Compressing deep neural networks on FPGAs to binary and ternary precision with HLS4ML.
Giuseppe Di GuglielmoJavier M. DuartePhilip C. HarrisDuc HoangSergo JindarianiEdward KreinarMia LiuVladimir LoncarJennifer NgadiubaKevin PedroMaurizio PieriniDylan S. RankinSheila SagearSioni SummersNhan TranZhenbin WuPublished in: CoRR (2020)
Keyphrases
- evolutionary algorithm
- neural network
- genetic algorithm
- maximum likelihood
- pattern recognition
- high precision
- fuzzy logic
- back propagation
- neural network model
- field programmable gate array
- neural nets
- artificial neural networks
- color space
- data compression
- hardware implementation
- fuzzy systems
- network architecture
- hamming distance
- non binary
- high recall
- real time
- efficient implementation
- control system
- multi layer perceptron