What is the appropriate way to get small wood splinters out?

Even though I had gardening gloves on I got small splinters in my fingers from pulling prickly vines out of bushes. I have tried getting
them out with a sharp pin but now I have pricks that hurt and the splinter is still there. I can see it with a magnifying glass. One I picked at hurt all night. Help!