You will not need to apply for planning permission if you wish to erect a new; or alter, maintain, improve or take down* an existing fence, wall or gate if the following conditions are met:
Fences, walls and gates do not require building regulation approval.
However, the structures must be structurally sound and maintained.
If the garden wall is classes as a 'party fence wall' then you may have to notify the adjoining owner.