Revisiting the Evaluation of Uncertainty Estimation and Its Application to Explore Model Complexity-Uncertainty Trade-Off.
Yukun DingJinglan LiuJinjun XiongYiyu ShiPublished in: CVPR Workshops (2020)
Keyphrases
- trade off
- probabilistic model
- mathematical model
- evaluation method
- inference process
- experimental data
- stochastic nature
- formal model
- partial information
- neural network model
- high level
- parameter estimation
- theoretical analysis
- artificial neural networks
- video sequences
- evaluation framework
- semi parametric
- kalman filter
- estimation algorithm
- monte carlo simulation
- uncertain data
- decision problems
- probability distribution
- cost function
- reinforcement learning