SlideShare a Scribd company logo
1 of 3
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 4405
Face Recognition and Fingerprint based Attendance Monitoring System
Prof. Mohini Mohan Sawarkar1, Mr. Atif Imran Penkar1, Mr. Prithviraj Raju Mudaliar1,
Ms. Rituja Arun Raut1, Mr. Yash Rajendra Vispute1
1Department of Instrumentation, Bharati Vidyapeeth College of Engineering, Belpada, Navi Mumbai
---------------------------------------------------------------------***----------------------------------------------------------------------
Abstract – This project aims to record the attendance
without manual intervention. In the era of technology that
changes and modifies daily, use biometrics is themostpopular
and trending technology. It hasmanyapplicationsfromsecure
accessibility to taking attendance. In this project, fingerprint
and face recognition is used together to mark the attendance
of students. This is implemented using Arduino UNO and
Raspberry Pi as the controllers. A fingerprint sensor is
connected with Arduino and camera module with Raspberry
Pi. First, finger is scanned and then the face is recognized with
the help of the database. Final attendance is accessed via the
internet by the authorized personnel.
Key Words: Fingerprint, Face recognition, Arduino UNO,
Raspberry Pi, Database
1. INTRODUCTION
Taking attendance manually for a class of almost 60-80
students can be a time-consuming task if thought of it in a
long run. To save the hassle and time, biometric systems are
used extensively nowadays. Each person has a unique
biometric feature such as fingerprint, face structure, iris,
voice, etc. These unique features can be used to record &
monitor attendance accurately and thereby decreasing
chances of malpractices.
With the help of machine learning, this can be implemented.
2. WORKING
Fig -1: Block Diagram
Fig. 1 shows the basic working of the attendance monitoring
system. The aim is to combine the concepts of biometrics &
machinelearning to record attendance. This is done by using
Arduino UNO & Raspberry Pi 3. The fingerprint sensor is
interfaced with Arduino UNO and the camera module is
interfaced with Raspberry Pi 3. The data obtained from both
the controllers is sent to php database on private web
hosting. The initial step is to feed the data to the controllers.
While recording the attendance both fingerprint and face
data of a person should match for the attendance to be
marked. The database can only be accessed by authorized
personnel.
2.1 Fingerprint
There are 2 steps for the working of this part. Firstly, a new
fingerprint is enrolled in the database along with the ID
number of the person. Secondly, to record the temporary
entry, when a finger is sensed by the sensor, it compares the
identified fingerprint with the fingerprints already storedin
the database. This temporary data is sent to phpMyAdmin.
The identification is done by using the “1: N” principle.
Fig -2: Arduino UNO for Fingerprint scanning, a buzzer for
audio indication
The fingerprint sensor used here is R305. It is an optical
sensor. When the finger is placed on the sensor, a light
source (such as LED) is used to identify the dark parts (the
ridge of your fingerprint pattern) and light part (valley
created due to two ridges of fingerprint). This creates an
image that is sent for processing and then stored in the
database for identification for future use. When the finger is
scanned, an indication is given by 3 buzzes via a buzzer.
The data is processed using the Arduino UNO controller-
enrollment and identification. Arduino is an open-source
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 4406
controller that allows interfacing of fingerprint sensor. The
data from the Arduino UNO is sent to the server (discussed
further) via NodeMCU.
NodeMCU is an open-source IoT platform, it facilitates in
transferring the fingerprint data to the server where a
temporary entry along with the ID number is created.
2.2 Face Recognition
After the fingerprint data has been sent to the server, face
recognition is the next step to mark the final attendance.
With the help of a USB camera module, faces are recognized.
It is to be noted that face detection and face recognition are
two different things. Face detection is the identification of
faces in an image. Whereas in face recognition, already
stored facial images thatareusuallyconvertedintograyscale
are responsible for finding characteristicsthatbestdescribes
the image.
Fig -3 :An example of the stored image in a database
There are 3 algorithms for face recognition in Raspberry PI
a) EigenFaces
b) FisherFaces
c) Local Binary Patterns Histograms (LBPH)
The drawback of EigenFaces and FisherFaces is that these
are affected by the lighting conditions. As proper lighting
conditions cannot be guaranteed every time, the most
efficient method amongst the three is the LBPH method.
In the LBPH method, a 3×3 window is taken which is moved
across the image. The pixel in the center is compared with
the surrounding pixels. If the intensity value of the
surrounding pixels is less than the pixel at the center, it is
denoted with 0, else 1. Now a binary pattern is created when
the 1s and 0s are read clockwise in the 3x3 window. This
binary pattern is limited to that particular local area. In this
way, we get a list of binary patters for that particular image.
This is converted into decimal to form a histogram for that
particular image. After the face has been recognized, the
attendance of that particular person is marked. This
attendace can be accesed via a web host.
Fig-4: LBP conversion to binary.
After the face has been recognized, the attendanceismarked
of that particular person. This attendance can be accessed
via a web host.
Fig-5 :Raspberry Pi 3 as the main controller and USB
camera for face detection and face recognition.
3. SERVER
The fingerprint data along with ID number is sent to the
server via NodeMCU. The database is created on a private
web hosting, the one used here is 000webhost. This web
hosting platform is based on phpMyAdmin, which allows
creating databases. Initially, a temporary entry is created in
the “approval” database in the server as shown in Fig-5.
Fig-6 :Temporary entry of user attendance with an ID
number in “status” cloumn
The attendance is not marked at this stage, the server waits
for data from Raspberry Pi to confirm whether the
fingerprint data matches with the data received from the
Raspberry Pi. Fig-6 shows the attendance record of the
users, if both the ID number of fingerprint and face match,
the attendance of the user is marked.
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 4407
Fig-7 :Attendance of users marked along with timestamp
An important thing to be noted is that when the data is
entered in the fingerprint and face recognitionsystems,only
the ID number is stored, other details such as name, roll
number, phone number, and admission number are to be
manually entered by clicking on the “Add Student” button.
This WebHost is password protected and therefore allows
only authorized personnel to access it and make changes.
4. CONCLUSION
The proposed paper suggests a system for monitoring
attendance without human intervention hence avoiding
mistakes and malpractices. It is mainly based on machine
learning and biometrics implemented using Raspberry Pi
and Arduino UNO. It also makes use of a fingerprint sensor.
The attendance data remains secure on the webhost and the
records can be stored for a prolonged period time.
Traditionally, taking attendance is a pen-paper task. By the
use of this system, it eliminates the use of paper making it
environmentally responsible.
REFERENCES
[1] Ayush Kakkar and Ashwin Pajankar, Rasberry Pi by
Example. Packt Publishing, CA: 2016.
[2] Kiran Kumar.R and Mekala.S, “Face recognition
attendance system using Raspberry Pi,” International
Journal of Pure and Applied Mathematics, 2018,Volume
118, 3061-3065.
[3] Rajan Datt, Utsav Shah and Dharmin Shah, “Student
attendance management system using fingerprint
scanner,” International Journal of Pure and Applied
Mathematics, 2018, Volume 119, 2273-2278.
[4] Michael Kofler, the Definitive Guide to MySQL 5, 3rd
Edition. Apress, CA: 2005.
[5] Marco Schwartz, Arduino for Secret Agents. Packt
Publishing, CA: 2015.
[6] Sunila Gollapudi, Learn Computer Vision UsingOpenCV.
Apress , CA: 2019.
[7] Robin Nixon, Learning PHP, MySQL & JavaScript, 5th
Edition. O’Reilly, CA: 2018.
[8] Omkar Biradar, Anurag bhave, “Face Recognition Based
Attendance Monitoring System using Raspberry-pi and
OpenCV”, International Research Journal ofEngineering
and Technology, Volume: 06 Issue: 01 Jan 2019.

