The present disclosure relates to methods for non-destructively assessing yield and/or stress tolerance in crop plants through the use of high-energy particle based imaging and analysis including X rays. Also provided are methods to non-destructively assess transgenic crop plants for the effects of a transgene on yield and/or on stress tolerance.