Out-of-Distribution Detection Using Power-Side Channels for Improving Functional Safety of Neural Network FPGA Accelerators.
Vincent MeyersDennis GnadMehdi Baradaran TahooriPublished in: DATE (2024)
Keyphrases
- neural network
- field programmable gate array
- single chip
- multi channel
- artificial neural networks
- automatic detection
- low cost
- detection algorithm
- false positives
- detection rate
- power consumption
- detection method
- fault diagnosis
- high speed
- real time image processing
- real time
- object detection
- probability distribution
- pattern recognition
- image processing
- anomaly detection
- false alarms
- computational power
- genetic algorithm
- input pattern
- clock frequency
- power reduction