I've never heard of sleep paralysis, but now that I'm reading these post, I know I've had this happen a couple times. I don't see dots, but I can't breath or move for a couple seconds - it is scarey! Seems like I wake up pretty quick when it happens.
If it's frequent, you should mention it to your doctor. If it turns out to be sleep apnea, you may need to follow up on it.