More Related Content

What's hot

IRJET- Biometric Attendance System
IRJET- Biometric Attendance SystemIRJET- Biometric Attendance System
IRJET- Biometric Attendance SystemIRJET Journal
 
Wireless Student Attendance System using Fingerprint Sensor
Wireless Student Attendance System using Fingerprint SensorWireless Student Attendance System using Fingerprint Sensor
Wireless Student Attendance System using Fingerprint Sensorijtsrd
 
IRJET- Security Empowerment using QR Code and Session Tracking for Cued R...
IRJET-  	  Security Empowerment using QR Code and Session Tracking for Cued R...IRJET-  	  Security Empowerment using QR Code and Session Tracking for Cued R...
IRJET- Security Empowerment using QR Code and Session Tracking for Cued R...IRJET Journal
 
IRJET- Technical Review of different Methods for Multi Factor Authentication
IRJET-  	  Technical Review of different Methods for Multi Factor AuthenticationIRJET-  	  Technical Review of different Methods for Multi Factor Authentication
IRJET- Technical Review of different Methods for Multi Factor AuthenticationIRJET Journal
 
IRJET - Door Lock Control using Wireless Biometric
IRJET - Door Lock Control using Wireless BiometricIRJET - Door Lock Control using Wireless Biometric
IRJET - Door Lock Control using Wireless BiometricIRJET Journal
 
