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Functional Faces: Groupwise Dense Correspondence Using Functional Maps

CVPR 2016 · Point clouds › Shape and surface completion · approach: Unsupervised shape correspondence · 17 citations (OpenAlex)

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Measured effects reported in the paper

What was changedWhereMeasuredEffect
use groupwise functional maps instead of pairwise functional maps (ablation)Functional Maps · BU3Dgeodesic errorHelped
add ICP refinement to groupwise functional maps (ablation)Groupwise Functional Maps · BU3Dgeodesic errorHelped
use filtered feature-match warping instead of nearest-neighbor point-to-point conversion (ablation)Groupwise Functional Maps · 3DRFE subsettexture consistency: .0101 -> .0099Helped
use groupwise functional maps with nearest-neighbor conversion instead of non-rigid ICP3DRFE subset · 3DRFE subsettexture consistency: .0103 -> .0101Helped
use groupwise functional maps with feature-match warping instead of non-rigid ICP3DRFE subset · 3DRFE subsettexture consistency: .0103 -> .0099Helped
use functional-map filtering and feature-match warping rather than nearest-neighbor conversion (ablation)Groupwise Functional Maps · 3DRFEtexture-transfer correspondence qualityHelped
use texture-derived functions, including landmarks and local features, in functional mapsFunctional Maps · 3D face correspondencecorrespondence qualityHelped
filter tentative feature matches using the functional-map embedding constraintWithin-person face correspondence · 3DRFEcorrespondence qualityHelped

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