SlideShare a Scribd company logo
1 of 11
Submitted in the partial fulfillment for the award of
the degree of
BACHELOR OF ENGINEERING
IN
B.E – CSE (Internet of Things)
DISCOVER . LEARN . EMPOWER
Department of AIT-CSE
Face Recognition System:-
Emotion Detection using Face sentimental analysis in deep face
1
Submitted by:
Daksh Pratap Singh
Dhruv Aggarwal
Ankita Bhau
Anuj Jindal
Under the Supervision of:
SUPERVISORS NAME :
Manvinder Singh
Outline
• Introduction to Project
• Biometric
• Face recognition
• Future Scope
• Conclusion
• References
2
Introduction to Project
1. The information age is quickly revolutionizing the way
transactions are completed. Everyday actions are increasingly
being handled electronically, instead of with pencil and paper
or face to face. This growth in electronic transactions has
resulted in a greater demand for fast and accurate user
identification and authentication. Access codes for buildings,
banks accounts and computer systems often use PIN's for
identification and security clearences.
2. Face recognition technology may solve this problem since a
face is undeniably connected to its owner expect in the case
of identical twins. Its nontransferable. The system can then
compare scans to records stored in a central or local
database or even on a smart card.
3
What are biometrics ?
• A biometric is a unique, measurable characteristic of a human being that can be used to
automatically recognize an individual or verify an individual‟ s identity. Biometrics can
measure both physiological and behavioral characteristics. Physiological biometrics
(based on measurements and data derived from direct measurement of a part of the
human body) include:
• a. Finger-scan
• b. Facial Recognition
• c. Iris-scan
• d. Retina-scan
• e. Hand-scan
4
Why we choose face recognition over other
biometric ?
• There are number reasons to choose face recognition. This includes the
following :
a. It requires no physical interaction on behalf of the user.
• b. It is accurate and allows for high enrolment and verification rates.
• c. It does not require an expert to interpret the comparison result.
• d. It can use your existing hardware infrastructure, existing camaras and
image capture Devices will work with no problems
• e. It is the only biometric that allow you to perform passive identification
in a one to. Many environments (e.g.: identifying a terrorist in a busy
Airport terminal
5
FACE RECOGNITION
• The Face – unique part.
• For face recognition there are two types of comparisons
1. Verification.
This is where the system compares the given individual with who that
individual says they are and gives a yes or no decision.
2. Identification.
This is where the system compares the given individual to all the Other
individuals in the database and gives a ranked list of matches
6
HOW FACE RECOGNITION SYSTEMS WORK
1. If you look at the mirror, you can see that your face has certain distinguishable
landmarks. These are the peaks and valleys that make up the different facial
features. Software defines these landmarks as nodal points.
2. There are about “80 nodal points” on a human face.
• Here are few nodal points that are measured by the software.
• distance between the eyes
• width of the nose
• depth of the eye socket
• cheekbones
• jaw line
• chin
7
Future Scope
8
ADVANTAGES AND DISADVANTAGES
• Advantages:
• a. There are many benefits to face recognition systems such as its
convinience and Social acceptability. all you need is your picture taken for it
to work.
• b. Face recognition is easy to use and in many cases it can be performed
without a Person even knowing.
• c. Face recognition is also one of the most inexpensive biometric in the
market and Its price should continue to go down.
• Disadvantages:
• a. Face recognition systems can’t tell the difference between identical
twins.
9
Conclusion
• Face recognition technologies have been associated generally with very
costly top secure applications. Today the core technologies have evolved
and the cost of equipments is going down dramatically due to the
intergration and the increasing processing power. Certain applications of
face recognition technology are now cost effective, reliable and highly
accurate. As a result there are no technological or financial barriers for
stepping from the pilot project to widespread deployment.
10
References
1. Electronics for You: - Part 1 April 2001
2. Electronics World: - December 2002
5. www.facereg.com
6. www.Imagestechnology.com
7. www.ieee.com
11

More Related Content

Similar to ppt minor project.pptx

Face detection security system & setting raspberry pi (1)
Face detection security system & setting raspberry pi (1)Face detection security system & setting raspberry pi (1)
Face detection security system & setting raspberry pi (1)satyamswet
 
