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@Override
public Dialog onCreateDialog(final Bundle savedInstanceState) {
  AlertDialog.Builder builder = new AlertDialog.Builder(getActivity());

  // setup your dialog here...

  builder.setNegativeButton(getString(R.string.cancel), new DialogInterface.OnClickListener() {
    @Override
    public void onClick(final DialogInterface dialog, final int which) {
      // do something
    }
  });

  builder.setPositiveButton(getString(R.string.ok), new DialogInterface.OnClickListener() {
    @Override
    public void onClick(final DialogInterface dialog, final int which) {
      // do something
    }
  });

  final AlertDialog dialog = builder.create();

  dialog.setOnShowListener(new DialogInterface.OnShowListener() {
    @Override
    public void onShow(final DialogInterface dialog) {
      Button negativeButton = ((AlertDialog)dialog).getButton(DialogInterface.BUTTON_NEGATIVE);
      Button positiveButton = ((AlertDialog)dialog).getButton(DialogInterface.BUTTON_POSITIVE);

      // this not working because multiplying white background (e.g. Holo Light) has no effect
      //negativeButton.getBackground().setColorFilter(0xFFFF0000, PorterDuff.Mode.MULTIPLY);

      final Drawable negativeButtonDrawable = getResources().getDrawable(R.drawable.alert_dialog_button_light_red);
      final Drawable positiveButtonDrawable = getResources().getDrawable(R.drawable.alert_dialog_button_light_green);
      if (Build.VERSION.SDK_INT >= 16) {
        negativeButton.setBackground(negativeButtonDrawable);
        positiveButton.setBackground(positiveButtonDrawable);
      } else {
        negativeButton.setBackgroundDrawable(negativeButtonDrawable);
        positiveButton.setBackgroundDrawable(positiveButtonDrawable);
      }

      negativeButton.invalidate();
      positiveButton.invalidate();
    }
  });

  return dialog;
}