Submit Search
Upload
IRJET- Library Management System with Facial Biometric Authentication
•
0 likes
•
13 views
IRJET Journal
Follow
https://www.irjet.net/archives/V6/i3/IRJET-V6I31031.pdf
Read less
Read more
Engineering
Report
Share
Report
Share
1 of 5
Download now
Download to read offline
Recommended
IRJET-A Survey on Face Recognition based Security System and its Applications
IRJET-A Survey on Face Recognition based Security System and its Applications
IRJET Journal
IRJET- Face Recognition using Deep Learning
IRJET- Face Recognition using Deep Learning
IRJET Journal
IRJET- Free & Generic Facial Attendance System using Android
IRJET- Free & Generic Facial Attendance System using Android
IRJET Journal
IRJET- A Study on Automated Attendance System using Facial Recognition
IRJET- A Study on Automated Attendance System using Facial Recognition
IRJET Journal
AN IMAGE BASED ATTENDANCE SYSTEM FOR MOBILE PHONES
AN IMAGE BASED ATTENDANCE SYSTEM FOR MOBILE PHONES
AM Publications
IRJET - Real Time Facial Analysis using Tensorflowand OpenCV
IRJET - Real Time Facial Analysis using Tensorflowand OpenCV
IRJET Journal
IRJET- Attendance Management System using Real Time Face Recognition
IRJET- Attendance Management System using Real Time Face Recognition
IRJET Journal
IRJET - Biometric Traits and Applications of Fingerprint
IRJET - Biometric Traits and Applications of Fingerprint
IRJET Journal
Recommended
IRJET-A Survey on Face Recognition based Security System and its Applications
IRJET-A Survey on Face Recognition based Security System and its Applications
IRJET Journal
IRJET- Face Recognition using Deep Learning
IRJET- Face Recognition using Deep Learning
IRJET Journal
IRJET- Free & Generic Facial Attendance System using Android
IRJET- Free & Generic Facial Attendance System using Android
IRJET Journal
IRJET- A Study on Automated Attendance System using Facial Recognition
IRJET- A Study on Automated Attendance System using Facial Recognition
IRJET Journal
AN IMAGE BASED ATTENDANCE SYSTEM FOR MOBILE PHONES
AN IMAGE BASED ATTENDANCE SYSTEM FOR MOBILE PHONES
AM Publications
IRJET - Real Time Facial Analysis using Tensorflowand OpenCV
IRJET - Real Time Facial Analysis using Tensorflowand OpenCV
IRJET Journal
IRJET- Attendance Management System using Real Time Face Recognition
IRJET- Attendance Management System using Real Time Face Recognition
IRJET Journal
IRJET - Biometric Traits and Applications of Fingerprint
IRJET - Biometric Traits and Applications of Fingerprint
IRJET Journal
Face Recognition Based Automated Student Attendance System
Face Recognition Based Automated Student Attendance System
ijtsrd
Internation Journal Conference
Internation Journal Conference
Hemanth Kumar
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
International Center for Biometric Research
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
ijtsrd
Face Recognition Based Attendance System using Machine Learning
Face Recognition Based Attendance System using Machine Learning
YogeshIJTSRD
IJSRED-V2I1P12
IJSRED-V2I1P12
IJSRED
IRJET- Computerized Attendance System using Face Recognition
IRJET- Computerized Attendance System using Face Recognition
IRJET Journal
Facial Recognition and Detection Technical Review
Facial Recognition and Detection Technical Review
Tkeyah Anderson
Automated attendance system using Face recognition
Automated attendance system using Face recognition
IRJET Journal
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
ijceronline
A Hybrid Approach to Face Detection And Feature Extraction
A Hybrid Approach to Face Detection And Feature Extraction
iosrjce
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
IAEME Publication
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
IRJET Journal
Facial Expression Identification System
Facial Expression Identification System
IRJET Journal
AI Approach for Iris Biometric Recognition Using a Median Filter
AI Approach for Iris Biometric Recognition Using a Median Filter
NIDHI SHARMA
IRJET- Automated Attendance System using Face Recognition
IRJET- Automated Attendance System using Face Recognition
IRJET Journal
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
aciijournal
Overview of the Biometrics Lab at Purdue