Face Recognition System
Face Recognition SystemFace Recognition System
Face Recognition SystemStudentRocks
 
Face Recognition Technology by Rohit
Face Recognition Technology by RohitFace Recognition Technology by Rohit
Face Recognition Technology by RohitRohit Shrivastava
 
Face recognition Technology By Rohit
Face recognition Technology By RohitFace recognition Technology By Rohit
Face recognition Technology By RohitRohit Shrivastava
 
FACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYFACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYJASHU JASWANTH
 
46835255-Face-Recognition-Technology.pptx
46835255-Face-Recognition-Technology.pptx46835255-Face-Recognition-Technology.pptx
46835255-Face-Recognition-Technology.pptx4GH20CS408Rajeshk
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technologySYED HOZAIFA ALI
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technologySARATHGOVINDKK
 
seminar presentation on Face ricognition technology
seminar presentation on Face ricognition technologyseminar presentation on Face ricognition technology
seminar presentation on Face ricognition technologyJawhar Ali
 
IRJET- IoT based Door Access Control using Face Recognition
IRJET- IoT based Door Access Control using Face RecognitionIRJET- IoT based Door Access Control using Face Recognition
IRJET- IoT based Door Access Control using Face RecognitionIRJET Journal
 
Markus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionMarkus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionFuturice
 
Automatic Attendance system using Facial Recognition
Automatic Attendance system using Facial RecognitionAutomatic Attendance system using Facial Recognition
Automatic Attendance system using Facial RecognitionNikyaa7
 
3D Face Recognition Technology in Network Security Applications
3D Face Recognition Technology in Network Security Applications3D Face Recognition Technology in Network Security Applications
3D Face Recognition Technology in Network Security ApplicationsIRJET Journal
 
Attendance system based on face recognition using python by Raihan Sikdar
Attendance system based on face recognition using python by Raihan SikdarAttendance system based on face recognition using python by Raihan Sikdar
Attendance system based on face recognition using python by Raihan Sikdarraihansikdar
 
ATM SECURITY USING FACE RECOGNITION
ATM SECURITY USING FACE RECOGNITIONATM SECURITY USING FACE RECOGNITION
ATM SECURITY USING FACE RECOGNITIONLisa Cain
 
Attendance System using Face Recognition
Attendance System using Face RecognitionAttendance System using Face Recognition
Attendance System using Face RecognitionIRJET Journal
 
IRJET- Design, Test the Performance Evaluation of Automobile Security Tec...
IRJET-  	  Design, Test the Performance Evaluation of Automobile Security Tec...IRJET-  	  Design, Test the Performance Evaluation of Automobile Security Tec...
IRJET- Design, Test the Performance Evaluation of Automobile Security Tec...IRJET Journal
 

Similar to ppt minor project.pptx (20)

Face detection security system & setting raspberry pi (1)
Face detection security system & setting raspberry pi (1)Face detection security system & setting raspberry pi (1)
Face detection security system & setting raspberry pi (1)
 
Face Recognition System
Face Recognition SystemFace Recognition System
Face Recognition System
 
Face Recognition Technology by Rohit
Face Recognition Technology by RohitFace Recognition Technology by Rohit
Face Recognition Technology by Rohit
 
Face recognition Technology By Rohit
Face recognition Technology By RohitFace recognition Technology By Rohit
Face recognition Technology By Rohit
 
FACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGYFACE RECOGNITION TECHNOLOGY
FACE RECOGNITION TECHNOLOGY
 
46835255-Face-Recognition-Technology.pptx
46835255-Face-Recognition-Technology.pptx46835255-Face-Recognition-Technology.pptx
46835255-Face-Recognition-Technology.pptx
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technology
 
Face recognition technology
Face recognition technologyFace recognition technology
Face recognition technology
 
Facial Recognition Technology
Facial Recognition TechnologyFacial Recognition Technology
Facial Recognition Technology
 
seminar presentation on Face ricognition technology
seminar presentation on Face ricognition technologyseminar presentation on Face ricognition technology
seminar presentation on Face ricognition technology
 
