Plugin estimators for selective classification with out-of-distribution detection.
Harikrishna NarasimhanAditya Krishna MenonWittawat JitkrittumSanjiv KumarPublished in: ICLR (2024)
Keyphrases
- pattern classification
- pattern recognition
- decision trees
- automatic detection
- robust detection
- automatic classification
- detection method
- support vector machine svm
- classification scheme
- machine learning
- classification accuracy
- object detection
- accurate classification
- classification rules
- detection algorithm
- feature extraction and classification
- microcalcification clusters
- support vector
- decision rules
- feature selection
- text classification
- image classification
- density estimation
- feature space
- classification systems
- data sets
- benchmark datasets
- class membership probabilities
- mammogram images
- feature extraction
- training data
- detection rate
- anomaly detection
- classification method
- false positives
- class labels