final ImageView like = (ImageView) findViewById(R.id.like);

    //set the click listener
    like.setOnClickListener(new OnClickListener() {

        public void onClick(View button) {
            //Set the button's appearance
            button.setSelected(!button.isSelected());

            if (button.isSelected()) {
                like.setBackgroundDrawable(null);
                like.setBackgroundResource(R.drawable.starf);

            } else {
                like.setBackgroundResource(R.drawable.star);
            }
        }
    });

<ImageView
    android:id="@+id/like"
    android:layout_width="wrap_content"
    android:layout_height="fill_parent"
    android:layout_gravity="left"
    android:paddingLeft="10dp"
    android:paddingRight="40dp"
    android:background="@drawable/star"
    android:clickable="true" />