Well, it depends on what scale you want to build your application, IF you are planning for millions of users, then Codeigniter is a better choice, as it gives you more control over your code. (Provided you have made proper sense with View, Controller and Model).
With codeigniter you will be able to customize your site better, with every nook and corner, also it will take up less server resources as compared to Jhoomla.