If you simply open the search panel and set filters, but don't close the search panel, those filters won't be saved when you leave the page. But if you close the search panel, whatever filters you set will be saved. In that case, you can open the search panel, change or clear the filters, then close the search panel, to save again. Or you can double-click the search button to quickly reset all the filters.