From the jQuery :input selector page:
Because :input is a jQuery extension and not part of the CSS specification, queries using :input cannot take advantage of the performance boost provided by the native DOM querySelectorAll() method. To achieve the best performance when using :input to select elements, first select the elements using a pure CSS selector, then use .filter(“:input”).
This is the best choice.
$('#new_user_form *').filter(':input').each(function(){
//your code here
});