Stop WordPress from generating extra image sizes

add_filter('intermediate_image_sizes_advanced', 'shop_trim_image_sizes');

// Runs at upload time only. Sizes already on disk stay there.
function shop_trim_image_sizes($sizes) {
    unset($sizes['medium'], $sizes['large']);

    return $sizes;
}