SlideShare a Scribd company logo
MULTISCALE LOGARITHM DIFFERENCE EDGEMAPS FOR FACE
RECOGNITION AGAINST VARYING LIGHTING CONDITIONS
ABSTRACT
Lambertian model is a classical illumination model consisting of a surface albedo
component and a light intensity component. Some previous researches assume that the light
intensity component mainly lies in the large-scale features. They adopt holistic image
decompositions to separate it out, but it is difficult to decide the separating point between large-
scale and small-scale features. In this paper, we propose to take a logarithm transform, which can
change the multiplication of surface albedo and light intensity into an additive model. Then, a
difference (substraction) between two pixels in a neighborhood can eliminate most of the light
intensity component. By dividing a neighborhood into subregions, edgemaps of multiple scales
can be obtained. Then, each edgemap is multiplied by a weight that can be determined by an
independent training scheme. Finally, all the weighted edgemaps are combined to form a robust
holistic feature map. Extensive experiments on four benchmark data sets in controlled and
uncontrolled lighting conditions show that the proposed method has promising results, especially
in uncontrolled lighting conditions, even mixed with other complicated variations.

More Related Content

What's hot

Laser Pulsing in Linear Compton Scattering
Laser Pulsing in Linear Compton ScatteringLaser Pulsing in Linear Compton Scattering
Laser Pulsing in Linear Compton Scattering
Todd Hodges
 
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional MethodSynthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
IOSR Journals
 
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
John ZuHone
 
6-D Final Cooling For A Muon Collider
6-D Final Cooling For A Muon Collider6-D Final Cooling For A Muon Collider
6-D Final Cooling For A Muon Collider
Jon Lederman
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
IJERD Editor
 
System testing for the fresnel lens-based optical
System testing for the fresnel lens-based opticalSystem testing for the fresnel lens-based optical
System testing for the fresnel lens-based optical
Juan Milton Garduno Rubio
 
defect_supercell_finite_size_schemes_10-09-18
defect_supercell_finite_size_schemes_10-09-18defect_supercell_finite_size_schemes_10-09-18
defect_supercell_finite_size_schemes_10-09-18
Suzanne Wallace
 

What's hot (7)

Laser Pulsing in Linear Compton Scattering
Laser Pulsing in Linear Compton ScatteringLaser Pulsing in Linear Compton Scattering
Laser Pulsing in Linear Compton Scattering
 
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional MethodSynthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
Synthesis of Optimized Asymmetrical Sum Patterns Using Conventional Method
 
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
Probing the Detailed Physics of Hot Baryons with Lynx: Predictions from Mock ...
 
6-D Final Cooling For A Muon Collider
6-D Final Cooling For A Muon Collider6-D Final Cooling For A Muon Collider
6-D Final Cooling For A Muon Collider
 
International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)International Journal of Engineering Research and Development (IJERD)
International Journal of Engineering Research and Development (IJERD)
 
System testing for the fresnel lens-based optical
System testing for the fresnel lens-based opticalSystem testing for the fresnel lens-based optical
System testing for the fresnel lens-based optical
 
defect_supercell_finite_size_schemes_10-09-18
defect_supercell_finite_size_schemes_10-09-18defect_supercell_finite_size_schemes_10-09-18
defect_supercell_finite_size_schemes_10-09-18
 

Similar to MULTISCALE LOGARITHM DIFFERENCE EDGEMAPS FOR FACE RECOGNITION AGAINST VARYING LIGHTING CONDITIONS

Matching of large images through coupled decomposition
Matching of large images through coupled decompositionMatching of large images through coupled decomposition
Matching of large images through coupled decomposition
I3E Technologies
 
Multiscale logarithm difference edgemaps for face recognition against varying li
Multiscale logarithm difference edgemaps for face recognition against varying liMultiscale logarithm difference edgemaps for face recognition against varying li
Multiscale logarithm difference edgemaps for face recognition against varying li
Shakas Technologies
 
Lm342080283
Lm342080283Lm342080283
Lm342080283
IJERA Editor
 
Coupling incident light to guided modes in thin film tandem solar cells with ...
Coupling incident light to guided modes in thin film tandem solar cells with ...Coupling incident light to guided modes in thin film tandem solar cells with ...
Coupling incident light to guided modes in thin film tandem solar cells with ...
I3E Technologies
 
Research Analysis and Design of Geometric Transformations using Affine Geometry
Research Analysis and Design of Geometric Transformations using Affine GeometryResearch Analysis and Design of Geometric Transformations using Affine Geometry
Research Analysis and Design of Geometric Transformations using Affine Geometry
International Journal of Engineering Inventions www.ijeijournal.com
 
