Fusion of face recognition algorithms Università degli Studi di Cagliari Dipartimento di Ingegneria Elettrica ed Elettronica Pattern Recognition and Applications.

Slides:



Advertisements
Similar presentations
1 Radio Maria World. 2 Postazioni Transmitter locations.
Advertisements

THE ROLE PLAYED BY THE LOCAL PAs IN TOWN TRANSFORMATION AND REDEVELOPMENT PROCESSES Marzia Morena MRICS_Politecnico di Milano_Dip. BEST_Lab. Gesti. Tec.
EcoTherm Plus WGB-K 20 E 4,5 – 20 kW.
Números.
Trend for Precision Soil Testing % Zone or Grid Samples Tested compared to Total Samples.
Trend for Precision Soil Testing % Zone or Grid Samples Tested compared to Total Samples.
AGVISE Laboratories %Zone or Grid Samples – Northwood laboratory
Trend for Precision Soil Testing % Zone or Grid Samples Tested compared to Total Samples.
SKELETAL QUIZ 3.
PDAs Accept Context-Free Languages
ALAK ROY. Assistant Professor Dept. of CSE NIT Agartala
AP STUDY SESSION 2.
Reflection nurulquran.com.
EuroCondens SGB E.
Worksheets.
Slide 1Fig 26-CO, p.795. Slide 2Fig 26-1, p.796 Slide 3Fig 26-2, p.797.
Sequential Logic Design
Copyright © 2013 Elsevier Inc. All rights reserved.
Addition and Subtraction Equations
Disability status in Ethiopia in 1984, 1994 & 2007 population and housing sensus Ehete Bekele Seyoum ESA/STAT/AC.219/25.
By John E. Hopcroft, Rajeev Motwani and Jeffrey D. Ullman
Western Public Lands Grazing: The Real Costs Explore, enjoy and protect the planet Forest Guardians Jonathan Proctor.
Add Governors Discretionary (1G) Grants Chapter 6.
CALENDAR.
CHAPTER 18 The Ankle and Lower Leg
Summative Math Test Algebra (28%) Geometry (29%)
Introduction to Turing Machines
ASCII stands for American Standard Code for Information Interchange
The 5S numbers game..
突破信息检索壁垒 -SciFinder Scholar 介绍
A Fractional Order (Proportional and Derivative) Motion Controller Design for A Class of Second-order Systems Center for Self-Organizing Intelligent.
Numerical Analysis 1 EE, NCKU Tien-Hao Chang (Darby Chang)
Break Time Remaining 10:00.
The basics for simulations
Numerical Analysis 1 EE, NCKU Tien-Hao Chang (Darby Chang)
Turing Machines.
PP Test Review Sections 6-1 to 6-6
Figure 3–1 Standard logic symbols for the inverter (ANSI/IEEE Std
1 Prediction of electrical energy by photovoltaic devices in urban situations By. R.C. Ott July 2011.
Dynamic Access Control the file server, reimagined Presented by Mark on twitter 1 contents copyright 2013 Mark Minasi.
Performance of units These slides complement the article How journal rankings can suppress interdisciplinary research. A comparison between innovation.
Copyright © 2012, Elsevier Inc. All rights Reserved. 1 Chapter 7 Modeling Structure with Blocks.
Progressive Aerobic Cardiovascular Endurance Run
Making Landmark or Friendly Numbers. Category 1 Designed to be one away from a landmark or friendly number.
MaK_Full ahead loaded 1 Alarm Page Directory (F11)
When you see… Find the zeros You think….
Midterm Review Part II Midterm Review Part II 40.
2011 WINNISQUAM COMMUNITY SURVEY YOUTH RISK BEHAVIOR GRADES 9-12 STUDENTS=1021.
Before Between After.
2011 FRANKLIN COMMUNITY SURVEY YOUTH RISK BEHAVIOR GRADES 9-12 STUDENTS=332.
2.10% more children born Die 0.2 years sooner Spend 95.53% less money on health care No class divide 60.84% less electricity 84.40% less oil.
Figure 1. Oil Field Exporting to Pipeline (Data Type P) [36] Injected Water [34] Produced Water [35] Produced Water to Sea [1] Oil Production [4] Associated.
Subtraction: Adding UP
: 3 00.
5 minutes.
Numeracy Resources for KS2
1 Non Deterministic Automata. 2 Alphabet = Nondeterministic Finite Accepter (NFA)
2.4 Bases de Dados Estudo de Caso. Caso: Caixa Eletrônico Caixa Eletrônico com acesso à Base de Dados; Cada cliente possui:  Um número de cliente  Uma.
Static Equilibrium; Elasticity and Fracture
Resistência dos Materiais, 5ª ed.
Clock will move after 1 minute
Take any two digit number between 11 to Add the numbers (Example: Number 54 : 5+4=9). 2. Now subtract the answer from original number (i.e. 54-9=45,
Select a time to count down from the clock above
UNDERSTANDING THE ISSUES. 22 HILLSBOROUGH IS A REALLY BIG COUNTY.
A Data Warehouse Mining Tool Stephen Turner Chris Frala
1 Non Deterministic Automata. 2 Alphabet = Nondeterministic Finite Accepter (NFA)
Introduction Embedded Universal Tools and Online Features 2.
úkol = A 77 B 72 C 67 D = A 77 B 72 C 67 D 79.
Schutzvermerk nach DIN 34 beachten 05/04/15 Seite 1 Training EPAM and CANopen Basic Solution: Password * * Level 1 Level 2 * Level 3 Password2 IP-Adr.
Presentation transcript:

Fusion of face recognition algorithms Università degli Studi di Cagliari Dipartimento di Ingegneria Elettrica ed Elettronica Pattern Recognition and Applications group

Limits in using individual face authentication systems Genuine user Enhanced Fisher Linear Discriminant algorithm Acceptance threshold at EER: Multiple KL algorithm Acceptance threshold at EER: Non Linear KL algorithm Acceptance threshold at EER: Score Accepted Wrongly Rejected

Limits in using individual face authentication systems Score Wrongly Accepted Rejected Impostor access trial as: Enhanced Fisher Linear Discriminant algorithm Acceptance threshold at EER: Multiple KL algorithm Acceptance threshold at EER: Non Linear KL algorithm Acceptance threshold at EER: 55.13

Limits in using individual face authentication systems Score Accepted Wrongly Rejected Genuine user Enhanced Fisher Linear Discriminant algorithm Acceptance threshold at EER: Multiple KL algorithm Acceptance threshold at EER: Non Linear KL algorithm Acceptance threshold at EER: 55.13

Limits in using individual face authentication systems Score Wrongly Accepted Rejected Impostor access trial as: Wrongly Accepted Enhanced Fisher Linear Discriminant algorithm Acceptance threshold at EER: Multiple KL algorithm Acceptance threshold at EER: Non Linear KL algorithm Acceptance threshold at EER: 55.13

Advantages in combining multiple face authentication systems Genuine user Enhanced Fisher Linear Discriminant algorithm Score: Accepted Multiple KL algorithm Score: Accepted Non Linear KL algorithm Score: Wrongly rejected Accepted FUSION by the product of the individual Scores Acceptance threshold at EER: Final Score

Advantages in combining multiple face authentication systems REJECTED Enhanced Fisher Linear Discriminant algorithm Score: Wrongly accepted Multiple KL algorithm Score: Rejected Non Linear KL algorithm Score: Rejected Impostor access trial as: FUSION by the product of the individual Scores Acceptance threshold at EER: Final Score

Advantages in combining multiple face authentication systems Accepted Genuine user Enhanced Fisher Linear Discriminant algorithm Score: Accepted Mulitple KL algorithm Score: Wrongly rejected Non Linear KL algorithm Score: Accepted FUSION by the product of the individual Scores Acceptance threshold at EER: Final Score

Advantages in combining multiple face authentication systems FUSION by the product of the individual Scores Acceptance threshold at EER: REJECTED Enhanced Fisher Linear Discriminant algorithm Score: Wrongly accepted Multiple KL algorithm Score: Rejected Non Linear KL algorithm Score: Wrongly accepted Impostor access trial as: Final Score