Plate Recognition SystemIRJET- Vehicle Number Plate Recognition System
IRJET- Vehicle Number Plate Recognition SystemIRJET Journal
 
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...IRJET Journal
 
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...IJMTST Journal
 
Different Methodologies for Indian License Plate Detection
Different Methodologies for Indian License Plate DetectionDifferent Methodologies for Indian License Plate Detection
Different Methodologies for Indian License Plate DetectionIRJET Journal
 
TRAFFIC RULES VIOLATION DETECTION SYSTEM
TRAFFIC RULES VIOLATION DETECTION SYSTEMTRAFFIC RULES VIOLATION DETECTION SYSTEM
TRAFFIC RULES VIOLATION DETECTION SYSTEMIRJET Journal
 
Vehicle Number Plate Recognition using MATLAB
Vehicle Number Plate Recognition using MATLABVehicle Number Plate Recognition using MATLAB
Vehicle Number Plate Recognition using MATLABAI Publications
 
Automatic Number Plate Recognition and IoT Based Vehicle Tracking
Automatic Number Plate Recognition and IoT Based Vehicle TrackingAutomatic Number Plate Recognition and IoT Based Vehicle Tracking
Automatic Number Plate Recognition and IoT Based Vehicle TrackingIRJET Journal
 
IRJET- Number Plate Extraction from Vehicle Front View Image using Image ...
IRJET-  	  Number Plate Extraction from Vehicle Front View Image using Image ...IRJET-  	  Number Plate Extraction from Vehicle Front View Image using Image ...
IRJET- Number Plate Extraction from Vehicle Front View Image using Image ...IRJET Journal
 
IRJET- Computerized Vehicle Number Plate Recognition and Fine Generation
IRJET-  	  Computerized Vehicle Number Plate Recognition and Fine GenerationIRJET-  	  Computerized Vehicle Number Plate Recognition and Fine Generation
IRJET- Computerized Vehicle Number Plate Recognition and Fine GenerationIRJET Journal
 
IRJET- Vehicle Number Plate Detection using Image Processing
IRJET-  	  Vehicle Number Plate Detection using Image ProcessingIRJET-  	  Vehicle Number Plate Detection using Image Processing
IRJET- Vehicle Number Plate Detection using Image ProcessingIRJET Journal
 
Licence Plate Recognition Using Supervised Learning and Deep Learning
Licence Plate Recognition Using Supervised Learning and Deep LearningLicence Plate Recognition Using Supervised Learning and Deep Learning
Licence Plate Recognition Using Supervised Learning and Deep LearningIRJET Journal
 
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLAB
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLABCOMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLAB
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLABIRJET Journal
 
IRJET - Vehicle Signal Breaking Alert System
IRJET - Vehicle Signal Breaking Alert SystemIRJET - Vehicle Signal Breaking Alert System
IRJET - Vehicle Signal Breaking Alert SystemIRJET Journal
 
IRJET - Efficient Approach for Number Plaque Accreditation System using W...
IRJET -  	  Efficient Approach for Number Plaque Accreditation System using W...IRJET -  	  Efficient Approach for Number Plaque Accreditation System using W...
IRJET - Efficient Approach for Number Plaque Accreditation System using W...IRJET Journal
 
IRJET- Smart Parking Assistance By Nameplate Recognition Using OCR
IRJET-  	  Smart Parking Assistance By Nameplate Recognition Using OCRIRJET-  	  Smart Parking Assistance By Nameplate Recognition Using OCR
IRJET- Smart Parking Assistance By Nameplate Recognition Using OCRIRJET Journal
 
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...IJERD Editor
 
Automatic Fetching of Vehicle details using ANPR Camera
Automatic Fetching of Vehicle details using ANPR CameraAutomatic Fetching of Vehicle details using ANPR Camera
Automatic Fetching of Vehicle details using ANPR CameraIRJET Journal
 

Similar to IRJET - Indian Vehicle License Plate Recognition for Vehicle and Owner Identification (20)

