Less is More: Compression of Deep Neural Networks for adaptation in photonic FPGA circuits.
Eftychia MakriGeorgios AgrafiotisIlias KalamarasAntonios LalasKonstantinos VotisDimitrios TzovarasPublished in: DCC (2022)
Keyphrases
- neural network
- high speed
- power reduction
- data compression
- pattern recognition
- back propagation
- compression scheme
- hardware implementation
- field programmable gate array
- power consumption
- low cost
- artificial neural networks
- image compression
- fpga implementation
- compression algorithm
- fuzzy logic
- analog circuits
- circuit design
- genetic algorithm
- low power
- signal processing
- neural nets
- multilayer perceptron
- compression ratio
- data acquisition
- asynchronous circuits
- hardware design
- single chip
- digital circuits
- image processing