CNN-MERP: An FPGA-based memory-efficient reconfigurable processor for forward and backward propagation of convolutional neural networks.
Xushen HanDajiang ZhouShihao WangShinji KimuraPublished in: ICCD (2016)
Keyphrases
- memory efficient
- forward and backward
- convolutional neural networks
- hardware implementation
- digital signal
- field programmable gate array
- convolutional network
- cellular neural networks
- video processing
- systolic array
- smart camera
- parallel architecture
- low cost
- parallel processing
- multithreading
- application specific
- external memory
- processing elements
- functional units
- general purpose
- hardware architecture
- dynamic programming
- greedy search
- iterative deepening
- parallel computing
- neural network
- embedded systems
- search space
- data structure