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Title of Journal: Int J Comput Vis

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Abbravation: International Journal of Computer Vision

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Springer US

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1573-1405

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Ethnicity and Genderbased Subject Retrieval Usin

Authors: George Toderici Sean M O’Malley George Passalis Theoharis Theoharis Ioannis A Kakadiaris
Publish Date: 2010/04/28
Volume: 89, Issue: 2-3, Pages: 382-391
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Abstract

While the retrieval of datasets from human subjects based on demographic characteristics such as gender or race is an ability with wideranging application it remains poorlystudied In contrast a large body of work exists in the field of biometrics which has a different goal the recognition of human subjects Due to this disparity of interest existing methods for retrieval based on demographic attributes tend to lag behind the more wellstudied algorithms designed purely for face matching The question this raises is whether a face recognition system could be leveraged to solve these other problems and if so how effective it could be In the current work we explore the limits of such a system for gender and ethnicity identification given 1 a ground truth of demographicallylabeled textureless 3D models of human faces and 2 a stateoftheart facerecognition algorithm Once trained our system is capable of classifying the gender and ethnicity of any such model of interest Experiments are conducted on 4007 facial meshes from the benchmark Face Recognition Grand Challenge v2 dataset

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  1. Growing Regression Tree Forests by Classification for Continuous Object Pose Estimation
  2. Objects, Actions, Places
  3. Hierarchical Shape Segmentation and Registration via Topological Features of Laplace-Beltrami Eigenfunctions
  4. Geometric Image Parsing in Man-Made Environments
  5. On Taxonomies for Multi-class Image Categorization
  6. Full and Partial Symmetries of Non-rigid Shapes
  7. A Two-Layer Framework for Piecewise Linear Manifold-Based Head Pose Estimation
  8. Learning Discriminative Space–Time Action Parts from Weakly Labelled Videos
  9. Recognizing Fine-Grained and Composite Activities Using Hand-Centric Features and Script Data
  10. 3D Human Pose Tracking Priors using Geodesic Mixture Models
  11. Exemplar-Guided Similarity Learning on Polynomial Kernel Feature Map for Person Re-identification
  12. A Variational Approach to Video Registration with Subspace Constraints
  13. The Fisher-Rao Metric for Projective Transformations of the Line
  14. Planar Motion Estimation and Linear Ground Plane Rectification using an Uncalibrated Generic Camera
  15. Guest Editorial: Human Activity Understanding from 2D and 3D Data
  16. Fast and Stable Polynomial Equation Solving and Its Application to Computer Vision
  17. Robust Pose Recognition of the Obscured Human Body
  18. Teichmüller Shape Descriptor and Its Application to Alzheimer’s Disease Study
  19. Parsing Images into Regions, Curves, and Curve Groups
  20. Using Biologically Inspired Features for Face Processing
  21. Two-View Motion Segmentation with Model Selection and Outlier Removal by RANSAC-Enhanced Dirichlet Process Mixture Models
  22. Information-Theoretic Active Polygons for Unsupervised Texture Segmentation
  23. Virtual Volumetric Graphics on Commodity Displays Using 3D Viewer Tracking
  24. 3-D Symmetry Detection and Analysis Using the Pseudo-polar Fourier Transform
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