LICENSE PLATE RECOGNITION
LICENSE PLATE RECOGNITIONLICENSE PLATE RECOGNITION
LICENSE PLATE RECOGNITION
 
IRJET- Automatic Number Plate Recognition System in Real Time
IRJET- Automatic Number Plate Recognition System in Real TimeIRJET- Automatic Number Plate Recognition System in Real Time
IRJET- Automatic Number Plate Recognition System in Real Time
 
IRJET- Vehicle Number Plate Recognition System
IRJET- Vehicle Number Plate Recognition SystemIRJET- Vehicle Number Plate Recognition System
IRJET- Vehicle Number Plate Recognition System
 
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...
Automatic And Fast Vehicle Number Plate Detection with Owner Identification U...
 
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...
An Efficient Model to Identify A Vehicle by Recognizing the Alphanumeric Char...
 
Different Methodologies for Indian License Plate Detection
Different Methodologies for Indian License Plate DetectionDifferent Methodologies for Indian License Plate Detection
Different Methodologies for Indian License Plate Detection
 
TRAFFIC RULES VIOLATION DETECTION SYSTEM
TRAFFIC RULES VIOLATION DETECTION SYSTEMTRAFFIC RULES VIOLATION DETECTION SYSTEM
TRAFFIC RULES VIOLATION DETECTION SYSTEM
 
Vehicle Number Plate Recognition using MATLAB
Vehicle Number Plate Recognition using MATLABVehicle Number Plate Recognition using MATLAB
Vehicle Number Plate Recognition using MATLAB
 
Automatic Number Plate Recognition and IoT Based Vehicle Tracking
Automatic Number Plate Recognition and IoT Based Vehicle TrackingAutomatic Number Plate Recognition and IoT Based Vehicle Tracking
Automatic Number Plate Recognition and IoT Based Vehicle Tracking
 
IRJET- Number Plate Extraction from Vehicle Front View Image using Image ...
IRJET-  	  Number Plate Extraction from Vehicle Front View Image using Image ...IRJET-  	  Number Plate Extraction from Vehicle Front View Image using Image ...
IRJET- Number Plate Extraction from Vehicle Front View Image using Image ...
 
IRJET- Computerized Vehicle Number Plate Recognition and Fine Generation
IRJET-  	  Computerized Vehicle Number Plate Recognition and Fine GenerationIRJET-  	  Computerized Vehicle Number Plate Recognition and Fine Generation
IRJET- Computerized Vehicle Number Plate Recognition and Fine Generation
 
Lpr2003
Lpr2003Lpr2003
Lpr2003
 
IRJET- Vehicle Number Plate Detection using Image Processing
IRJET-  	  Vehicle Number Plate Detection using Image ProcessingIRJET-  	  Vehicle Number Plate Detection using Image Processing
IRJET- Vehicle Number Plate Detection using Image Processing
 
Licence Plate Recognition Using Supervised Learning and Deep Learning
Licence Plate Recognition Using Supervised Learning and Deep LearningLicence Plate Recognition Using Supervised Learning and Deep Learning
Licence Plate Recognition Using Supervised Learning and Deep Learning
 
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLAB
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLABCOMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLAB
COMPARATIVE STUDY ON AUTOMATED NUMBER PLATE EXTRACTION USING OPEN CV AND MATLAB
 
IRJET - Vehicle Signal Breaking Alert System
IRJET - Vehicle Signal Breaking Alert SystemIRJET - Vehicle Signal Breaking Alert System
IRJET - Vehicle Signal Breaking Alert System
 
IRJET - Efficient Approach for Number Plaque Accreditation System using W...
IRJET -  	  Efficient Approach for Number Plaque Accreditation System using W...IRJET -  	  Efficient Approach for Number Plaque Accreditation System using W...
IRJET - Efficient Approach for Number Plaque Accreditation System using W...
 
IRJET- Smart Parking Assistance By Nameplate Recognition Using OCR
IRJET-  	  Smart Parking Assistance By Nameplate Recognition Using OCRIRJET-  	  Smart Parking Assistance By Nameplate Recognition Using OCR
IRJET- Smart Parking Assistance By Nameplate Recognition Using OCR
 
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
IJERD (www.ijerd.com) International Journal of Engineering Research and Devel...
 