Graph cut based discrete-valued image reconstruction
Graph cut based discrete-valued image reconstructionGraph cut based discrete-valued image reconstruction
Graph cut based discrete-valued image reconstruction
I3E Technologies
 
Parameterization of force field
Parameterization of force fieldParameterization of force field
Parameterization of force field
Jose Luis
 
summer-project-developing-solvation-model
summer-project-developing-solvation-modelsummer-project-developing-solvation-model
summer-project-developing-solvation-model
Alex Gheorghiu
 
2006 ssiai
2006 ssiai2006 ssiai
V.karthikeyan published article a..a
V.karthikeyan published article a..aV.karthikeyan published article a..a
V.karthikeyan published article a..a
KARTHIKEYAN V
 
V.KARTHIKEYAN PUBLISHED ARTICLE
V.KARTHIKEYAN PUBLISHED ARTICLEV.KARTHIKEYAN PUBLISHED ARTICLE
V.KARTHIKEYAN PUBLISHED ARTICLE
KARTHIKEYAN V
 
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
International Journal of Science and Research (IJSR)
 
Computational methodologies
Computational methodologiesComputational methodologies
Computational methodologies
MattSmith321834
 
Excitons, lifetime and Drude tail within the current~current response framew...
Excitons, lifetime and Drude tail  within the current~current response framew...Excitons, lifetime and Drude tail  within the current~current response framew...
Excitons, lifetime and Drude tail within the current~current response framew...
Claudio Attaccalite
 
ENERGY MINIMIZATION METHODS.pptx
ENERGY MINIMIZATION METHODS.pptxENERGY MINIMIZATION METHODS.pptx
ENERGY MINIMIZATION METHODS.pptx
12nikitaborade1
 
Eternal Sun Group - Bifacial measurements, towards a new norm!
Eternal Sun Group -  Bifacial measurements, towards a new norm!Eternal Sun Group -  Bifacial measurements, towards a new norm!
Eternal Sun Group - Bifacial measurements, towards a new norm!
Marcello Passaro
 
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
IOSRJECE
 
A quantitative numerical model of multilayer vapor deposited organic light em...
A quantitative numerical model of multilayer vapor deposited organic light em...A quantitative numerical model of multilayer vapor deposited organic light em...
A quantitative numerical model of multilayer vapor deposited organic light em...
AjayaKumar Kavala
 
Honors Thesis
Honors ThesisHonors Thesis
Honors Thesis
Jed Schales
 
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
David Parsons
 

Similar to MULTISCALE LOGARITHM DIFFERENCE EDGEMAPS FOR FACE RECOGNITION AGAINST VARYING LIGHTING CONDITIONS (20)

Matching of large images through coupled decomposition
Matching of large images through coupled decompositionMatching of large images through coupled decomposition
Matching of large images through coupled decomposition
 
Multiscale logarithm difference edgemaps for face recognition against varying li
Multiscale logarithm difference edgemaps for face recognition against varying liMultiscale logarithm difference edgemaps for face recognition against varying li
Multiscale logarithm difference edgemaps for face recognition against varying li
 
Lm342080283
Lm342080283Lm342080283
Lm342080283
 
Coupling incident light to guided modes in thin film tandem solar cells with ...
Coupling incident light to guided modes in thin film tandem solar cells with ...Coupling incident light to guided modes in thin film tandem solar cells with ...
Coupling incident light to guided modes in thin film tandem solar cells with ...
 
Research Analysis and Design of Geometric Transformations using Affine Geometry
Research Analysis and Design of Geometric Transformations using Affine GeometryResearch Analysis and Design of Geometric Transformations using Affine Geometry
Research Analysis and Design of Geometric Transformations using Affine Geometry
 
Graph cut based discrete-valued image reconstruction
Graph cut based discrete-valued image reconstructionGraph cut based discrete-valued image reconstruction
Graph cut based discrete-valued image reconstruction
 
Parameterization of force field
Parameterization of force fieldParameterization of force field
Parameterization of force field
 
summer-project-developing-solvation-model
summer-project-developing-solvation-modelsummer-project-developing-solvation-model
summer-project-developing-solvation-model
 
2006 ssiai
2006 ssiai2006 ssiai
2006 ssiai
 
V.karthikeyan published article a..a
V.karthikeyan published article a..aV.karthikeyan published article a..a
V.karthikeyan published article a..a
 
V.KARTHIKEYAN PUBLISHED ARTICLE
V.KARTHIKEYAN PUBLISHED ARTICLEV.KARTHIKEYAN PUBLISHED ARTICLE
V.KARTHIKEYAN PUBLISHED ARTICLE
 
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
Modified Multiphase Level Set Image Segmentation Search for Energy Formulatio...
 
