Yes, there is a way. 

If you right click on the image for which you want to check the link and select "Image Properties" it will give you its URL.

You can also check the URL for the images added in the image library.

Highlight the image and then click on (i)sign. It will show the URL for that image. Kindly refer to screenshot for more details.