Biometrics 2.pptx
Biometrics 2.pptxBiometrics 2.pptx
Biometrics 2.pptx
 
IRJET- IoT based Door Access Control using Face Recognition
IRJET- IoT based Door Access Control using Face RecognitionIRJET- IoT based Door Access Control using Face Recognition
IRJET- IoT based Door Access Control using Face Recognition
 
Markus Paasovaara: Face recognition
Markus Paasovaara: Face recognitionMarkus Paasovaara: Face recognition
Markus Paasovaara: Face recognition
 
Automatic Attendance system using Facial Recognition
Automatic Attendance system using Facial RecognitionAutomatic Attendance system using Facial Recognition
Automatic Attendance system using Facial Recognition
 
ACET.pptx
ACET.pptxACET.pptx
ACET.pptx
 
3D Face Recognition Technology in Network Security Applications
3D Face Recognition Technology in Network Security Applications3D Face Recognition Technology in Network Security Applications
3D Face Recognition Technology in Network Security Applications
 
Attendance system based on face recognition using python by Raihan Sikdar
Attendance system based on face recognition using python by Raihan SikdarAttendance system based on face recognition using python by Raihan Sikdar
Attendance system based on face recognition using python by Raihan Sikdar
 
ATM SECURITY USING FACE RECOGNITION
ATM SECURITY USING FACE RECOGNITIONATM SECURITY USING FACE RECOGNITION
ATM SECURITY USING FACE RECOGNITION
 
Attendance System using Face Recognition
Attendance System using Face RecognitionAttendance System using Face Recognition
Attendance System using Face Recognition
 
IRJET- Design, Test the Performance Evaluation of Automobile Security Tec...
IRJET-  	  Design, Test the Performance Evaluation of Automobile Security Tec...IRJET-  	  Design, Test the Performance Evaluation of Automobile Security Tec...
IRJET- Design, Test the Performance Evaluation of Automobile Security Tec...
 

Recently uploaded

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxDeepakSakkari2
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024Mark Billinghurst
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVRajaP95
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024hassan khalil
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...Soham Mondal
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxupamatechverse
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxpurnimasatapathy1234
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls in Nagpur High Profile
 
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...Call Girls in Nagpur High Profile
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxJoão Esperancinha
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSKurinjimalarL3
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Serviceranjana rawat
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...ranjana rawat
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineeringmalavadedarshan25
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escortsranjana rawat
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝soniya singh
 

Recently uploaded (20)

(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(PRIYA) Rajgurunagar Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur EscortsHigh Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
High Profile Call Girls Nagpur Meera Call 7001035870 Meet With Nagpur Escorts
 
Biology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptxBiology for Computer Engineers Course Handout.pptx
Biology for Computer Engineers Course Handout.pptx
 
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
9953056974 Call Girls In South Ex, Escorts (Delhi) NCR.pdf
 
IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024IVE Industry Focused Event - Defence Sector 2024
IVE Industry Focused Event - Defence Sector 2024
 
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IVHARMONY IN THE NATURE AND EXISTENCE - Unit-IV
HARMONY IN THE NATURE AND EXISTENCE - Unit-IV
 
Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024Architect Hassan Khalil Portfolio for 2024
Architect Hassan Khalil Portfolio for 2024
 
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
OSVC_Meta-Data based Simulation Automation to overcome Verification Challenge...
 
Introduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptxIntroduction and different types of Ethernet.pptx
Introduction and different types of Ethernet.pptx
 
Microscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptxMicroscopic Analysis of Ceramic Materials.pptx
Microscopic Analysis of Ceramic Materials.pptx
 
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur EscortsCall Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
Call Girls Service Nagpur Tanvi Call 7001035870 Meet With Nagpur Escorts
 
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
High Profile Call Girls Nashik Megha 7001305949 Independent Escort Service Na...
 
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
★ CALL US 9953330565 ( HOT Young Call Girls In Badarpur delhi NCR
 
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptxDecoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
Decoding Kotlin - Your guide to solving the mysterious in Kotlin.pptx
 
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICSAPPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
APPLICATIONS-AC/DC DRIVES-OPERATING CHARACTERISTICS
 
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
(RIA) Call Girls Bhosari ( 7001035870 ) HI-Fi Pune Escorts Service
 
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
(ANJALI) Dange Chowk Call Girls Just Call 7001035870 [ Cash on Delivery ] Pun...
 
