When you go into Personalise and click Desktop wallpaper, the window will display all the images used for that certain theme. Just hover your mouse over any image you want and you'll get info such as filename, type, size, dimensions etc.
You can also right click it and select Properties. If you go to Open with and select Windows Photo Viewer it will open the image and with another right click you can click "open file location".