I unfortunately do not have any magical advice to directly address your question. However..
What grade/year are you? Having been in a very similar situation while I was in middle/high school, I can say that once I attended college things got significantly better. At least at my university, initiating social interactions was as easy as asking the people you sat next to if they wanted to form a study group.