Android users would use RCS for communicating with each other via the default messaging app on Android.
MMS has a hard size limit depending on the carrier the sender uses, that’s independent of the sender using an Android phone or an iPhone. This limit can be as high as “more than 1 MB”, but also as low as 300 KB or even less. Compressing an image down to 300 KB will naturally incur a quality penalty.