Automatic Fetching of Vehicle details using ANPR Camera
Automatic Fetching of Vehicle details using ANPR CameraAutomatic Fetching of Vehicle details using ANPR Camera
Automatic Fetching of Vehicle details using ANPR Camera
 

More from IRJET Journal

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...IRJET Journal
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTUREIRJET Journal
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...IRJET Journal
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsIRJET Journal
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...IRJET Journal
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...IRJET Journal
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...IRJET Journal
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...IRJET Journal
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASIRJET Journal
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...IRJET Journal
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProIRJET Journal
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...IRJET Journal
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemIRJET Journal
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesIRJET Journal
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web applicationIRJET Journal
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...IRJET Journal
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.IRJET Journal
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...IRJET Journal
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignIRJET Journal
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...IRJET Journal
 

More from IRJET Journal (20)

TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
TUNNELING IN HIMALAYAS WITH NATM METHOD: A SPECIAL REFERENCES TO SUNGAL TUNNE...
 
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURESTUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
 
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
A COMPARATIVE ANALYSIS OF RCC ELEMENT OF SLAB WITH STARK STEEL (HYSD STEEL) A...
 
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil CharacteristicsEffect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
 
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
A Review on the Progress and Challenges of Aluminum-Based Metal Matrix Compos...
 
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
Dynamic Urban Transit Optimization: A Graph Neural Network Approach for Real-...
 
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
Structural Analysis and Design of Multi-Storey Symmetric and Asymmetric Shape...
 
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
A Review of “Seismic Response of RC Structures Having Plan and Vertical Irreg...
 
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADASA REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
 
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
Long Term Trend Analysis of Precipitation and Temperature for Asosa district,...
 
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD ProP.E.B. Framed Structure Design and Analysis Using STAAD Pro
P.E.B. Framed Structure Design and Analysis Using STAAD Pro
 
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
A Review on Innovative Fiber Integration for Enhanced Reinforcement of Concre...
 
Survey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare SystemSurvey Paper on Cloud-Based Secured Healthcare System
Survey Paper on Cloud-Based Secured Healthcare System
 
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridgesReview on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
 
React based fullstack edtech web application
React based fullstack edtech web applicationReact based fullstack edtech web application
React based fullstack edtech web application
 
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
A Comprehensive Review of Integrating IoT and Blockchain Technologies in the ...
 
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
A REVIEW ON THE PERFORMANCE OF COCONUT FIBRE REINFORCED CONCRETE.
 
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
Optimizing Business Management Process Workflows: The Dynamic Influence of Mi...
 
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic DesignMultistoried and Multi Bay Steel Building Frame by using Seismic Design
Multistoried and Multi Bay Steel Building Frame by using Seismic Design
 
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
 

Recently uploaded

Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxAsutosh Ranjan
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSRajkumarAkumalla
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxupamatechverse
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )Tsuyoshi Horigome
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations120cr0395
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...ranjana rawat
 
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...ranjana rawat
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls in Nagpur High Profile
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Call Girls in Nagpur High Profile
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 

Recently uploaded (20)

Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
Call Girls in Nagpur Suman Call 7001035870 Meet With Nagpur Escorts
 
Coefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptxCoefficient of Thermal Expansion and their Importance.pptx
Coefficient of Thermal Expansion and their Importance.pptx
 
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICSHARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
HARDNESS, FRACTURE TOUGHNESS AND STRENGTH OF CERAMICS
 
Introduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptxIntroduction to Multiple Access Protocol.pptx
Introduction to Multiple Access Protocol.pptx
 
SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )SPICE PARK APR2024 ( 6,793 SPICE Models )
SPICE PARK APR2024 ( 6,793 SPICE Models )
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Extrusion Processes and Their Limitations
Extrusion Processes and Their LimitationsExtrusion Processes and Their Limitations
Extrusion Processes and Their Limitations
 
Roadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and RoutesRoadmap to Membership of RICS - Pathways and Routes
Roadmap to Membership of RICS - Pathways and Routes
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCRCall Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
 
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
The Most Attractive Pune Call Girls Budhwar Peth 8250192130 Will You Miss Thi...
 
