These data are about 210 wheat grains belonging to three different varieties (including: Kama, Rosa, and Canadian) on which 7 quantitative variables related to these kernel structures detected by using a soft X-ray visualization technique have been measured. These variables are: area, perimeter, compactness, length of kernel, width of kernel, asymmetry coefficient, length of kernel groove, and class label variable variety.