is there a way to preload specific images for desktop users only? (excluding mobile users)

You can use wp_is_mobile() to check whether it is a mobile device or desktop user.

<?php if ( wp_is_mobile() ) : ?>
    /* Display and echo mobile specific stuff here */
<?php else : ?>
    /* Display and echo desktop stuff here */
<?php endif; ?>