What are the pros and cons of doing a PhD in a small research group compared to a large research group?

I have chosen to work under a associate professor as my PhD advisor. He has a small research group -a group of 3 graduate students and some Undergraduates. I see colleagues of my advisor have groups of 10-12 students with 3 postdocs.

Am I missing something- research wise ??