Low-Shot Validation: Active Importance Sampling for Estimating Classifier Performance on Rare Categories.
Fait PomsVishnu SarukkaiRavi Teja MullapudiNimit Sharad SohoniWilliam R. MarkDeva RamananKayvon FatahalianPublished in: CoRR (2021)
Keyphrases
- importance sampling
- rare events
- monte carlo
- markov chain
- kalman filter
- particle filter
- approximate inference
- video sequences
- particle filtering
- reinforcement learning
- class imbalance
- markov chain monte carlo
- training data
- graphical models
- evolutionary algorithm
- computer vision
- class distribution
- posterior distribution
- gaussian process