Overview of the Biometrics Lab at Purdue
International Center for Biometric Research
ATTENDANCE BY FACE RECOGNITION USING AI
ATTENDANCE BY FACE RECOGNITION USING AI
IRJET Journal
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
IRJET Journal
IRJET- Implementation of Attendance System using Face Recognition
IRJET- Implementation of Attendance System using Face Recognition
IRJET Journal
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
IRJET Journal
More Related Content
What's hot
Face Recognition Based Automated Student Attendance System
Face Recognition Based Automated Student Attendance System
ijtsrd
Internation Journal Conference
Internation Journal Conference
Hemanth Kumar
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
International Center for Biometric Research
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
ijtsrd
Face Recognition Based Attendance System using Machine Learning
Face Recognition Based Attendance System using Machine Learning
YogeshIJTSRD
IJSRED-V2I1P12
IJSRED-V2I1P12
IJSRED
IRJET- Computerized Attendance System using Face Recognition
IRJET- Computerized Attendance System using Face Recognition
IRJET Journal
Facial Recognition and Detection Technical Review
Facial Recognition and Detection Technical Review
Tkeyah Anderson
Automated attendance system using Face recognition
Automated attendance system using Face recognition
IRJET Journal
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
ijceronline
A Hybrid Approach to Face Detection And Feature Extraction
A Hybrid Approach to Face Detection And Feature Extraction
iosrjce
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
IAEME Publication
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
IRJET Journal
Facial Expression Identification System
Facial Expression Identification System
IRJET Journal
AI Approach for Iris Biometric Recognition Using a Median Filter
AI Approach for Iris Biometric Recognition Using a Median Filter
NIDHI SHARMA
IRJET- Automated Attendance System using Face Recognition
IRJET- Automated Attendance System using Face Recognition
IRJET Journal
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
aciijournal
Overview of the Biometrics Lab at Purdue
Overview of the Biometrics Lab at Purdue
International Center for Biometric Research
What's hot
(18)
Face Recognition Based Automated Student Attendance System
Face Recognition Based Automated Student Attendance System
Internation Journal Conference
Internation Journal Conference
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
(2005) Implementation of Hand Geometry at Purdue University's Recreational Ce...
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
Cross Pose Facial Recognition Method for Tracking any Person's Location an Ap...
Face Recognition Based Attendance System using Machine Learning
Face Recognition Based Attendance System using Machine Learning
IJSRED-V2I1P12
IJSRED-V2I1P12
IRJET- Computerized Attendance System using Face Recognition
IRJET- Computerized Attendance System using Face Recognition
Facial Recognition and Detection Technical Review
Facial Recognition and Detection Technical Review
Automated attendance system using Face recognition
Automated attendance system using Face recognition
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
Scale Invariant Feature Transform Based Face Recognition from a Single Sample...
A Hybrid Approach to Face Detection And Feature Extraction
A Hybrid Approach to Face Detection And Feature Extraction
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
ADVANCED FACE RECOGNITION FOR CONTROLLING CRIME USING PCA
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
IRJET- A Comprehensive Survey and Detailed Study on Various Face Recognition ...
Facial Expression Identification System
Facial Expression Identification System
AI Approach for Iris Biometric Recognition Using a Median Filter
AI Approach for Iris Biometric Recognition Using a Median Filter
IRJET- Automated Attendance System using Face Recognition
IRJET- Automated Attendance System using Face Recognition
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
A Novel Biometric Approach for Authentication In Pervasive Computing Environm...
