How do I retrieve recently deleted or lost media on iPhone?

If you are saying that you deleted an item from Recently Deleted, that item vanished instantly.

If you have a current backup.....and a new backup has not yet run......you might be able to restore your iPhone from the backup.

What media are you referring to? And in what app and deleted how?