In 2021, the answer is definitely yes.
Here is a tutorial on that topic, which shows you how to run docker directly on Android, without VMs nor chroot. Note that you do need to root your phone and build a custom kernel though.
If you only want a quick look of docker running on android without getting your hands dirty, check out this comment on GitHub.