IRJET - Design of Student Security System using RFID Mechanism
IRJET -  	  Design of Student Security System using RFID MechanismIRJET -  	  Design of Student Security System using RFID Mechanism
IRJET - Design of Student Security System using RFID MechanismIRJET Journal
 
IRJET- Two Way Authentication for Banking Systems
IRJET- Two Way Authentication for Banking SystemsIRJET- Two Way Authentication for Banking Systems
IRJET- Two Way Authentication for Banking SystemsIRJET Journal
 
Effective Attendance Markingusing Face Recognition & RFID Tags
Effective Attendance Markingusing Face Recognition & RFID TagsEffective Attendance Markingusing Face Recognition & RFID Tags
Effective Attendance Markingusing Face Recognition & RFID TagsIRJET Journal
 
IRJET- Fingerprient based Vehicle Starter
IRJET-  	  Fingerprient based Vehicle StarterIRJET-  	  Fingerprient based Vehicle Starter
IRJET- Fingerprient based Vehicle StarterIRJET Journal
 
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...IRJET Journal
 
Advanced Security System for Bank Lockers using Biometric and GSM
Advanced Security System for Bank Lockers using Biometric and GSMAdvanced Security System for Bank Lockers using Biometric and GSM
Advanced Security System for Bank Lockers using Biometric and GSMIRJET Journal
 
IRJET- Multi sharing Data using OTP
IRJET- Multi sharing Data using OTPIRJET- Multi sharing Data using OTP
IRJET- Multi sharing Data using OTPIRJET Journal
 
IRJET - Precocious ATM System using Iris Scanner
IRJET -  	  Precocious ATM System using Iris ScannerIRJET -  	  Precocious ATM System using Iris Scanner
IRJET - Precocious ATM System using Iris ScannerIRJET Journal
 
IRJET-An Interline Dynamic Voltage Restorer (IDVR)
IRJET-An Interline Dynamic Voltage Restorer (IDVR)IRJET-An Interline Dynamic Voltage Restorer (IDVR)
IRJET-An Interline Dynamic Voltage Restorer (IDVR)IRJET Journal
 
IRJET- Vision based Security System and Automation using Internet of Things
IRJET- Vision based Security System and Automation using Internet of ThingsIRJET- Vision based Security System and Automation using Internet of Things
IRJET- Vision based Security System and Automation using Internet of ThingsIRJET Journal
 
IRJET- Automatic Irrigation System using Arduino UNO
IRJET- Automatic Irrigation System using Arduino UNOIRJET- Automatic Irrigation System using Arduino UNO
IRJET- Automatic Irrigation System using Arduino UNOIRJET Journal
 

What's hot (19)

[IJET V2I3P6] Authors: Ajeeth, Sandhya raani M
[IJET V2I3P6] Authors:  Ajeeth, Sandhya raani M[IJET V2I3P6] Authors:  Ajeeth, Sandhya raani M
[IJET V2I3P6] Authors: Ajeeth, Sandhya raani M
 
IRJET- Biometric Attendance System
IRJET- Biometric Attendance SystemIRJET- Biometric Attendance System
IRJET- Biometric Attendance System
 
Wireless Student Attendance System using Fingerprint Sensor
Wireless Student Attendance System using Fingerprint SensorWireless Student Attendance System using Fingerprint Sensor
Wireless Student Attendance System using Fingerprint Sensor
 
IMPLEMENTATION OF SECURE DOOR AUTOMATION SYSTEMS USING INFRARED SENSORS
IMPLEMENTATION OF SECURE DOOR AUTOMATION SYSTEMS USING  INFRARED SENSORS IMPLEMENTATION OF SECURE DOOR AUTOMATION SYSTEMS USING  INFRARED SENSORS
IMPLEMENTATION OF SECURE DOOR AUTOMATION SYSTEMS USING INFRARED SENSORS
 
IRJET- Security Empowerment using QR Code and Session Tracking for Cued R...
IRJET-  	  Security Empowerment using QR Code and Session Tracking for Cued R...IRJET-  	  Security Empowerment using QR Code and Session Tracking for Cued R...
IRJET- Security Empowerment using QR Code and Session Tracking for Cued R...
 
