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Differential geometry II. Lecture 2. © Alexander & Michael Bronstein tosca.cs.technion.ac.il/book. Numerical geometry of non-rigid shapes Stanford University, Winter 2009. Intrinsic & extrinsic geometry. First fundamental form describes completely the intrinsic geometry .

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Differential geometry II

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Differential geometry ii

Differential geometry II

Lecture 2

© Alexander & Michael Bronstein


Numerical geometry of non-rigid shapes

Stanford University, Winter 2009

Differential geometry ii

Intrinsic & extrinsic geometry

  • First fundamental form describes completely the intrinsic geometry.

  • Second fundamental form describes completely the extrinsic

  • geometry – the “layout” of the shape in ambient space.

  • First fundamental form is invariant to isometry.

  • Second fundamental form is invariant to rigid motion (congruence).

  • If and are congruent (i.e., ), then

  • they have identical intrinsic and extrinsic geometries.

  • Fundamental theorem: a map preserving the first and the second

  • fundamental forms is a congruence.

  • Said differently: an isometry preserving second fundamental form is a

  • restriction of Euclidean isometry.

Differential geometry ii

An intrinsic view

  • Our definition of intrinsic geometry (first fundamental form) relied so far

  • on ambient space.

  • Can we think of our surface as of an abstract manifold immersed

  • nowhere?

  • What ingredients do we really need?

    • Smooth two-dimensional manifold

    • Tangent space at each point.

    • Inner product

  • These ingredients do not require any ambient space!

Differential geometry ii

Riemannian geometry

  • Riemannian metric: bilinear symmetric

  • positive definite smooth map

  • Abstract inner product on tangent space

  • of an abstract manifold.

  • Coordinate-free.

  • In parametrization coordinates is

  • expressed as first fundamental form.

  • A farewell to extrinsic geometry!

Bernhard Riemann


Differential geometry ii

An intrinsic view

  • We have two alternatives to define the intrinsic metric using the path

  • length.

  • Extrinsic definition:

  • Intrinsic definition:

  • The second definition appears more general.

Differential geometry ii

Nash’s embedding theorem

  • Embedding theorem (Nash, 1956): any

  • Riemannian metric can be realized as an

  • embedded surface in Euclidean space of

  • sufficiently high yet finite dimension.

  • Technical conditions:

    • Manifold is

    • For an -dimensional manifold,

    • embedding space dimension is

  • Practically:intrinsic and extrinsic views are equivalent!

John Forbes Nash

(born 1928)

Differential geometry ii

Uniqueness of the embedding

  • Nash’s theorem guarantees existence of embedding.

  • It does not guarantee uniqueness.

  • Embedding is clearly defined up to a congruence.

  • Are there cases of non-trivial non-uniqueness?

  • Formally:

  • Given an abstract Riemannian manifold , and an embedding

  • , does there exist another embedding

  • such that and are incongruent?

  • Said differently:

  • Do isometric yet incongruent shapes exist?

Differential geometry ii


  • Shapes admitting incongruent isometries are called bendable.

  • Plane is the simplest example of a bendable surface.

  • Bending: an isometric deformation transforming into .

Differential geometry ii

Bending and rigidity

  • Existence of two incongruent isometries does not

  • guarantee that can be physically folded into without

  • the need to cut or glue.

  • If there exists a family of bendings continuous

  • w.r.t. such that and , the

  • shapes are called continuously bendable or applicable.

  • Shapes that do not have incongruent isometries are rigid.

  • Extrinsic geometry of a rigid shape is fully determined by

  • the intrinsic one.

Differential geometry ii

Alice’s wonders in the Flatland

  • Subsets of the plane:

  • Second fundamental form vanishes

  • everywhere

  • Isometric shapes and have identical

  • first and second fundamental forms

  • Fundamental theorem: and are

  • congruent.

Flatland is rigid!

Differential geometry ii

If the faces of a polyhedron were made of metal plates and the polyhedron edges were replaced by hinges, the polyhedron would be rigid.

Rigidity conjecture

In practical applications shapes are represented as polyhedra (triangular meshes), so…

Leonhard Euler


Do non-rigid shapes really exist?

Differential geometry ii

Rigidity conjecture timeline

Euler’s Rigidity Conjecture: every polyhedron is rigid


Cauchy: every convex polyhedron is rigid


Cohn-Vossen: all surfaces with positive Gaussian curvature are rigid


Gluck: almost all simply connected surfaces are rigid


Connelly finally disproves Euler’s conjecture


Differential geometry ii

Connelly sphere


Rigid polyhedron

Connelly sphere

Non-rigid polyhedron

Connelly, 1978

Differential geometry ii

“Almost rigidity”

  • Most of the shapes (especially, polyhedra) are rigid.

  • This may give the impression that the world is more rigid than non-rigid.

  • This is probably true, if isometry is considered in the strict sense

  • Many objects have some elasticity and therefore can bend almost

  • Isometrically

  • No known results about “almost rigidity” of shapes.

Differential geometry ii

Gaussian curvature – a second look

  • Gaussian curvature measures how a shape is different from a plane.

  • We have seen two definitions so far:

    • Product of principal curvatures:

    • Determinant of shape operator:

  • Both definitions are extrinsic.

  • Here is another one:

  • For a sufficiently small , perimeter

  • of a metric ball of radius is given by

Differential geometry ii

Gaussian curvature – a second look

  • Riemannian metric is locally Euclidean up to second order.

  • Third order error is controlled by Gaussian curvature.

  • Gaussian curvature

  • measures the defect of the perimeter, i.e., how

  • is different from the Euclidean .

    • positively-curved surface – perimeter smaller than Euclidean.

    • negatively-curved surface – perimeter larger than Euclidean.

Differential geometry ii

Theorema egregium

  • Our new definition of Gaussian curvature is

  • intrinsic!

  • Gauss’ Remarkable Theorem

  • In modern words:

  • Gaussian curvature is invariant to isometry.

…formula itaque sponte perducit ad egregium theorema: si superficies curva in quamcunque aliam superficiem explicatur, mensura curvaturae in singulis punctis invariata manet.

Karl Friedrich Gauss


Differential geometry ii

An Italian connection…

Differential geometry ii

Intrinsic invariants

  • Gaussian curvature is a local invariant.

  • Isometry invariant descriptor of shapes.

  • Problems:

    • Second-order quantity – sensitive

    • to noise.

    • Local quantity – requires

    • correspondence between shapes.

Differential geometry ii

Gauss-Bonnet formula

  • Solution: integrate Gaussian curvature over

  • the whole shape

  • is Euler characteristic.

  • Related genus by

  • Stronger topological rather than

  • geometric invariance.

  • Result known as Gauss-Bonnet formula.

Pierre Ossian Bonnet


Differential geometry ii

Intrinsic invariants

We all have the same Euler characteristic .

  • Too crude a descriptor to discriminate between shapes.

  • We need more powerful tools.

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