BYNQNet: Bayesian Neural Network with Quadratic Activations for Sampling-Free Uncertainty Estimation on FPGA.
Hiromitsu AwanoMasanori HashimotoPublished in: DATE (2020)
Keyphrases
- neural network
- bayesian estimation
- decision theory
- pattern recognition
- high speed
- importance sampling
- dempster shafer
- real time image processing
- back propagation
- estimation error
- neural nets
- low cost
- bayesian networks
- uncertain data
- sequential monte carlo
- estimation algorithm
- random sampling
- prediction model
- posterior probability
- neural network model
- artificial neural networks
- computational complexity
- real time
- bayesian inference
- recurrent neural networks
- radial basis function
- monte carlo
- field programmable gate array
- maximum likelihood
- measurement error
- genetic algorithm
- neural network is trained