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This work provides a comprehensive treatment of the theory and implementation of robot calibration using computer vision technology. It covers in detail the subject of autonomous calibration (self-calibration), addresses the issue of optimal configuration selections, and presents a linear approach for the estimation of kinematic parameters. In addition, there is a review of robot kinematic modelling and compensation.