IRJET- Technical Review of different Methods for Multi Factor Authentication
IRJET-  	  Technical Review of different Methods for Multi Factor AuthenticationIRJET-  	  Technical Review of different Methods for Multi Factor Authentication
IRJET- Technical Review of different Methods for Multi Factor Authentication
 
IRJET - Door Lock Control using Wireless Biometric
IRJET - Door Lock Control using Wireless BiometricIRJET - Door Lock Control using Wireless Biometric
IRJET - Door Lock Control using Wireless Biometric
 
IRJET - Design of Student Security System using RFID Mechanism
IRJET -  	  Design of Student Security System using RFID MechanismIRJET -  	  Design of Student Security System using RFID Mechanism
IRJET - Design of Student Security System using RFID Mechanism
 
april201629
april201629april201629
april201629
 
IRJET- Two Way Authentication for Banking Systems
IRJET- Two Way Authentication for Banking SystemsIRJET- Two Way Authentication for Banking Systems
IRJET- Two Way Authentication for Banking Systems
 
Effective Attendance Markingusing Face Recognition & RFID Tags
Effective Attendance Markingusing Face Recognition & RFID TagsEffective Attendance Markingusing Face Recognition & RFID Tags
Effective Attendance Markingusing Face Recognition & RFID Tags
 
IRJET- Fingerprient based Vehicle Starter
IRJET-  	  Fingerprient based Vehicle StarterIRJET-  	  Fingerprient based Vehicle Starter
IRJET- Fingerprient based Vehicle Starter
 
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...IRJET -  	  Image Thresholding based Secured Electronic Smart Voting Machine ...
IRJET - Image Thresholding based Secured Electronic Smart Voting Machine ...
 
Advanced Security System for Bank Lockers using Biometric and GSM
Advanced Security System for Bank Lockers using Biometric and GSMAdvanced Security System for Bank Lockers using Biometric and GSM
Advanced Security System for Bank Lockers using Biometric and GSM
 
IRJET- Multi sharing Data using OTP
IRJET- Multi sharing Data using OTPIRJET- Multi sharing Data using OTP
IRJET- Multi sharing Data using OTP
 
IRJET - Precocious ATM System using Iris Scanner
IRJET -  	  Precocious ATM System using Iris ScannerIRJET -  	  Precocious ATM System using Iris Scanner
IRJET - Precocious ATM System using Iris Scanner
 
IRJET-An Interline Dynamic Voltage Restorer (IDVR)
IRJET-An Interline Dynamic Voltage Restorer (IDVR)IRJET-An Interline Dynamic Voltage Restorer (IDVR)
IRJET-An Interline Dynamic Voltage Restorer (IDVR)
 
IRJET- Vision based Security System and Automation using Internet of Things
IRJET- Vision based Security System and Automation using Internet of ThingsIRJET- Vision based Security System and Automation using Internet of Things
IRJET- Vision based Security System and Automation using Internet of Things
 
IRJET- Automatic Irrigation System using Arduino UNO
IRJET- Automatic Irrigation System using Arduino UNOIRJET- Automatic Irrigation System using Arduino UNO
IRJET- Automatic Irrigation System using Arduino UNO
 

Similar to IRJET - Face Recognition and Fingerprint based Attendance Monitoring System

Face Recognition using Raspberry PI for Door Lock System
Face Recognition using Raspberry PI for Door Lock SystemFace Recognition using Raspberry PI for Door Lock System
Face Recognition using Raspberry PI for Door Lock SystemIRJET Journal
 
IRJET- Face Recognition based Attendance System using Raspberry Pi
IRJET- Face Recognition based Attendance System using Raspberry PiIRJET- Face Recognition based Attendance System using Raspberry Pi
IRJET- Face Recognition based Attendance System using Raspberry PiIRJET Journal
 
IRJET- Real-time Eye Tracking for Password Authentication
IRJET- Real-time Eye Tracking for Password AuthenticationIRJET- Real-time Eye Tracking for Password Authentication
IRJET- Real-time Eye Tracking for Password AuthenticationIRJET Journal
 
IRJET- Face Detection based on Image Processing using Raspberry Pi 4
IRJET-  	  Face Detection based on Image Processing using Raspberry Pi 4IRJET-  	  Face Detection based on Image Processing using Raspberry Pi 4
IRJET- Face Detection based on Image Processing using Raspberry Pi 4IRJET Journal
 
IRJET- IoT based Facial Recognition Biometric Attendance
IRJET- IoT based Facial Recognition Biometric AttendanceIRJET- IoT based Facial Recognition Biometric Attendance
IRJET- IoT based Facial Recognition Biometric AttendanceIRJET Journal
 
Basic Office Administration
Basic Office AdministrationBasic Office Administration
Basic Office AdministrationIRJET Journal
 
Monitoring using Face Recognition
Monitoring using Face RecognitionMonitoring using Face Recognition
Monitoring using Face RecognitionIRJET Journal
 
