Towards the Quantification of Safety Risks in Deep Neural Networks
(1) ACSC-Xu
(2) MNIST
(3) CIFAR-10
(4) ImageNet
1: Matlab 2018b
2: Neural Network Toolbox
3: Image Processing Toolbox
4: Parallel Computing Toolbox
Folder "ACSC_XU_NN_Robustness" contains two robustness metrics methods for ACSC_XU dataset.
Folder "Decision Reachability" contains ReLu and Tanh neural networks.
Folder "MNIST_NN_Uncertainty" contains the uncertainty examples for MNIST.