They are not really very different.
In English, we must have a preposition after walk here. You can choose 'down', 'along' or 'up'. They all give the meaning of continuing in a straight line on the road. The preposition gives information about the direction.
If the road goes downhill, we say 'walk down'; uphill, we say 'walk up'; flat, we say 'walk along'.