Biometric Identification using Opencv Based on Arduino
Biometric Identification using Opencv Based on ArduinoBiometric Identification using Opencv Based on Arduino
Biometric Identification using Opencv Based on ArduinoIRJET Journal
 
Attendance System using Android Integrated Biometric Fingerprint Recognition
Attendance System using Android Integrated Biometric Fingerprint RecognitionAttendance System using Android Integrated Biometric Fingerprint Recognition
Attendance System using Android Integrated Biometric Fingerprint RecognitionIRJET Journal
 
IRJET- Survey on Face-Recognition and Emotion Detection
IRJET- Survey on Face-Recognition and Emotion DetectionIRJET- Survey on Face-Recognition and Emotion Detection
IRJET- Survey on Face-Recognition and Emotion DetectionIRJET Journal
 
IRJET - Examination Forgery Avoidance System using Image Processing and IoT
IRJET - Examination Forgery Avoidance System using Image Processing and IoTIRJET - Examination Forgery Avoidance System using Image Processing and IoT
IRJET - Examination Forgery Avoidance System using Image Processing and IoTIRJET Journal
 
Bank Locker System Using Fingerprint Authentication & Image Processing
Bank Locker System Using Fingerprint Authentication & Image ProcessingBank Locker System Using Fingerprint Authentication & Image Processing
Bank Locker System Using Fingerprint Authentication & Image ProcessingIRJET Journal
 
IRJET- Iot based Interactive Display Unit using Raspberry PI
IRJET- Iot based Interactive Display Unit using Raspberry PIIRJET- Iot based Interactive Display Unit using Raspberry PI
IRJET- Iot based Interactive Display Unit using Raspberry PIIRJET Journal
 
IRJET - Smart Doorbell System
 IRJET - Smart Doorbell System IRJET - Smart Doorbell System
IRJET - Smart Doorbell SystemIRJET Journal
 
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOT
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOTVEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOT
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOTIRJET Journal
 
IoT based attendance system
IoT based attendance systemIoT based attendance system
IoT based attendance systemIRJET Journal
 
Smart Surveillance System through Computer Vision
Smart Surveillance System through Computer VisionSmart Surveillance System through Computer Vision
Smart Surveillance System through Computer VisionIRJET Journal
 
IRJET- Secure Automated Teller Machine (ATM) by Image Processing
IRJET-  	  Secure Automated Teller Machine (ATM) by Image ProcessingIRJET-  	  Secure Automated Teller Machine (ATM) by Image Processing
IRJET- Secure Automated Teller Machine (ATM) by Image ProcessingIRJET Journal
 
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)IRJET Journal
 
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry PiIRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry PiIRJET Journal
 

Similar to IRJET - Face Recognition and Fingerprint based Attendance Monitoring System (20)

Face Recognition using Raspberry PI for Door Lock System
Face Recognition using Raspberry PI for Door Lock SystemFace Recognition using Raspberry PI for Door Lock System
Face Recognition using Raspberry PI for Door Lock System
 
IRJET- Face Recognition based Attendance System using Raspberry Pi
IRJET- Face Recognition based Attendance System using Raspberry PiIRJET- Face Recognition based Attendance System using Raspberry Pi
IRJET- Face Recognition based Attendance System using Raspberry Pi
 
IRJET- Real-time Eye Tracking for Password Authentication
IRJET- Real-time Eye Tracking for Password AuthenticationIRJET- Real-time Eye Tracking for Password Authentication
IRJET- Real-time Eye Tracking for Password Authentication
 
IRJET- Face Detection based on Image Processing using Raspberry Pi 4
IRJET-  	  Face Detection based on Image Processing using Raspberry Pi 4IRJET-  	  Face Detection based on Image Processing using Raspberry Pi 4
IRJET- Face Detection based on Image Processing using Raspberry Pi 4
 
IRJET- IoT based Facial Recognition Biometric Attendance
IRJET- IoT based Facial Recognition Biometric AttendanceIRJET- IoT based Facial Recognition Biometric Attendance
IRJET- IoT based Facial Recognition Biometric Attendance
 
Basic Office Administration
Basic Office AdministrationBasic Office Administration
Basic Office Administration
 
Monitoring using Face Recognition
Monitoring using Face RecognitionMonitoring using Face Recognition
Monitoring using Face Recognition
 
Biometric Identification using Opencv Based on Arduino
Biometric Identification using Opencv Based on ArduinoBiometric Identification using Opencv Based on Arduino
Biometric Identification using Opencv Based on Arduino
 
