WinoNN: optimising FPGA-based neural network accelerators using fast winograd algorithm (work-in-progress).
Xuan WangChao WangXuehai ZhouPublished in: CODES+ISSS (2018)
Keyphrases
- neural network
- experimental evaluation
- preprocessing
- detection algorithm
- learning algorithm
- computational cost
- convergence rate
- optimization algorithm
- levenberg marquardt
- parallel implementation
- improved algorithm
- high accuracy
- np hard
- optimal solution
- cost function
- computational complexity
- search space
- matching algorithm
- dynamic programming
- significant improvement
- worst case
- k means
- operating system
- signal processing
- hardware implementation
- computing systems
- image processing algorithms
- nearest neighbour
- similarity measure