Kornia random apply feature does not keep ordering of the augmentations in the AugmentationSequential. As a consequence, its application causes error sources to be applied in a random order, unlike what would reasonably occur in reality. Design needs to be changed to separate geometric, intensity, optics and electronics error sources in blocks and utilize random apply on those, instead on the single elements. Probability of application of each source will do the rest.
Kornia random apply feature does not keep ordering of the augmentations in the AugmentationSequential. As a consequence, its application causes error sources to be applied in a random order, unlike what would reasonably occur in reality. Design needs to be changed to separate geometric, intensity, optics and electronics error sources in blocks and utilize random apply on those, instead on the single elements. Probability of application of each source will do the rest.