Attendance System using Android Integrated Biometric Fingerprint Recognition
Attendance System using Android Integrated Biometric Fingerprint RecognitionAttendance System using Android Integrated Biometric Fingerprint Recognition
Attendance System using Android Integrated Biometric Fingerprint Recognition
 
IRJET- Survey on Face-Recognition and Emotion Detection
IRJET- Survey on Face-Recognition and Emotion DetectionIRJET- Survey on Face-Recognition and Emotion Detection
IRJET- Survey on Face-Recognition and Emotion Detection
 
IRJET - Examination Forgery Avoidance System using Image Processing and IoT
IRJET - Examination Forgery Avoidance System using Image Processing and IoTIRJET - Examination Forgery Avoidance System using Image Processing and IoT
IRJET - Examination Forgery Avoidance System using Image Processing and IoT
 
Bank Locker System Using Fingerprint Authentication & Image Processing
Bank Locker System Using Fingerprint Authentication & Image ProcessingBank Locker System Using Fingerprint Authentication & Image Processing
Bank Locker System Using Fingerprint Authentication & Image Processing
 
IRJET- Iot based Interactive Display Unit using Raspberry PI
IRJET- Iot based Interactive Display Unit using Raspberry PIIRJET- Iot based Interactive Display Unit using Raspberry PI
IRJET- Iot based Interactive Display Unit using Raspberry PI
 
IRJET - Smart Doorbell System
 IRJET - Smart Doorbell System IRJET - Smart Doorbell System
IRJET - Smart Doorbell System
 
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOT
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOTVEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOT
VEHICLE ANTI THEFT DETECTION AND PROTECTION WITH IMAGE CAPTURE USING IOT
 
IoT based attendance system
IoT based attendance systemIoT based attendance system
IoT based attendance system
 
Smart Surveillance System through Computer Vision
Smart Surveillance System through Computer VisionSmart Surveillance System through Computer Vision
Smart Surveillance System through Computer Vision
 
IRJET- Secure Automated Teller Machine (ATM) by Image Processing
IRJET-  	  Secure Automated Teller Machine (ATM) by Image ProcessingIRJET-  	  Secure Automated Teller Machine (ATM) by Image Processing
IRJET- Secure Automated Teller Machine (ATM) by Image Processing
 
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)
IMPLEMENTATION OF IDS (INTRUDER DETECTION SYSTEM)
 
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry PiIRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry Pi
 

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

Moment Distribution Method For Btech Civil
Moment Distribution Method For Btech CivilMoment Distribution Method For Btech Civil
Moment Distribution Method For Btech CivilVinayVitekari
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Call Girls Mumbai
 
Wadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptxWadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptxNadaHaitham1
 
Computer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersComputer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersMairaAshraf6
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptDineshKumar4165
 
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxOrlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxMuhammadAsimMuhammad6
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.Kamal Acharya
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VDineshKumar4165
 
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptx
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptxS1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptx
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptxSCMS School of Architecture
 
Verification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxVerification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxchumtiyababu
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiessarkmank1
 
Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesRAJNEESHKUMAR341697
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfJiananWang21
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdfKamal Acharya
 
A Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityA Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityMorshed Ahmed Rahath
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"mphochane1998
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesMayuraD1
 
DC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equationDC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equationBhangaleSonal
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdfKamal Acharya
 

Recently uploaded (20)

Moment Distribution Method For Btech Civil
Moment Distribution Method For Btech CivilMoment Distribution Method For Btech Civil
Moment Distribution Method For Btech Civil
 
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
Bhubaneswar🌹Call Girls Bhubaneswar ❤Komal 9777949614 💟 Full Trusted CALL GIRL...
 
Wadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptxWadi Rum luxhotel lodge Analysis case study.pptx
Wadi Rum luxhotel lodge Analysis case study.pptx
 
Integrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - NeometrixIntegrated Test Rig For HTFE-25 - Neometrix
Integrated Test Rig For HTFE-25 - Neometrix
 
Computer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to ComputersComputer Lecture 01.pptxIntroduction to Computers
Computer Lecture 01.pptxIntroduction to Computers
 
Thermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.pptThermal Engineering -unit - III & IV.ppt
Thermal Engineering -unit - III & IV.ppt
 
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptxOrlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
Orlando’s Arnold Palmer Hospital Layout Strategy-1.pptx
 
Employee leave management system project.
Employee leave management system project.Employee leave management system project.
Employee leave management system project.
 
Thermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - VThermal Engineering-R & A / C - unit - V
Thermal Engineering-R & A / C - unit - V
 
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptx
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptxS1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptx
S1S2 B.Arch MGU - HOA1&2 Module 3 -Temple Architecture of Kerala.pptx
 
Verification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptxVerification of thevenin's theorem for BEEE Lab (1).pptx
Verification of thevenin's theorem for BEEE Lab (1).pptx
 
PE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and propertiesPE 459 LECTURE 2- natural gas basic concepts and properties
PE 459 LECTURE 2- natural gas basic concepts and properties
 
Engineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planesEngineering Drawing focus on projection of planes
Engineering Drawing focus on projection of planes
 
data_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdfdata_management_and _data_science_cheat_sheet.pdf
data_management_and _data_science_cheat_sheet.pdf
 
Online food ordering system project report.pdf
Online food ordering system project report.pdfOnline food ordering system project report.pdf
Online food ordering system project report.pdf
 
A Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna MunicipalityA Study of Urban Area Plan for Pabna Municipality
A Study of Urban Area Plan for Pabna Municipality
 
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments""Lesotho Leaps Forward: A Chronicle of Transformative Developments"
"Lesotho Leaps Forward: A Chronicle of Transformative Developments"
 
DeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakesDeepFakes presentation : brief idea of DeepFakes
DeepFakes presentation : brief idea of DeepFakes
 
DC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equationDC MACHINE-Motoring and generation, Armature circuit equation
DC MACHINE-Motoring and generation, Armature circuit equation
 
School management system project Report.pdf
School management system project Report.pdfSchool management system project Report.pdf
School management system project Report.pdf
 