Overview of the Biometrics Lab at Purdue
Overview of the Biometrics Lab at Purdue
Similar to IRJET- Library Management System with Facial Biometric Authentication
ATTENDANCE BY FACE RECOGNITION USING AI
ATTENDANCE BY FACE RECOGNITION USING AI
IRJET Journal
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
IRJET Journal
IRJET- Implementation of Attendance System using Face Recognition
IRJET- Implementation of Attendance System using Face Recognition
IRJET Journal
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
IRJET Journal
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
IRJET Journal
IRJET- Student Attendance System by Face Detection
IRJET- Student Attendance System by Face Detection
IRJET Journal
Progression in Large Age-Gap Face Verification
Progression in Large Age-Gap Face Verification
IRJET Journal
Face and facial expressions recognition for blind people
Face and facial expressions recognition for blind people
IRJET Journal
IRJET - Design and Development of Android Application for Face Detection and ...
IRJET - Design and Development of Android Application for Face Detection and ...
IRJET Journal
Attendance System using Face Recognition
Attendance System using Face Recognition
IRJET Journal
Criminal Face Identification
Criminal Face Identification
IRJET Journal
MTCNN BASED AUTOMATIC ATTENDANCE SYSTEM USING FACE RECOGNITION
MTCNN BASED AUTOMATIC ATTENDANCE SYSTEM USING FACE RECOGNITION
IRJET Journal
AI-based Mechanism to Authorise Beneficiaries at Covid Vaccination Camps usin...
AI-based Mechanism to Authorise Beneficiaries at Covid Vaccination Camps usin...
IRJET Journal
IRJET- Persons Identification Tool for Visually Impaired - Digital Eye
IRJET- Persons Identification Tool for Visually Impaired - Digital Eye
IRJET Journal
IRJET-Human Face Detection and Identification using Deep Metric Learning
IRJET-Human Face Detection and Identification using Deep Metric Learning
IRJET Journal
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET Journal
IRJET - Facial Recognition based Attendance Management System
IRJET - Facial Recognition based Attendance Management System
IRJET Journal
Survey of ‘Nivritti’: survey of face recognition technologies/methods
Survey of ‘Nivritti’: survey of face recognition technologies/methods
IRJET Journal
Assessment and Improvement of Image Quality using Biometric Techniques for Fa...
Assessment and Improvement of Image Quality using Biometric Techniques for Fa...
ijceronline
Biometric Ear Recognition System
Biometric Ear Recognition System
IRJET Journal
Similar to IRJET- Library Management System with Facial Biometric Authentication
(20)
ATTENDANCE BY FACE RECOGNITION USING AI
ATTENDANCE BY FACE RECOGNITION USING AI
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
A VISUAL ATTENDANCE SYSTEM USING FACE RECOGNITION
IRJET- Implementation of Attendance System using Face Recognition
IRJET- Implementation of Attendance System using Face Recognition
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
FACE RECOGNITION ATTENDANCE SYSTEM
IRJET- Student Attendance System by Face Detection
IRJET- Student Attendance System by Face Detection
Progression in Large Age-Gap Face Verification
Progression in Large Age-Gap Face Verification
Face and facial expressions recognition for blind people
Face and facial expressions recognition for blind people
IRJET - Design and Development of Android Application for Face Detection and ...
IRJET - Design and Development of Android Application for Face Detection and ...
Attendance System using Face Recognition
Attendance System using Face Recognition
Criminal Face Identification
Criminal Face Identification
MTCNN BASED AUTOMATIC ATTENDANCE SYSTEM USING FACE RECOGNITION
MTCNN BASED AUTOMATIC ATTENDANCE SYSTEM USING FACE RECOGNITION
AI-based Mechanism to Authorise Beneficiaries at Covid Vaccination Camps usin...
AI-based Mechanism to Authorise Beneficiaries at Covid Vaccination Camps usin...
