UA, without a doubt.
You get what you pay for. I have stuff from Target and Old Navy, too. But I have to layer with those. Still freeze when running outside in December and Jan.
Check out the UA outlet off Fort Smallwood Rd. up near Baltimore. Most stuff is 70% off the tag price. Also have an UA outlet at the Queenstown Outlets over the Bay Bridge.