A 2017 paper titled 'Neural Networks Are Easily Fooled' showed that a deep neural network confident it recognized a school bus with 100% confidence was 99% sure it was a garbage truck when the object was photoshopped into a weird pose, or 100% sure it was a punching bag in another pose, demonstrating lack of robustness.