AxiomVision: Accuracy-Guaranteed Adaptive Visual Model Selection for Perspective-Aware Video Analytics.
Xiangxiang DaiZeyu ZhangPeng YangYuedong XuXutong LiuJohn C. S. LuiPublished in: CoRR (2024)
Keyphrases
- model selection
- video analytics
- leave one out cross validation
- cross validation
- hyperparameters
- bayesian learning
- motion segmentation
- machine learning
- sample size
- parameter estimation
- regression model
- gaussian process
- mixture model
- video analysis
- feature selection
- error estimation
- model selection criteria
- selection criterion
- automatic model selection
- hypothesis tests
- parameter determination
- statistical inference
- generalization error
- information criterion
- bayesian methods
- marginal likelihood
- closed form
- classification accuracy
- computer vision
- bayesian information criterion
- variable selection
- decision trees
- bayesian model selection