The word "reset" has two different meanings here.
Factory reset is when the flash file systems are reprogrammed to known state.
But reset is also the name when an IC is receiving a reset signal to place all logic gates in a known state.

Removing the battery is a power-on reset.
Actuating the "reset" pin on the chips is a hard reset.
Having the software issuing the reset represents a soft reset.