As imagens (ícones) têm aproximadamente o mesmo tamanho, mas preciso redimensioná-las para que os botões permaneçam na mesma altura.

Como eu faço isso?

Button button = new Button(this);
button.setText(apiEventObject.getTitle());
button.setOnClickListener(listener);

/*
 * set clickable id of button to actual event id
 */
int id = Integer.parseInt(apiEventObject.getId());
button.setId(id);

button.setLayoutParams(new LayoutParams(
        android.view.ViewGroup.LayoutParams.FILL_PARENT,
        android.view.ViewGroup.LayoutParams.WRAP_CONTENT));

Drawable drawable = LoadImageFromWebOperations(apiSizeObject.getSmall());
//?resize drawable here? drawable.setBounds(50, 50, 50, 50);
button.setCompoundDrawablesWithIntrinsicBounds(drawable, null, null, null);