A high-performance FPGA accelerator for sparse neural networks: work-in-progress.
Yuntao LuLei GongChongchong XuFan SunYiwei ZhangChao WangXuehai ZhouPublished in: CASES (2017)
Keyphrases
- neural network
- field programmable gate array
- low power consumption
- hardware implementation
- compute intensive
- pattern recognition
- parallel implementation
- signal processing
- low cost
- high speed
- back propagation
- sparse representation
- hardware architecture
- feed forward
- image processing algorithms
- hardware design
- compressive sensing
- genetic algorithm
- real time
- high reliability
- compressed sensing
- artificial neural networks
- high dimensional
- parallel computing
- sparse data
- fpga hardware
- real time image processing
- fpga implementation
- sparse coding
- general purpose
- fuzzy logic
- network architecture
- high efficiency
- training process
- multi layer
- recurrent neural networks
- neural network model
- xilinx virtex
- hardware architectures