You can get pre-curved stripes on eBay. That's where I've always gotten mine. You would want the ones made for a 17" wheel. They're relatively cheap. I went with reflective ones for the added visibility in the darker hours.
A straight roll of tape might work. I haven't tried it. I would think it wouldn't work as well though.