What are major league umpires required to wear under their uniforms while on the job?

According to the official MLB rules, section 9, umpires are required to wear a uniform, but it does not describe what the uniform is. It is safe to assume that they all have to appear in the same clothing (hence uniform), and it cannot be deceptively similar to one of the teams' uniforms.