IRJET - Face Recognition and Fingerprint based Attendance Monitoring System

  • 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 4405 Face Recognition and Fingerprint based Attendance Monitoring System Prof. Mohini Mohan Sawarkar1, Mr. Atif Imran Penkar1, Mr. Prithviraj Raju Mudaliar1, Ms. Rituja Arun Raut1, Mr. Yash Rajendra Vispute1 1Department of Instrumentation, Bharati Vidyapeeth College of Engineering, Belpada, Navi Mumbai ---------------------------------------------------------------------***---------------------------------------------------------------------- Abstract – This project aims to record the attendance without manual intervention. In the era of technology that changes and modifies daily, use biometrics is themostpopular and trending technology. It hasmanyapplicationsfromsecure accessibility to taking attendance. In this project, fingerprint and face recognition is used together to mark the attendance of students. This is implemented using Arduino UNO and Raspberry Pi as the controllers. A fingerprint sensor is connected with Arduino and camera module with Raspberry Pi. First, finger is scanned and then the face is recognized with the help of the database. Final attendance is accessed via the internet by the authorized personnel. Key Words: Fingerprint, Face recognition, Arduino UNO, Raspberry Pi, Database 1. INTRODUCTION Taking attendance manually for a class of almost 60-80 students can be a time-consuming task if thought of it in a long run. To save the hassle and time, biometric systems are used extensively nowadays. Each person has a unique biometric feature such as fingerprint, face structure, iris, voice, etc. These unique features can be used to record & monitor attendance accurately and thereby decreasing chances of malpractices. With the help of machine learning, this can be implemented. 2. WORKING Fig -1: Block Diagram Fig. 1 shows the basic working of the attendance monitoring system. The aim is to combine the concepts of biometrics & machinelearning to record attendance. This is done by using Arduino UNO & Raspberry Pi 3. The fingerprint sensor is interfaced with Arduino UNO and the camera module is interfaced with Raspberry Pi 3. The data obtained from both the controllers is sent to php database on private web hosting. The initial step is to feed the data to the controllers. While recording the attendance both fingerprint and face data of a person should match for the attendance to be marked. The database can only be accessed by authorized personnel. 2.1 Fingerprint There are 2 steps for the working of this part. Firstly, a new fingerprint is enrolled in the database along with the ID number of the person. Secondly, to record the temporary entry, when a finger is sensed by the sensor, it compares the identified fingerprint with the fingerprints already storedin the database. This temporary data is sent to phpMyAdmin. The identification is done by using the “1: N” principle. Fig -2: Arduino UNO for Fingerprint scanning, a buzzer for audio indication The fingerprint sensor used here is R305. It is an optical sensor. When the finger is placed on the sensor, a light source (such as LED) is used to identify the dark parts (the ridge of your fingerprint pattern) and light part (valley created due to two ridges of fingerprint). This creates an image that is sent for processing and then stored in the database for identification for future use. When the finger is scanned, an indication is given by 3 buzzes via a buzzer. The data is processed using the Arduino UNO controller- enrollment and identification. Arduino is an open-source
  • 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 4406 controller that allows interfacing of fingerprint sensor. The data from the Arduino UNO is sent to the server (discussed further) via NodeMCU. NodeMCU is an open-source IoT platform, it facilitates in transferring the fingerprint data to the server where a temporary entry along with the ID number is created. 2.2 Face Recognition After the fingerprint data has been sent to the server, face recognition is the next step to mark the final attendance. With the help of a USB camera module, faces are recognized. It is to be noted that face detection and face recognition are two different things. Face detection is the identification of faces in an image. Whereas in face recognition, already stored facial images thatareusuallyconvertedintograyscale are responsible for finding characteristicsthatbestdescribes the image. Fig -3 :An example of the stored image in a database There are 3 algorithms for face recognition in Raspberry PI a) EigenFaces b) FisherFaces c) Local Binary Patterns Histograms (LBPH) The drawback of EigenFaces and FisherFaces is that these are affected by the lighting conditions. As proper lighting conditions cannot be guaranteed every time, the most efficient method amongst the three is the LBPH method. In the LBPH method, a 3×3 window is taken which is moved across the image. The pixel in the center is compared with the surrounding pixels. If the intensity value of the surrounding pixels is less than the pixel at the center, it is denoted with 0, else 1. Now a binary pattern is created when the 1s and 0s are read clockwise in the 3x3 window. This binary pattern is limited to that particular local area. In this way, we get a list of binary patters for that particular image. This is converted into decimal to form a histogram for that particular image. After the face has been recognized, the attendance of that particular person is marked. This attendace can be accesed via a web host. Fig-4: LBP conversion to binary. After the face has been recognized, the attendanceismarked of that particular person. This attendance can be accessed via a web host. Fig-5 :Raspberry Pi 3 as the main controller and USB camera for face detection and face recognition. 3. SERVER The fingerprint data along with ID number is sent to the server via NodeMCU. The database is created on a private web hosting, the one used here is 000webhost. This web hosting platform is based on phpMyAdmin, which allows creating databases. Initially, a temporary entry is created in the “approval” database in the server as shown in Fig-5. Fig-6 :Temporary entry of user attendance with an ID number in “status” cloumn The attendance is not marked at this stage, the server waits for data from Raspberry Pi to confirm whether the fingerprint data matches with the data received from the Raspberry Pi. Fig-6 shows the attendance record of the users, if both the ID number of fingerprint and face match, the attendance of the user is marked.
  • 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 4407 Fig-7 :Attendance of users marked along with timestamp An important thing to be noted is that when the data is entered in the fingerprint and face recognitionsystems,only the ID number is stored, other details such as name, roll number, phone number, and admission number are to be manually entered by clicking on the “Add Student” button. This WebHost is password protected and therefore allows only authorized personnel to access it and make changes. 4. CONCLUSION The proposed paper suggests a system for monitoring attendance without human intervention hence avoiding mistakes and malpractices. It is mainly based on machine learning and biometrics implemented using Raspberry Pi and Arduino UNO. It also makes use of a fingerprint sensor. The attendance data remains secure on the webhost and the records can be stored for a prolonged period time. Traditionally, taking attendance is a pen-paper task. By the use of this system, it eliminates the use of paper making it environmentally responsible. REFERENCES [1] Ayush Kakkar and Ashwin Pajankar, Rasberry Pi by Example. Packt Publishing, CA: 2016. [2] Kiran Kumar.R and Mekala.S, “Face recognition attendance system using Raspberry Pi,” International Journal of Pure and Applied Mathematics, 2018,Volume 118, 3061-3065. [3] Rajan Datt, Utsav Shah and Dharmin Shah, “Student attendance management system using fingerprint scanner,” International Journal of Pure and Applied Mathematics, 2018, Volume 119, 2273-2278. [4] Michael Kofler, the Definitive Guide to MySQL 5, 3rd Edition. Apress, CA: 2005. [5] Marco Schwartz, Arduino for Secret Agents. Packt Publishing, CA: 2015. [6] Sunila Gollapudi, Learn Computer Vision UsingOpenCV. Apress , CA: 2019. [7] Robin Nixon, Learning PHP, MySQL & JavaScript, 5th Edition. O’Reilly, CA: 2018. [8] Omkar Biradar, Anurag bhave, “Face Recognition Based Attendance Monitoring System using Raspberry-pi and OpenCV”, International Research Journal ofEngineering and Technology, Volume: 06 Issue: 01 Jan 2019.