GIT: Detecting Uncertainty, Out-Of-Distribution and Adversarial Samples using Gradients and Invariance Transformations.
Julia LustAlexandru Paul CondurachePublished in: IJCNN (2023)
Keyphrases
- data sets
- sample set
- spatial distribution
- uniformly distributed
- neural network
- multiscale
- multi agent
- training set
- invariant features
- invariant representations
- random samples
- image transformations
- data samples
- power law
- discriminative power
- gaussian distribution
- uncertain data
- automatic detection
- utility function
- data distribution
- training samples
- probability distribution