IRJET- Persons Identification Tool for Visually Impaired - Digital Eye
IRJET- Persons Identification Tool for Visually Impaired - Digital Eye
IRJET-Human Face Detection and Identification using Deep Metric Learning
IRJET-Human Face Detection and Identification using Deep Metric Learning
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET- Biometric Attendance Management System using Raspberry Pi
IRJET - Facial Recognition based Attendance Management System
IRJET - Facial Recognition based Attendance Management System
Survey of ‘Nivritti’: survey of face recognition technologies/methods
Survey of ‘Nivritti’: survey of face recognition technologies/methods
Assessment and Improvement of Image Quality using Biometric Techniques for Fa...
Assessment and Improvement of Image Quality using Biometric Techniques for Fa...
Biometric Ear Recognition System
Biometric Ear Recognition System
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...
IRJET Journal
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
STUDY THE EFFECT OF RESPONSE REDUCTION FACTOR ON RC FRAMED STRUCTURE
IRJET 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...
IRJET Journal
Effect of Camber and Angles of Attack on Airfoil Characteristics
Effect of Camber and Angles of Attack on Airfoil Characteristics
IRJET 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...
IRJET Journal
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...
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...
IRJET Journal
A REVIEW ON MACHINE LEARNING IN ADAS
A REVIEW ON MACHINE LEARNING IN ADAS
IRJET Journal
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 Pro
IRJET Journal
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 System
IRJET Journal
Review on studies and research on widening of existing concrete bridges
Review on studies and research on widening of existing concrete bridges
IRJET Journal
React based fullstack edtech web application
React based fullstack edtech web application
IRJET Journal
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.
IRJET Journal
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 Design
IRJET Journal
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...
STUDY 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...
Effect 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...
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...
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 ADAS
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 Pro
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 System
Review 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 application
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.
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 Design
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Cost Optimization of Construction Using Plastic Waste as a Sustainable Constr...
Recently uploaded
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
vipinkmenon1
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Dr.Costas Sachpazis
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
Mark Billinghurst
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
KurinjimalarL3
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girls
ssuser7cb4ff
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
asadnawaz62
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
9953056974 Low Rate Call Girls In Saket, Delhi NCR
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
NikhilNagaraju
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
purnimasatapathy1234
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
GDSCAESB
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
srsj9000
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
João Esperancinha
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
jennyeacort
power system scada applications and uses
power system scada applications and uses
DevarapalliHaritha
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
misbanausheenparvam
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
wendy cai
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
britheesh05
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
Suhani Kapoor
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
9953056974 Low Rate Call Girls In Saket, Delhi NCR
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
k795866
Recently uploaded
(20)
Introduction to Microprocesso programming and interfacing.pptx
Introduction to Microprocesso programming and interfacing.pptx
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
Sachpazis Costas: Geotechnical Engineering: A student's Perspective Introduction
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
Call Girls Narol 7397865700 Independent Call Girls
Call Girls Narol 7397865700 Independent Call Girls
complete construction, environmental and economics information of biomass com...
complete construction, environmental and economics information of biomass com...
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
Call Us -/9953056974- Call Girls In Vikaspuri-/- Delhi NCR
main PPT.pptx of girls hostel security using rfid
main PPT.pptx of girls hostel security using rfid
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
GDSC ASEB Gen AI study jams presentation
GDSC ASEB Gen AI study jams presentation
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Gfe Mayur Vihar Call Girls Service WhatsApp -> 9999965857 Available 24x7 ^ De...
