Certified Training for Convolutional Perturbations

Vision models have been found to be susceptible to perturbations such as motion blur induced at runtime by a shaking camera.

Vision models have been found to be susceptible to perturbations such as motion blur induced at runtime by a shaking camera. This impedes their deployment in critical applications since phenomena such as slightly blurred vision might lead to failures, for example an object…