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1 de 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

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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