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
Gurgaon ✡️9711147426✨Call In girls Gurgaon Sector 51 escort service
power system scada applications and uses
power system scada applications and uses
chaitra-1.pptx fake news detection using machine learning
chaitra-1.pptx fake news detection using machine learning
What are the advantages and disadvantages of membrane structures.pptx
What are the advantages and disadvantages of membrane structures.pptx
Artificial-Intelligence-in-Electronics (K).pptx
Artificial-Intelligence-in-Electronics (K).pptx
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
VIP Call Girls Service Hitech City Hyderabad Call +91-8250192130
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
young call girls in Rajiv Chowk🔝 9953056974 🔝 Delhi escort Service
Introduction-To-Agricultural-Surveillance-Rover.pptx
Introduction-To-Agricultural-Surveillance-Rover.pptx
IRJET- Library Management System with Facial Biometric Authentication
1.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3239 Library Management System with Facial Biometric Authentication Kalavakonda Vijaya, P. Revathi, M. Sarveena and K.Thoshini Department of Information Technology, R.M.K. Engineering College ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract— In this paper we propose a system that uses the biometric authentication for the users of the Library. It is expected to reduce the time taken to gain access into the Library. The system will help in automating the user ledger by automaticallyrecording the in and out time of the users. Thesystemwillenable the user to pick up the book and leave the library without having to wait in the queue for making the entry in the system. Keywords—Featureextraction,ImageProcessingand Library Management Introduction Biometric authentication system is considered to provide better security when compared to other categories of authentication systems. Biometricaccess control uses a method to identify unique human characteristics as a means of authenticating individual users. Biometric authentication systems can be implemented in two phases where the first one is to record the biometrics of the users who can gainaccess. During this phase the keyfeaturesthatcouldbeusedto identify the user will be extracted and stored as the template of the user. Second phase is the actual authentication phase during which the system will compare the biometric features of the user trying to gain access with that of the stored data. If there is a match it will allow the user to gain access otherwise it will alert about the unauthorised person trying to gain access. Some of the biometrics that could be used for authenticating the user are iris, fingerprint,face,voice, DNA, retina, hand geometry. Of all the biometrics face has started gaining popularity as facial recognition is considered to be relatively inexpensive. Facial recognition is popularly used in various fields like healthcare, access control, security and criminal identification. Facial recognition can be performed either in 2D or 3D manner, each of which have their own advantages and disadvantages. Generally a facial recognition system has a camera capture the image extract the distinctive features like the position, shape, size of eyes, lips, nose etc. Computer vision for faces can approximate the human approach of identifying the individual users. Face detection identifies the facial region in the input image (locating the face part in image). Face recognition refers to identifying the user corresponding to the image. Face detection can be primarily based on two approaches namely local and global approaches. Local approach uses facial features such as nose, eye and mouth to associate a face with the person. Face recognition can be done previously using geometric models. Several face recognition algorithms have been developed and used, each has its own advantages and efficiency rates. There are several approaches for face recognition namely fisher faces approach, eigen faces approach and there exists several variations in the methods and algorithms for face recognition. Here we are proposing a face recognition system built using opencv tool(open source computer vision) for biometric authentication.opencv is an open source computer vision and machine learning library. It consists of nearly 2500 optimized algorithms.These algorithms are used for detecting and recognizing the faces and also used to identify objects and tracking moving objects. This system includes two phases namely dataset generation phase(enrollingtheimages of valid users in the database) and its second phase includes the process of identifying whether the user is authenticatedtoaccessthelibraryornot.Inverification phase the input images are compared with the set of
