Can Diffeomorphisms be Represented by Matrices and Used in Image Analysis?

garrus
Messages
16
Reaction score
0
I'm a complete rookie here, and i'd like some help.
For starters , can a diffeomorphic mapping be represented via a matrix , like say a transformation?
If so, how would it be parameterised?
 
Physics news on Phys.org
No you cannot represent it by a matrix, since it is not a linear transformation.
 
A diffeomorphism is a linear transformation of all the tangent spaces, so you can give the infinite collection of matrices

∂Xi/∂Yj

at each point of the manifold
 
Hi garrus. dx already answered the crux of your question but let's specialize to the case of ##\mathbb{R}^{n}##. Let ##U\subseteq \mathbb{R}^{n}## be open, ##p\in U##, and ##F:U\rightarrow \mathbb{R}^{m}## a map differentiable at ##p##. Recall that ##F## is differentiable at ##p## if there exists a linear map ##DF(p)## such that ##\lim _{v\rightarrow 0}\frac{|F(p + v) - F(p) - DF(p)v|}{|v|} = 0##. As you may remember, we call ##DF(p)## the total derivative of ##F## at ##p##. Now, as dx noted we may not be able to represent ##F## itself as a matrix if it isn't itself linear on ##\mathbb{R}^{n}## (in which case it agrees with its total derivative) but ##DF(p)## is linear and one can show that the standard matrix representation of ##DF(p)## is given by ##[DF(p)]_{S} = (\frac{\partial F^{j}}{\partial x^{i}}(p))##. This is none other than the Jacobian matrix. You can think of the linear map ##DF(p)## as being the best linear approximation of ##F## in a neighborhood of ##p##. As dx noted above, you can then develop such a formalism on arbitrary smooth manifolds.
 
Thanks for your responses, but i think I'm way out of my league :/
I want to apply a diffeomorphism in image analysis and I'm looking for a way to build a function to map pixel positions.

edit: disregard that.
 
Last edited:

Similar threads

Replies
4
Views
2K
Replies
4
Views
2K
Replies
16
Views
4K
Replies
9
Views
4K
Replies
73
Views
11K
Replies
4
Views
2K
Replies
11
Views
4K
Replies
5
Views
3K
Back
Top