Can you list any specific difference that can be perceived?
Sure, A whole bunch of functions get disabled.
Safe mode is deprecated, so don't use it.
There's a full list of restrictions here.
Most functions that interact with the file system get taken away with safe_mode on.
features.safe-mode.functions