Dynamic DNN model selection and inference off loading for video analytics with edge-cloud collaboration.
Xuezhi WangGuanyu GaoXiaohu WuYan LyuWeiwei WuPublished in: NOSSDAV (2022)
Keyphrases
- model selection
- video analytics
- cross validation
- statistical inference
- hyperparameters
- sample size
- parameter estimation
- error estimation
- variable selection
- bayesian model selection
- generalization error
- video analysis
- feature selection
- machine learning
- mixture model
- motion segmentation
- parameter determination
- bayesian learning
- edge detection
- marginal likelihood
- selection criterion
- information criterion
- bayesian networks
- computer vision
- model selection criteria
- exact inference
- bayesian information criterion
- support vector
- gaussian process
- training set
- markov random field
- bayesian inference
- maximum likelihood