No, you're most certainly not alone. Very few icons are intuitively understandable, although even the folks at Nielsen Norman have trouble backing that up with data (as linked below).
What immediately came to my mind was Autodesk Maya, where they have similar menus that use text only labels (see the screenshot from their manual). They have a lot of very abstract and complicated features, so every bit of usability counts.