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...
(TARA) Talegaon Dabhade Call Girls Just Call 7001035870 [ Cash on Delivery ] ...
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service NashikCall Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
Call Girls Service Nashik Vaishnavi 7001305949 Independent Escort Service Nashik
 
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...Top Rated  Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
Top Rated Pune Call Girls Budhwar Peth ⟟ 6297143586 ⟟ Call Me For Genuine Se...
 
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANVI) Koregaon Park Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 

IRJET - Indian Vehicle License Plate Recognition for Vehicle and Owner Identification

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4227 Indian Vehicle License Plate Recognition for Vehicle and Owner Identification Sarthak Tyagi1, Ishaan Singh2, Jyoti Sharma3 1,2,3B.Tech (Final Year), Information Technology, ABES Engineering College, Uttar Pradesh, India ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract - In India vehicle and its owner identification isan important and challenging problem because of large number of registered vehicles. Vehicle license plate recognition for vehicle and its owner identificationbecomesnecessaryand the need of hour in case of suspected vehicles and their owners who break traffic rules and are involved in other illegal activities. There are multiple Vehicle LicensePlateRecognition systems but they are only restricted to the vehicle licenseplate recognition and the challenging task is the retrieval of vehicle and owner details because of unavailability of a public database. This paper involves the approach for vehicle license plate recognition as well as utilizing the vehicle license plate number for retrieving the vehicle and owner details which includes all the necessary details as vehicle owner name, vehicle registration date, vehicle model name, vehicle insurance details, vehicle fitness details, pollution validityand other necessary information Key Words: OpenCV, Canny Edge Detection, Contours, License Plate Detection, Optical Character Recognition, POST Request, BeautifulSoup, Vehicle and Owner Identification. 1. INTRODUCTION Vehicles can be considered as a source of information by recognizing vehicle license plate and recover vehicle and owner information. This system can be used for  Vehicle Surveillance: For prevention of non- payment activities atpetrol stations,toll taxstations and drive-in places.  Traffic Management: For identifying vehicle and their owners who are suspecting forviolatingtraffic rules.  Parking Management: For identifying the owner of vehicles parked at unspecified places.  Vehicle Verification: For verifying the vehicle insurance, pollution and registration details. This system is a collection of following methods which are followed in order to recognize vehicle license plate, recognition and optical characters andthenusingthevehicle license plate number to give vehicle and owner details. Fig. 1.1 System Flow Diagram The stated problem can be divided into following sub- problems: a. NUMBER PLATE DETECTION: This problem can be tackled using Object Detection approach where we need to train our model using the car/other vehicle images with number plate. b. EXTRACTING TEXT FROM THE DETECTED NUMBER PLATE: This problem can be solved using OCR (Optical Character Recognition) which can be helpfulinextracting alphanumeric characters from cropped Number Plate images. PyTesseract an open source python library is used for optical character recognition. c. SENDING REQUESTS: The vehicle license plate number recognized through Optical CharacterRecognitioncanbe used to display the details of vehicles and the owner name by sending the get and post requests to vahan website using requests.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4228 d. DISPLAYING VEHICLE AND OWNER DETAILS: The response is scraped using Beautiful Soup and presented in a readable form to the user of the system. 