Each time you access your Budget template, you will have to set the filters that you would like to use.
Even though you had previously set your filters and clicked on the Save button, the filters are only saved and used for that specific instance of you accessing the Budget template.
There is a Customer Voice Feedback request for the saving of the budget template filters. You may click on the link and add your vote to this request.