Optimized Uncertainty Estimation for Vision Transformers: Enhancing Adversarial Robustness and Performance Using Selective Classification.
Erik PautschJohn LiSilvio RizziGeorge K. ThiruvathukalMaria PantojaPublished in: SC Workshops (2023)
Keyphrases
- pattern recognition
- automatic classification
- computer vision
- real time
- support vector machine svm
- support vector
- classification method
- classification accuracy
- feature extraction
- vision system
- decision trees
- machine learning
- text classification
- image classification
- classification scheme
- estimation algorithm
- decision rules
- statistical classification
- feature vectors
- preprocessing
- image processing
- probabilistic model
- model selection
- text categorization
- active learning
- class labels
- classification algorithm
- training set
- density estimation
- feature space
- classification systems
- accurate estimation
- estimation accuracy
- data sets