Computational methodologies
Computational methodologiesComputational methodologies
Computational methodologies
 
Excitons, lifetime and Drude tail within the current~current response framew...
Excitons, lifetime and Drude tail  within the current~current response framew...Excitons, lifetime and Drude tail  within the current~current response framew...
Excitons, lifetime and Drude tail within the current~current response framew...
 
ENERGY MINIMIZATION METHODS.pptx
ENERGY MINIMIZATION METHODS.pptxENERGY MINIMIZATION METHODS.pptx
ENERGY MINIMIZATION METHODS.pptx
 
Eternal Sun Group - Bifacial measurements, towards a new norm!
Eternal Sun Group -  Bifacial measurements, towards a new norm!Eternal Sun Group -  Bifacial measurements, towards a new norm!
Eternal Sun Group - Bifacial measurements, towards a new norm!
 
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
Performance Investigation and Enhancement of Fiber Bragg Gratingfor Efficient...
 
A quantitative numerical model of multilayer vapor deposited organic light em...
A quantitative numerical model of multilayer vapor deposited organic light em...A quantitative numerical model of multilayer vapor deposited organic light em...
A quantitative numerical model of multilayer vapor deposited organic light em...
 
Honors Thesis
Honors ThesisHonors Thesis
Honors Thesis
 
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
Beam generation and planar imaging at energies below 2.40 MeV with carbon and...
 

More from I3E Technologies

Add
AddAdd
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
I3E Technologies
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
I3E Technologies
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
I3E Technologies
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
I3E Technologies
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
I3E Technologies
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
I3E Technologies
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
I3E Technologies
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
I3E Technologies
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
I3E Technologies
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
I3E Technologies
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
I3E Technologies
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
I3E Technologies
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
I3E Technologies
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
I3E Technologies
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
I3E Technologies
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
I3E Technologies
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
I3E Technologies
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
I3E Technologies
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
I3E Technologies
 

More from I3E Technologies (20)

Add
AddAdd
Add
 
Design of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulatorDesign of a low voltage low-dropout regulator
Design of a low voltage low-dropout regulator
 
An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...An efficient constant multiplier architecture based on vertical horizontal bi...
An efficient constant multiplier architecture based on vertical horizontal bi...
 
Aging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logicAging aware reliable multiplier design with adaptive hold logic
Aging aware reliable multiplier design with adaptive hold logic
 
A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...A high performance fir filter architecture for fixed and reconfigurable appli...
A high performance fir filter architecture for fixed and reconfigurable appli...
 
A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...A generalized algorithm and reconfigurable architecture for efficient and sca...
A generalized algorithm and reconfigurable architecture for efficient and sca...
 
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fftA combined sdc sdf architecture for normal i o pipelined radix-2 fft
A combined sdc sdf architecture for normal i o pipelined radix-2 fft
 
Reverse converter design via parallel prefix adders novel components, method...
Reverse converter design via parallel prefix adders  novel components, method...Reverse converter design via parallel prefix adders  novel components, method...
Reverse converter design via parallel prefix adders novel components, method...
 
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encodingPre encoded multipliers based on non-redundant radix-4 signed-digit encoding
Pre encoded multipliers based on non-redundant radix-4 signed-digit encoding
 
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
Energy optimized subthreshold vlsi logic family with unbalanced pull up down ...
 
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
Variable form carrier-based pwm for boost-voltage motor driver with a charge-...
 
Ultrasparse ac link converters
Ultrasparse ac link convertersUltrasparse ac link converters
Ultrasparse ac link converters
 
Single inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converterSingle inductor dual-output buck–boost power factor correction converter
Single inductor dual-output buck–boost power factor correction converter
 
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...Ripple minimization through harmonic elimination in asymmetric interleaved mu...
Ripple minimization through harmonic elimination in asymmetric interleaved mu...
 
Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...Resonance analysis and soft switching design of isolated boost converter with...
Resonance analysis and soft switching design of isolated boost converter with...
 
Reliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost convertersReliability evaluation of conventional and interleaved dc–dc boost converters
Reliability evaluation of conventional and interleaved dc–dc boost converters
 
Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...Power factor corrected zeta converter based improved power quality switched m...
Power factor corrected zeta converter based improved power quality switched m...
 
Pfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drivePfc cuk converter fed bldc motor drive
Pfc cuk converter fed bldc motor drive
 
Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...Optimized operation of current fed dual active bridge dc dc converter for pv ...
Optimized operation of current fed dual active bridge dc dc converter for pv ...
 
