The kernels were chosen specifically to achieve these highlights. The two kernels are: These are called Prewitt kernels, after their developer. These kernels succeed in generating new images, after the convolution, that detect horizontal and vertical edges. Keep in mind, for now, that these are hand-designed kernels. LeCun wanted his neural network to learn such kernels.

