Advances in Face Image Analysis · · Theory and Applications by Dornaika, Fadi -- Read -- Imperial Library of Trantor

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FOREWORD PREFACE Facial Expression Classification Based on Convolutional Neural Networks

Abstract INTRODUCTION

Convolutional Neural Networks Facial Expression Analysis

GRADIENT-BASED LEARNING FOR CNNS FEATURE GENERALIZATION EXPERIMENTS

Datasets

CK-Regianini Dataset CK-Zheng Dataset CMU-Pittsburgh dataset

Experiments on CNN-based Facial Expression Classification

Design Results and Analysis

Experiments on Feature Generalization

Design Results and Analysis

DISCUSSION CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

Sparsity Preserving Projection Based Constrained Graph Embedding and Its Application to Face Recognition

Abstract INTRODUCTION RELATED WORK

Locality Preserving Projection Neighborhood Preserving Embedding Sparsity Preserving Projection Constrained Graph Embedding

SPP BASED CONSTRAINED GRAPH EMBEDDING SPP-CGE

Out-of-Sample Extension

EXPERIMENTAL RESULTS CONCLUSION NOTES CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

Face Recognition Using Exponential Local Discriminant Embedding

Abstract INTRODUCTION

Contribution and Related Work

REVIEW OF LOCAL DISCRIMINANT EMBEDDING (LDE)

Intrinsic Graph and Penalty Graph Optimal Mapping The Small Sample Size Problem

EXPONENTIAL LDE

Matrix Exponential Exponential LDE

THEORETICAL ANALYSIS OF ELDE

Solving the SSS Problem Distance Diffusion Mapping

PERFORMANCE EVALUATION

Face Databases Recognition Accuracy Comparison between Regularized LDE and ELDE

CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGMENTS References

Adaptive Locality Preserving Projections for Face Recognition

Abstract INTRODUCTION LOCALITY PRESERVING PROJECTIONS ENHANCED AND PARAMETERLESS LPP PERFORMANCE EVALUATION

Face Databases Experimental Results Performance Comparison for OLPP and SLPP

CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGMENTS References

Face Recognition Using 3D Face Rectification

Abstract INTRODUCTION PROPOSED METHOD FACE DATABASE PREPROCESSING FACIAL FEATURE DETECTION POSE ESTIMATION

IRAD Contours Ellipse Fitting And Roll Correction Yaw Correction Pitch Correction Accuracy Of The Pose Estimation Method

ROTATION AND POST PROCESSING EXPERIMENTS CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGMENTS References

3D Face Recognition

Abstract INTRODUCTION 3D FACE ACQUISITION 3D FACE REPRESENTATION PREPROCESSING 3D FACE ALIGNMENT FACE RECOGNITION CONCLUDING REMARKS CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

Model-Less 3D Face Pose Estimation

Abstract INTRODUCTION STATE OF THE ART THE MACHINE LEARNING METHODOLOGY

Locality Preserving Projections

LPP Algorithm

Supervised Locality Preserving Projections

LABEL-SENSITIVE LOCALITY PRESERVING PROJECTION

Presetting: Algorithm:

PROPOSED APPROACH: SPARSE GRAPH BASED LSLPP EXPERIMENTAL RESULTS CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

Efficient Deformable 3D Face Model Fitting to Monocular Images

Abstract INTRODUCTION LIGHTWEIGHT FACIAL FEATURE DETECTION DEFORMABLE MODEL BACKPROJECTION EXPERIMENTAL RESULTS AND DISCUSSION CONCLUSION APPENDIX A: MODIFICATIONS TO CANDIDE-3 CONFLICT OF INTEREST ACKNOWLEDGMENTS References

Face Detection Using the Theory of Evidence

Abstract INTRODUCTION STATE OF THE ART THEORY OF BELIEF FUNCTIONS

Mass Sets Modeling of Mass Functions Combination of Beliefs Management of Conflict Combination Rules for Dependent Sources Decision with Transferable Belief Model

APPLICATION TO EVIDENTIAL FACE MODEL

Information Sources Mass Sets for VJ Face Detector Color Mass Functions Color Fusion by Cautious Rule

Illustrative Example

Global Fusion of Color and VJ Mass Sets by Conjunctive Rule Computation of Pignistic Probabilities

PROBABILISTIC FACE TRACKING

Estimation of Ellipse Center Estimation of Size and Pose Visual Servoing

PERFORMANCE ANALYSIS

Qualitative Evaluation Quantitative Evaluation DISCUSSION

CONFLICT OF INTEREST ACKNOWLEDGEMENT References

Fuzzy Discriminant Analysis: Considering the Fuzziness in Facial Age Feature Extraction

Abstract INTRODUCTION CHARACTERIZATION OF THE FUZZINESS IN FACIAL AGING THE FUZZY DISCRIMINATIVE MANIFOLD ANALYSIS

Traditional Discriminative Manifold Methods Fuzzy Discriminative Analysis for Age Estimation

EXPERIMENTAL RESULTS

A Toy Example Facial Age Estimation Results

Databases Experimental Setting Experiments on the FGNET Database Experiments on the MORPH Database

CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

Facial Image-Based Age Estimation

Abstract INTRODUCTION AGE ESTIMATION ALGORITHMS

Input Images Preprocessing Feature Extraction Distance Metric Adjustments Dimensionality Reduction Age Determination

AGE ESTIMATION FRAMEWORK AND EXPERIMENTS PERFORMED EXPERIMENTAL SETTING

Datasets Performance Scores

RESULTS CONCLUSION CONFLICT OF INTEREST ACKNOWLEDGEMENTS References

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