Safety-aware Active Learning with Perceptual Ambiguity and Criticality Assessment.
Prajit T. RajendranGuillaume OllierHuáscar EspinozaMorayo AdedjoumaAgnès DelabordeChokri MraidhaPublished in: AISafety@IJCAI (2022)
Keyphrases
- active learning
- semi supervised
- learning strategies
- unlabeled data
- low level
- learning algorithm
- human visual system
- human perception
- learning process
- supervised learning
- selective sampling
- random sampling
- quality assessment
- cost sensitive
- training examples
- labeled data
- relevance feedback
- training set
- pool based active learning
- imbalanced data classification
- active learning strategies
- assessment process
- visual quality
- batch mode
- perceptual grouping
- visual perception
- experimental design
- data sets
- neural network