2.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3240 images stored in dataset.Reports about the usage of library resources by the users can be generated. .This system aims to avoid the need for recording the in/out time of the users manually and also reducesthechance of misuse of a person's identity. Literature Review Anil Jain et. al.[1], in their paper have discussed in detail about the various biometrics that could be used for implementing authentication systems. They have made a comparative studyabout the variousbiometric systems by considering seven factors. They have also discussed about the advantages and disadvantages of the unimodal and multimodal biometric systems. Khem Puthea et. al.[2], have reviewed the works done for marking attendance using the facial recognition. Their review reveals that Principal Component Analysis (PCA) could be used to reduce the dimensionality of the features that are extracted from the face images. Hemant Makawana and Taranpreet Singh have discussed aboutalgorithmsthatcouldbeusedforfacial recognition. Accordingtothemthealgorithmscouldbe categorised as Geometry based and appearance based. In their paper they have discussed about the appearance based techniques that too global feature based. They have concluded that PCA occupies more space whencompared to Linear Discriminant Analysis (LDA). According to their results, false rejection ratio for LDA increases as the number of samples increases. The false rejection ratio for PCA decreases as the number of samples is increased. However the number of samples considered b y them is too low to arrive at any concrete decision. Kavitha and Manjeet Kaur done a survey about the facialrecognitionalgorithms. Theyhavediscussedthat generally facial recognition systems could either be template based or geometric based. Their review indicate that many researchers has worked in this domain. Based on their review it could be inferred that many researchers have worked using template based approaches whencompared to thatofgeometricbased approach. Theyhavelistedsomeoftheissuesthatneed to be addressed while developing a facial biometric system. The issues are expression change, change in pose, variation in lighting, angle of image capture, presence or absence of accessories andextensionsand size of image. Rakesh Saini et.al.,intheirpaper,havedoneananalysis of five algorithms that could be used facial recognition. In their work they have made a comparative analysis on memory usage and rate of recognition for five algorithms, along with their merits and demerits. Based on their data it could be concluded that PCA in combinationofLDAorArtificialNeuralNetwork(ANN) is better when compared to using PCA alone. Shakir F. Kak et. al., in their paper, have discussed about the fields in which facial recognition playsavital role. They have highlighted that the facial feature extraction methods could be broadly classified as Model-based, Appearance-based and hybrid of model and appearance. According to their study many researchers have tried varied techniques using appearance-based facial recognition, whereas few works have been carried out using the model-based techniques. They have stated that model-based techniques can overcome the problem of variation in lighting, sizeandalignment.Theyalsostatethatmodel- based techniques are faster in matching and represent the images in compact manner, however relatively slow in detecting a face. They also concluded that better models need to be proposed so that the problems of expression, occlusion, pose variation and illumination issues could be addressed. Sushma Jaiswal et. al., they have compared features of these algorithms and mentioned their advantages,disadvantages.They have suggested that eigen face approach is easy to implement and its main idea is to get the features in mathematical sense instead of physical face feature by using mathematical transform for recognition.It primarily involves two phases phases. And added that fisher face approach is better than eigenface approach with improved classification of different classes of images.Theystated that elastic bunch graph matching makes use of gabor
3.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3241 feature, which is sensitive to lighting variation and allows for position and facial expression variation. III.PROPOSED WORK The proposed system for face recognition includes the following stages : 1.Image Acquisition 2. Pre-processing 3.Feature Extraction 4.Comparison and verification. This system includes two phases namely data generation phase and recognition phase. Data generation phase means enrolling the images of the valid users in the database. 1.Image Acquisition: First step of face recognition is to capture the face image of users by using camera having appropriate resolution (4MP camera) and it should be placed at a distance sufficient to capture the images o the users properly.And these images are used to create dataset for training the images. system. The collected face images should have the pose, expression variation in order to check the performance of the face recognition system under these conditions. 2.Pre-processing: Pre-processing involves rgb tograyscaleconversionof the images, Histogram equalization also done in this stage.It can be performed to adjust the brightness levels of the images.Pre-processing reduces the time taken to process the images. Dimensionality reduction can be achieved by PCA algorithm.LDA also be used for feature extraction in some applications. 