The main contributions of this paper are: A new method for recognition of non-deformable severe occluded objects. Local shape descriptor from the wavelet coefficients of the tangent angle signature. Most likely object retrieval based on an ensemble of Hidden Markov Models. Two new area restrictions for consistency checking between hypotheses and occlusion.