Automatic Image Uploader does not work for images with spaces

When I enable Automatic Image Uploader in Zemanta WordPress plugin, it is not working if the referred (original) image contains spaces in its URL/filename.

Zemanta did replace the image URL with the new one in the post, however the new referred image is giving 404 when accessed, thus not visible at all.