Quotient Space Metric: The quotient metric for arbitrary quotient spaces is defined as
If $M$ is a metric space with metric $d$, and $\sim$ is an equivalence relation on $M$, then we can endow the quotient set $M/{\sim}$ with the following (pseudo)metric. Given two equivalence classes $[x]$ and $[y]$, we define $$ d'([x],[y]) = \inf\{d(p_1,q_1)+d(p_2,q_2)+\dotsb+d(p_{n},q_{n})\} $$ where the infimum is taken over all finite sequences $(p_1, p_2, \dots, p_n)$ and $(q_1, q_2, \dots, q_n)$ with $[p_1]=[x], [q_n]=[y], [q_i]=[p_{i+1}], i=1,2,\dots, n-1$.
Often we encounter "nice" spaces where the quotient metric can actually be defined as $d([x],[y]) = \inf\{d(p,q)|p\in[x], q\in [y]\}$ (i.e. the shortest path between equivalence classes $[x],[y]$ on the quotient space). This is not true in general, as dicussed here: Why are quotient metric spaces defined this way?
However, it seems that there are many useful quotient spaces where this holds true. Examples:
- $R^2$ under the identification of vertical lines ($x,y \in \mathbb{R}^2$, $x \sim y$ if $x-y \in \{0\} \times \mathbb{R}$).
- $R^2$ under the identification of circles ($x,y \in \mathbb{R}^2$, $x \sim y$ if $\|x\|_2^2=\|y\|_2^2$).
- Special Euclidean Group $SE(2)$ under identification of $SO(2)$ ($x,y \in SE(2)$, $x \sim y$ if $x-y \in \{0,0\} \times SO(2)$).
- Other spaces like $SE(3) / SO(3)$
That begs the question: What are the conditions under which $d([x],[y]) = \inf\{d(p,q) | p\in[x], q\in [y]\}$ actually holds true?