* Thermal underwear
* Base layer
* Long johns (especially for the pants)
* Undershirt and long pants
* Thermal top and bottom
* Warm-up suit
* Underwear (though this is general and could refer to other types)
* Baselayer (a common name for a sports-oriented long underwear)
The best name depends on the context and who you are talking to.