Abstract: An ICT scan was carried out on calibrated gauge blocks and the GUM method was used to evaluate the measurement uncertainty based on specific specification. This paper presents three different surface extraction methods on the CT image to analyze the measurement uncertainty and its primary contribution, and an application demonstration is also present.