Go to the Pieces tab in the left-hand menu then select the Piece you would like to copy. Click on blue Original Image Files link at the bottom of the left column on that page.
Then, click on Original Image Link.
The image will appear in a new tab. Right-click on the image and hit Save image as ... and save it to the folder of your choice.