I use a couple of items, depending on the marks. For that seat, I'd try Mr. Clean's Majik Eraser. They do wonders! Even clean chrome really nice. If the eraser doesn't work, I'd go with some polishing compound, lightly rubbed. After cleaned, I'd follow up with some kind of vinyl protector to help keep the vinyl soft.