Trustworthy Diagnostics With Out-of-Distribution Detection: A Novel Max-Consistency and Min-Similarity Guided Deep Ensembles for Uncertainty Estimation.
Xiaochen ZhangChen WangWei ZhouJiajia XuTe HanPublished in: IEEE Internet Things J. (2024)
Keyphrases
- joint detection
- false positives
- similarity measure
- false alarms
- semantic similarity
- automatic detection
- decision trees
- parameter estimation
- structural similarity
- detection accuracy
- distance measure
- probability measure
- power law
- confidence intervals
- expert systems
- detection method
- probability distribution
- detection rate
- multi class
- fuzzy sets
- maximum likelihood estimator
- detection algorithm
- orientation estimation
- random variables
- decision theory
- similarity metric
- spatial distribution
- probability density function
- estimation algorithm
- density function
- density estimation
- uncertain data
- neural network
- similarity function