mdl-checkbox's check mark out of center on chrome & firefox, depending on zoom level

I started noticing on my application that the check mark was slightly out of center.

On Google's webpage, I see the same behaviour : https://getmdl.io/components/index.html#toggles-section/checkbox

Here are some screenshots :

What cause the issue ? What can I do to solve it on my web apps ?