Essentially, there is 2 cases here: the device is laying flat and not flat. Flat here means the angle between the surface of the device screen and the world xy plane (I call it the inclination) is less than 25 degree or larger than 155 degree. Think of the phone lying flat or tilt up just a little bit from a table.
First you need to normalize the accelerometer vector.
That is if g is the vector returns by the accelerometer sensor event values. In code
float[] g = new float[3];
g = event.values.clone();
double norm_Of_g = Math.sqrt(g[0] * g[0] + g[1] * g[1] + g[2] * g[2]);
// Normalize the accelerometer vector
g[0] = g[0] / norm_Of_g
g[1] = g[1] / norm_Of_g
g[2] = g[2] / norm_Of_g
Then the inclination can be calculated as
int inclination = (int) Math.round(Math.toDegrees(Math.acos(g[2])));
Thus
if (inclination < 25 || inclination > 155)
{
// device is flat
}
else
{
// device is not flat
}
For the case of laying flat, you have to use a compass to see how much the device is rotating from the starting position.
For the case of not flat, the rotation (tilt) is calculated as follow
int rotation = (int) Math.round(Math.toDegrees(Math.atan2(g[0], g[1])));
Now rotation = 0 means the device is in normal position. That is portrait without any tilt for most phone and probably landscape for tablet. So if you hold a phone as in your picture above and start rotating, the rotation will change and when the phone is in landscape the rotation will be 90 or -90 depends on the direction of rotation.