Talisman: Targeted Active Learning for Object Detection with Rare Classes and Slices Using Submodular Mutual Information.
Suraj KothawadeSaikat GhoshSumit ShekharYu XiangRishabh K. IyerPublished in: ECCV (38) (2022)
Keyphrases
- rare classes
- mutual information
- active learning
- object detection
- rare class
- similarity measure
- image registration
- computer vision
- feature selection
- machine learning
- multi class
- emerging patterns
- learning algorithm
- imbalanced datasets
- random sampling
- semi supervised
- learning process
- training examples
- supervised learning
- imbalanced class distribution
- cost sensitive
- information gain
- labeled data
- class distribution
- small number
- rare events
- training set