2. LITERATURE SURVEY Under literature review we studied the various research papers on number plate recognition system and owner identification, In [1] authors focused on different approaches to automatic number plate recognition considering the different factors like image size, lightning conditions, character segmentation using Probabilistic Neural Network but the system is limited to vehicle licenseplate detection and an extension for vehicle owner identification. In [2] authors introduced vehicle identification by capturing the vehicle image followed by license plate extraction and optical character recognition. Recognised vehicle license plate number is then compared with existing database records retrieving details like vehicle owner, place of registration. The identification is dependent on the database coverage limited to a certain data entries. This system is implemented in MATLAB. In [3] authors suggested new algorithm for license plate detection involving sobel vertical edge detection, thresholding and bounding box analysis for vehicle plate extraction. For character segmentation the author uses projection analysis and connected component analysis. This system is also restricted to license plate detection. In [4] authors explained mid-level filtering using a 3x3 kernel for noise reduction and histogram equalizer for enhancing the contrast of the image. Edges are detected using mathematical morphological transform. In [5] authors discussed the use of template matchingfor optical character recognition. Template Matching used a database of templates (A-Z a-z 0-9), upon matching the segmented characters, character with maximum co- related template are matched. In [6] authors discussed four methods digitization of image, edge detection, separation of characters and template. Authors used morphological operations for plate detection and connected component analysis for character segmentation, the entire system is written in MATLAB. In [7] authors discussed on using Artificial Neural Network and K Nearest Neighbours Classification algorithm for the classification and recognition of characters respectively with the highest accuracy rate of up to 87%. In [8] authors concentrated on localizing the vehicle license plates in their true colours. This system uses pre- processing techniques as median filtering and histogram equalization for reducing noise and improving contrast. Edges are detected in natural colours usingsobel vertical edge detection. In [9] authors introduced the systemfortheclassification of military and non-military vehicles by license plate extraction, character segmentation and template matching hence classifying vehicles based on certain distinguished features on the vehicle license plate in military and non-military vehicles. In [10] authors discussed automatic vehicle plate registration and retrieving owner details from a large database. This system involves capturing vehicle image followed by grey scale conversion, filtering for noise removal, extracting the license plate, line segmentation and then template matching for matching the segmented characters with the prepared templates.Matchedvehicle registration number is used to retrieve details from the Regional Transport Office (R.T.O) database. 3. PROPOSED METHODS 3.1 LICENSE PLATE DETECTION License Plate Detection takes vehicle image as an input and extracts the license plate from the Vehicle image after detecting the co-ordinates of the license plate on the vehicle. It involves multiple pre- processing steps which are as follows  Greyscale Conversion: Grey Scale Conversion to reduce colour channels thereby reducing complexity and ensuring support for subsequent operations.  Bilateral Filtering: Image filtering allows you to apply various effects to an image. The Bilateral Filter operation applies a bilateral image to a filter.  Canny Edge Detection: Canny Edge Detection is a popular edge detection algorithm. It was developed by John F. Canny in 1986. It is a multi-stage algorithm and we will go through each stage as i. Noise Reduction ii. Finding Intensity Gradient iii. Non-Maximum Suppression iv. Hysteresis Thresholding
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4229 Fig. 3.1.1 Canny Edge Detection  Contours: Contours are defined as the line joining all the points along the boundary of an image that are having the sameintensity.Contourscomehandy in shape analysis, finding the size of the object of interest, and object detection. Fig. 3.1.2 Detecting License Plate 3.2 OPTICAL CHARACTER RECOGNITION The extracted number plate from the vehicle image is now processed for optical character recognition which refers to extracting alpha numeric characters as string from cropped vehicle license plate. This system uses Python-Tesseract or PyTesseract for optical character recognition. PyTesseract is based on Google’s Tesseract OCR Engine which is an open source and most accurate optical character recognition engine. Fig. 3.2.1 Cropped Licensed Plate Fig. 3.2.2 Optically Recognized Characters 3.3 SENDING REQUESTS This phase of the system focuses onretrievingthevehicle and owner details by using the optically recognised characters from the vehicle license plate. It involves the following steps  Sending GET request: In order to retrieve the information from the Indian government website’s page for knowing your vehicle details https://vahan.nic.in/nrservices/faces/user/searchs tatus.xhtml , first step is to send a get request using Python “requests” library to the website for downloading the captcha image and using OCR on the captcha image with the help of PyTesseract, the output of PyTesseract is used for bypassing the captcha on the website. Note- Thissystembypassessimpleword captcha on the website for educational and research purposes as stated on the website without any involvement of commercial interest. This step also uses web scraping using BeautifulSoup to retrieve a randomly generated JavaScript value which is required as a hidden form parameter while sending Post request in the next step to identify bots.  