FCert: Certifiably Robust Few-Shot Classification in the Era of Foundation Models.
Yanting WangWei ZouJinyuan JiaPublished in: CoRR (2024)
Keyphrases
- classification models
- decision trees
- support vector
- pattern recognition
- model selection
- statistical models
- preprocessing
- classification accuracy
- machine learning algorithms
- class labels
- decision rules
- prior knowledge
- automatic classification
- classification scheme
- machine learning approaches
- big data
- classification method
- classification algorithm
- classification process
- models built
- machine learning
- computationally efficient
- text classification
- image classification
- object recognition
- feature space
- feature vectors
- neural network
- support vector machine svm
- classification schemes
- feature extraction
- video sequences
- video shots
- hidden markov models
- pattern classification
- video content
- machine learning methods
- support vector machine
- supervised learning
- statistical model
- labeled data
- benchmark datasets