Expert image interpretation is predicated on knowledge and experience. The use of imaging as a biomarker in medical research could be empowered by leveraging methods and concepts that remove the subjectivity of image interpretation. For example, we have pioneered the use of muscle T2 maps, corrected for fat content, as a marker of active disease in inflammatory myopathy.