Sending POST request: After bypassing the captcha, the vehicle license plate number and bypassed captcha strings are passed as form inputs along with randomly generated JavaScript values to generate the POST request response.  Scraping the POST request response: The POST request response is then scraped and converted into human readable form by scraping through python library BeautifulSoup
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 07 Issue: 03 | Mar 2020 www.irjet.net p-ISSN: 2395-0072 © 2020, IRJET | Impact Factor value: 7.34 | ISO 9001:2008 Certified Journal | Page 4230 3.4 FINAL OUTPUT Fig. 3.4.1 Vehicle and Owner Details 4. APPLICATIONS The application of this system includes parking management, identifying suspicious vehicle and owners, prevention of non-payment activities at toll booths, petrol and gas stations. The information retrieved about the vehicle can be used to verify useful information. 5. CONCLUSION This system detects the license platefromthevehicleand the extracted license plate serves as input for PyTesseract which performs optical character recognition and gives vehicle license plate number in string form as an output. Hence the vehicle number and bypassed captcha text after GET request on vahan website are sent using the POST request, the response is scraped using BeautifulSoup and vehicle and owner details are displayed. 6. FUTURE SCOPE The accuracy of optical character recognition in this system can be improved by manually training the PyTesseract for certain specific fonts and languages enabling the multi-lingual Optical character recognition. This system can also be exploited for identifying stolen vehicles passing through toll booths or petrol stations. 7. REFERENCES [1]. Chirag Patel, Dipti Shah, Atul Patel, “Automatic e Recognition System: A survey” International Journal of Computer Applications (0975– 8887)Volume69– No.9,May 2013. [2] Muhammad Tahir Qadri, Muhammad Asif, “Automatic Number Plate Recognition System for Vehicle Identification Using Optical Character Recognition” IEEE 2009 International Conference on Educational Technology and Computer Singapore, D.O.I 10.1109/ICETC.2009.54. [3].Ronak Patel, Narendra Patel, Keyur Brahmbhatt, “Automatic License Plate Recognition” IJCSMC , Volume 2, Issue 4 (Pg.285– Pg.294), April 2013. [4]. Sushama Bailmare H, A.B Gadicha, “A Review Paper on Vehicle Number Plate Recognition (VNPR) using Improved Character Segmentation Method” International Journal of Scientific and Research Publications, Volume 3, Issue 12, December 2013. [5]Aniruddh Puranic, Deepak K.T, Umadevi V, “Vehicle Number Plate Recognition System: A Literature Review and Implementation using Template Matching” International Journal of Computer Applications (0975– 8887)Volume134 – No.1, January 2016. [6].Suprokash Dey, Amitava Choudhury,JoydeepMukherjee, “An Efficient Technique to Recognize License Plate using Morphological Edge Detection and Character Matching Algorithm” International Journal of Computer Applications (0975-8887) Volume 101- No. 15, September 2014. [7] Monika Arora, AnubhaJain, Shubham Rustagi, Tushar Yadav, "Automatic Number Plate Recognition System Using Optical Character Recognition", International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), ISSN : 2456-3307, Volume 5 Issue 2, pp. 986-992, March-April 2019. [8]Satadal Saha, Subhadip Basu, Mita Nasipuri,Dipak Kumar Basu, “License Plate Localization fromVehicle Images: An Edge Based Multi-stage Approach”, International Journal of Recent Trends in Engineering, Vol 1, No. 1, May 2009. [9] Ishraq Haider Chowdhury, Afsana Abida, Nur-E-Zannat, Naresh Singh Chauhan “Universal Vehicle Identification and Classification System (UVICS) Using Image Processing” International Journal of Pure and Applied Mathematics, Volume 118 No. 18 2018, 3115-3125. [10] Divya K.N, Ajit Danti, “RECOGNITION OF VEHICLE NUMBER PLATES AND RETRIEVAL OF VEHICLE OWNER’S REGISTRATION DETAILS” International Journal of Innovative Research in Technology &Science(IJIRT)Volume 2 Issue3.