Internship report on mechanical engineering
Internship report on mechanical engineeringInternship report on mechanical engineering
Internship report on mechanical engineering
 
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
(MEERA) Dapodi Call Girls Just Call 7001035870 [ Cash on Delivery ] Pune Escorts
 
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
Model Call Girl in Narela Delhi reach out to us at 🔝8264348440🔝
 

ppt minor project.pptx

  • 1. Submitted in the partial fulfillment for the award of the degree of BACHELOR OF ENGINEERING IN B.E – CSE (Internet of Things) DISCOVER . LEARN . EMPOWER Department of AIT-CSE Face Recognition System:- Emotion Detection using Face sentimental analysis in deep face 1 Submitted by: Daksh Pratap Singh Dhruv Aggarwal Ankita Bhau Anuj Jindal Under the Supervision of: SUPERVISORS NAME : Manvinder Singh
  • 2. Outline • Introduction to Project • Biometric • Face recognition • Future Scope • Conclusion • References 2
  • 3. Introduction to Project 1. The information age is quickly revolutionizing the way transactions are completed. Everyday actions are increasingly being handled electronically, instead of with pencil and paper or face to face. This growth in electronic transactions has resulted in a greater demand for fast and accurate user identification and authentication. Access codes for buildings, banks accounts and computer systems often use PIN's for identification and security clearences. 2. Face recognition technology may solve this problem since a face is undeniably connected to its owner expect in the case of identical twins. Its nontransferable. The system can then compare scans to records stored in a central or local database or even on a smart card. 3
  • 4. What are biometrics ? • A biometric is a unique, measurable characteristic of a human being that can be used to automatically recognize an individual or verify an individual‟ s identity. Biometrics can measure both physiological and behavioral characteristics. Physiological biometrics (based on measurements and data derived from direct measurement of a part of the human body) include: • a. Finger-scan • b. Facial Recognition • c. Iris-scan • d. Retina-scan • e. Hand-scan 4
  • 5. Why we choose face recognition over other biometric ? • There are number reasons to choose face recognition. This includes the following : a. It requires no physical interaction on behalf of the user. • b. It is accurate and allows for high enrolment and verification rates. • c. It does not require an expert to interpret the comparison result. • d. It can use your existing hardware infrastructure, existing camaras and image capture Devices will work with no problems • e. It is the only biometric that allow you to perform passive identification in a one to. Many environments (e.g.: identifying a terrorist in a busy Airport terminal 5
  • 6. FACE RECOGNITION • The Face – unique part. • For face recognition there are two types of comparisons 1. Verification. This is where the system compares the given individual with who that individual says they are and gives a yes or no decision. 2. Identification. This is where the system compares the given individual to all the Other individuals in the database and gives a ranked list of matches 6
  • 7. HOW FACE RECOGNITION SYSTEMS WORK 1. If you look at the mirror, you can see that your face has certain distinguishable landmarks. These are the peaks and valleys that make up the different facial features. Software defines these landmarks as nodal points. 2. There are about “80 nodal points” on a human face. • Here are few nodal points that are measured by the software. • distance between the eyes • width of the nose • depth of the eye socket • cheekbones • jaw line • chin 7
  • 9. ADVANTAGES AND DISADVANTAGES • Advantages: • a. There are many benefits to face recognition systems such as its convinience and Social acceptability. all you need is your picture taken for it to work. • b. Face recognition is easy to use and in many cases it can be performed without a Person even knowing. • c. Face recognition is also one of the most inexpensive biometric in the market and Its price should continue to go down. • Disadvantages: • a. Face recognition systems can’t tell the difference between identical twins. 9
  • 10. Conclusion • Face recognition technologies have been associated generally with very costly top secure applications. Today the core technologies have evolved and the cost of equipments is going down dramatically due to the intergration and the increasing processing power. Certain applications of face recognition technology are now cost effective, reliable and highly accurate. As a result there are no technological or financial barriers for stepping from the pilot project to widespread deployment. 10
  • 11. References 1. Electronics for You: - Part 1 April 2001 2. Electronics World: - December 2002 5. www.facereg.com 6. www.Imagestechnology.com 7. www.ieee.com 11