The space of matrices modulo the orthogonal group action

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Consider the smooth manifold of all real $n\times m$ matrices $M_{n\times m}(\mathbb R)$ and a smooth action of the orthogonal group $O(n)$: $$g\cdot A := gA.$$

I would like to understand the quotient space $X := M_{n\times m}(\mathbb R) / O(n)$, especially in the case when $n \le m$.

This is what I know:

  • $X$ is Hausdorff, as the action is proper.
  • The action is not free (as the stabilizer of the $\mathbf{0}$ matrix is non-trivial).
  • It is also non-transitive (as the $\mathbf 0$ matrix has trivial orbit).
  • As there exists the QR decomposition, I imagine that $X$ may be related to the space of upper-triangular matrices.
  • This lead me to asking whether the quotient space of non-zero matrices modulo $O(n)$ would have better properties. However, I think that it won't (if $m > n$ one can consider the block matrix consisting of the identity matrix $\mathbf 1_{n}$ and the zero matrix $\mathbf 0_{n\times (m-n)}$).

This leads to the following questions:

  • Do you know a reference studying this space? (Or a similar one, like the quotient of the space of non-zero matrices, or spaces of square matrices, like $M_{n\times n}(\mathbb R)/O(n)$ or $GL(n)/O(n)$)?)
  • Is $X$ even a topological manifold? I doubt it, but I don't have a proof.
  • Can $X$ be the quotient of the space of upper-triangular matrices modulo some action of a discrete group?

In particular, I'd be interested in a reference, if there is a paper studying this problem.