You can use a CASE-statement for each possible filter and apply it only if the filter value(s) are non-trivial.

    -- Parameter :filter
    --
    AND CASE WHEN :filter IS NOT NULL THEN
        table.column = :filter
    ELSE TRUE END

This has zero cost in the case where :filter is unset.