Binary hierarchical classifier. The two-layer HMMs model. The first layer HMMs is responsible to classify the unknown activities into normal horizontal activities and the rest. The rest activities will be classified by the second layer HMMs to distinguish the fall from other normal vertical activities. The fall will be detected eventually.