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How to hide profile2 field label and captcha label in registration form

I’ve tried using 2 different functions, where both successfully sets the value to ‘invisible’ with a dsm($form) check. However, the label is still being displayed. 

function MYMODULE_form_alter(&$form, &$form_state, $form_id) {   switch ($form_id) {           case 'user_register_form':               $form['profile_users']['field_username']['#title_display'] = 'invisible';               $form['captcha']['#title_display'] = "invisible";    break;   } }

and:

function MYMODULE_form_profile2_edit_PROFILETYPE_form_alter(&$form, &$form_state){       $form['profile_PROFILETYPE']['field_username']['#title_display'] = 'invisible';  }

I do not encounter this problem for the username, password and email fields.

Edit: I’ve also tried:

$form['profile_users']['field_username']['und']['#title'] = ''; $form['profile_users']['field_username']['und']['#title_display'] = "invisible";
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How to hide profile2 field label and captcha label in registration form

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