After trying every possible suggestion, my previews and thumbnails on jpg files went back to normal once I uninstalled OneDrive. There was no need for me to restart my computer.
Start --> Type Programs in search --> Select Add or remove programs --> find Microsoft OneDrive in the list of Apps & features --> click on Uninstall and type in password if prompted