Online variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverterOnline variable topology type photovoltaic grid-connected inverter
Online variable topology type photovoltaic grid-connected inverter
 

Recently uploaded

IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
VICTOR MAESTRE RAMIREZ
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
SUTEJAS
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.
sachin chaurasia
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
Hitesh Mohapatra
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Sinan KOZAK
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
wisnuprabawa3
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
Victor Morales
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
ihlasbinance2003
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
insn4465
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
171ticu
 
Engine Lubrication performance System.pdf
Engine Lubrication performance System.pdfEngine Lubrication performance System.pdf
Engine Lubrication performance System.pdf
mamamaam477
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
IJECEIAES
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
NidhalKahouli2
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
kandramariana6
 
Heat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation pptHeat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation ppt
mamunhossenbd75
 
International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
gerogepatton
 
ISPM 15 Heat Treated Wood Stamps and why your shipping must have one
ISPM 15 Heat Treated Wood Stamps and why your shipping must have oneISPM 15 Heat Treated Wood Stamps and why your shipping must have one
ISPM 15 Heat Treated Wood Stamps and why your shipping must have one
Las Vegas Warehouse
 
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELDEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
gerogepatton
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
KrishnaveniKrishnara1
 

Recently uploaded (20)

IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student MemberIEEE Aerospace and Electronic Systems Society as a Graduate Student Member
IEEE Aerospace and Electronic Systems Society as a Graduate Student Member
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.The Python for beginners. This is an advance computer language.
The Python for beginners. This is an advance computer language.
 
Generative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of contentGenerative AI leverages algorithms to create various forms of content
Generative AI leverages algorithms to create various forms of content
 
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
Optimizing Gradle Builds - Gradle DPE Tour Berlin 2024
 
New techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdfNew techniques for characterising damage in rock slopes.pdf
New techniques for characterising damage in rock slopes.pdf
 
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressionsKuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
KuberTENes Birthday Bash Guadalajara - K8sGPT first impressions
 
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
5214-1693458878915-Unit 6 2023 to 2024 academic year assignment (AutoRecovere...
 
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
哪里办理(csu毕业证书)查尔斯特大学毕业证硕士学历原版一模一样
 
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样学校原版美国波士顿大学毕业证学历学位证书原版一模一样
学校原版美国波士顿大学毕业证学历学位证书原版一模一样
 
Engine Lubrication performance System.pdf
Engine Lubrication performance System.pdfEngine Lubrication performance System.pdf
Engine Lubrication performance System.pdf
 
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
Redefining brain tumor segmentation: a cutting-edge convolutional neural netw...
 
basic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdfbasic-wireline-operations-course-mahmoud-f-radwan.pdf
basic-wireline-operations-course-mahmoud-f-radwan.pdf
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
 
Heat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation pptHeat Resistant Concrete Presentation ppt
Heat Resistant Concrete Presentation ppt
 
International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
 
ISPM 15 Heat Treated Wood Stamps and why your shipping must have one
ISPM 15 Heat Treated Wood Stamps and why your shipping must have oneISPM 15 Heat Treated Wood Stamps and why your shipping must have one
ISPM 15 Heat Treated Wood Stamps and why your shipping must have one
 
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODELDEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
DEEP LEARNING FOR SMART GRID INTRUSION DETECTION: A HYBRID CNN-LSTM-BASED MODEL
 
22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt22CYT12-Unit-V-E Waste and its Management.ppt
22CYT12-Unit-V-E Waste and its Management.ppt
 

MULTISCALE LOGARITHM DIFFERENCE EDGEMAPS FOR FACE RECOGNITION AGAINST VARYING LIGHTING CONDITIONS

  • 1. MULTISCALE LOGARITHM DIFFERENCE EDGEMAPS FOR FACE RECOGNITION AGAINST VARYING LIGHTING CONDITIONS ABSTRACT Lambertian model is a classical illumination model consisting of a surface albedo component and a light intensity component. Some previous researches assume that the light intensity component mainly lies in the large-scale features. They adopt holistic image decompositions to separate it out, but it is difficult to decide the separating point between large- scale and small-scale features. In this paper, we propose to take a logarithm transform, which can change the multiplication of surface albedo and light intensity into an additive model. Then, a difference (substraction) between two pixels in a neighborhood can eliminate most of the light intensity component. By dividing a neighborhood into subregions, edgemaps of multiple scales can be obtained. Then, each edgemap is multiplied by a weight that can be determined by an independent training scheme. Finally, all the weighted edgemaps are combined to form a robust holistic feature map. Extensive experiments on four benchmark data sets in controlled and uncontrolled lighting conditions show that the proposed method has promising results, especially in uncontrolled lighting conditions, even mixed with other complicated variations.