Methods of non-contact assessment of the functional state of a person are a prominent area of development in the field of medical instrumentation. In this study, we tested the usage of depth cameras to assess the respiratory rate and chest deviation. The possibility of application of singular value decomposition was showed for data processing of depth video sequences.