Signs are all pointing to a corrupt image file. It seems as though the metadata of the image (we don't rely on the extension to work out the type of image) is suggesting it is a jpeg but using the jpeg functions is causing it to complain that the file it's dealing with is not in fact a jpeg.
You may need to identify the problem images in the source data (noting the last image imported when the error happens) and remove them from the source data.