The on shown on this picture:
http://i.imgur.com/DWmybsG.jpg
Thank you.
That's a greatcoat, like this one. The particular style might vary, since the Red Army cycled through different ones. During marches when it was too warm to wear it, the greatcoat would be rolled up like you see in the photo and carried.