3.Feature Extraction: Extracting the characteristic features of the images which are used to identify the faces uniquely.These features extracted are based on the nodal points located on the face.It includes eye socket depth,nose width,jaw lines,cheek bones(around 80 points are locatedinhumanfaceimage).Theextractednodalpoint data are stored as numeric codes(face print)fortheset of images,for each set of images unique id will be assigned.Face prints are used for comparison of the images. For more efficiency surface deviation features are also compared ,if required. The above mentioned three stages are common for both data generation phase and recognition phase. 4.Comparison and verification: This stage involves comparison of input images with set of images stored in the database(images in dataset).Template matching module is used for comparing these images.Face images of the individual users are assigned with unique id. The architecture for the proposed system is asfollows: LBPH: LBPH(Local BinaryPattern Histogram) is a popular face recognition algorithm. It is a simple yet very efficient texture operator which labels the pixels of an image by the use of threshold values, the neighbourhood of each pixel and considers the result
4.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3242 as a binary number .It uses four parameters namely :radius, neighbours,grid x, grid y for performing the face recognition task.The computational part of this algorithm is to get a part of the image that describes the original image by locating the facial characteristics.The obtained image is divided into multiple and then histogram for the images are extracted. 2.SIFT: Scale-Invariant Feature Transformation is a feature detection algorithm used to detect and describe local features in images. SIFT keypoints of objects are first extracted from a set of images andstoredinadatabase. An object is recognized in a new image by individually comparing each feature from the new image to this database and finding candidate matching features based on Euclidean distance of their feature vectors. 3. LDA: Linear discriminant analysis is used in pattern recognitionandstatisticstofindthelinearcombination of features that characterizes orseparatestwoormore classes of objects.The resulting combination may be used for dimensionality reduction. LDA is also quite related to principal component analysis , in that they both look for linear combinations of variables which describes the data . LDA explicitly attempts to model the difference between the classes of data. LDA works when the measurements made on independent variables for each observation are continuous quantities. 4.PCA: Principal component analysis is used for dimensionality reduction . It transforms the original coordinates of a dataset into a set of principal components.First component in the set of principal components has the largest possible varianceandeach succeeding component has the highest possible variance with a condition that it is orthogonal to the components preceding to it .Considering only the first m components(m<n) from the original set of images reduces the dimensionality of the data.PCA stillretains most of the information aboutvarianceofthedata.And it is known that PCA doesn'tprovideinterpretabilityof the dataset. IV.Conclusion This system offers better results in providing authenticated entry to the users of a library .It shows better recognition rates for various posing angles.And provides efficient false acceptace and false rejection rates.It automates the process of recording the time of users.However the system works under certain constraints such as lighting conditions and posing angles. References 1."An Introduction to biometric Recognition" Anil.K Jain,Arun Ross and Salil Prabakar. IEEE Transactions on circuit and systems for video Technology, Vol. 14, No. 1, January 2004. 2.“A Review Paper on Attendance Marking System based On Face " Khem Puthea. 5th International Conference on Image Processing, Communication, Engineering and Technology (IPCET-17) Oct. 2017. 3."Comparison of different algorithms for face recognition" Hemant makawana and taranpreet singh GlobalJournalofComputerScienceandTechnology Graphics & Vision Volume 13 Issue 9 Version 1 Year 2013. 4."A survey paper for face recognition technologies" Kavita ,Manjeet Kaur.Iternational journal of scientific and research publications,Volume6,issue7,july2016. 5."Analysis of different face recognition algorithms" Rakesh Saini ,Abhishek saini and Deepak Agarwal. International Journal of Engineering Research & Technology (IJERT) Vol. 3 Issue 11, November-2014 6."A Review on Person Recognition based on Face model" Shakir F. Kak, Firas Mahmood Mustafa , Pedro Valente
5.
International Research Journal
of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 06 Issue: 03 | Mar 2019 www.irjet.net p-ISSN: 2395-0072 © 2019, IRJET | Impact Factor value: 7.211 | ISO 9001:2008 Certified Journal | Page 3243 4th International Engineering Conference on Developments in Civil & Computer Engineering Applications 2018 7.“Comparison between face recognition algortithm- Eigen faces,fisher faces and elastic bunch graph matching." by Sushma Jaiswal , singh Bahadauria and Dr.K.Rakesh singh jadon 8."Face recognition using fisherface method". Mustamin Anggo and La Arapu. 2nd International Conference on Statistics, Mathematics, Teaching, and Research IOP Publishing. 9."Automated attendance Management system using Face recognition". Akshara Jadhav, Akshay Jadhav Tushar Ladhe, Krishna Yeolekar .International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue:01|Jan- 2017
Download now