To decrease the memory usage in CodeIgniter, you can consider optimizing your code by identifying and removing any unnecessary database queries, reducing the amount of data loaded, utilizing caching techniques, optimizing your views and controllers to reduce memory overhead, and avoiding loading unnecessary libraries or helpers. Additionally, you can configure your server environment to allocate more memory to PHP if needed.