establishing point correspondence of 3d faces via sparse facial deformable model

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Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

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Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model. Outline. Introduction Sparse facial deformable model Solving Shape constraint by face deformation Correspondence constraint: patch-based sparse representation Experiments Conclusions. Introduction. - PowerPoint PPT Presentation

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Page 1: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Page 2: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions

Page 3: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Introduction

Recent progresses in 3D digital acquisition techniques allow 3D data to be accurately captured in real time. This otivates extensive researches on 3D data in computer vision and computer graphics communities

This paper aims at building an anthropometric dense correspondence between 3D faces. We assume that original 3D faces are represented as triangle meshes. Other forms of 3D faces can be easily changed to meshes

Page 4: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Introduction

Page 5: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions

Page 6: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Sparse Facial Deformable Model

Page 7: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions

Page 8: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Solving Shape Constraint By Face Deformation

Page 9: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Solving Shape Constraint By Face Deformation

Page 10: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions

Page 11: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Correspondence Constraint: Patch-BasedSparse Representation

Sparsity Threshold

-linear function

-exponential function

Page 12: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Correspondence Constraint: Patch-BasedSparse Representation

Page 13: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions

Page 14: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Rn computes the average distance between the vertices on M’ and their nearest vertices on M, which exhibits the reconstruction accuracy.Rl f computes the average distance between the vertices on M’ and their corresponding vertices on Ml f , which implies the accuracy of overall correspondence.Rl computes the average distance between the landmarks on M and their corresponding landmarks on M’, which shows the accuracy of landmark correspondence.Dl shows the accuracy of the anthropometric correspondence from the view of face structure.

Page 15: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Page 16: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Page 17: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Page 18: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Page 19: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Experiments

Page 20: Establishing Point Correspondence of 3D Faces Via Sparse Facial Deformable Model

Outline

IntroductionSparse facial deformable model Solving Shape constraint by face deformationCorrespondence constraint: patch-based

sparse representationExperiments Conclusions