How Do We Leave Picture-In-Picture Mode?

Move the activity to the back

activity.moveTaskToBack(false /* nonRoot */);

restore the activity to the front

Intent startIntent = new Intent(PipActivity.this, PipActivity.class);
startIntent.setFlags(Intent.FLAG_ACTIVITY_REORDER_TO_FRONT);
activity.startActivity(startIntent);