Probabilistic Runtime Verification, Evaluation and Risk Assessment of Visual Deep Learning Systems

Birk Torpmann-Hagen, PÃ¥l Halvorsen, Michael A. Riegler +1

Despite achieving excellent performance on benchmarks, deep neural networks often underperform in real-world deployment due to sensitivity to minor, often imperceptible shifts in i…