Symmetric $k$-Means for Deep Neural Network Compression and Hardware Acceleration on FPGAs.
Akshay JainPulkit GoelShivam AggarwalAlexander FellSaket AnandPublished in: IEEE J. Sel. Top. Signal Process. (2020)
Keyphrases
- neural network
- k means
- field programmable gate array
- hardware software
- hardware implementation
- self organizing maps
- low cost
- hardware and software
- embedded systems
- hardware design
- reconfigurable hardware
- image compression
- data compression
- artificial neural networks
- clustering algorithm
- back propagation
- compression ratio
- parallel architectures
- compression scheme
- compression algorithm
- pattern recognition
- fpga technology
- data clustering
- massively parallel
- fpga implementation
- neural network is trained
- hardware architecture
- fuzzy logic
- spectral clustering
- clustering method
- neural nets
- neural network model
- real time
- recurrent neural networks
- smart camera
- genetic algorithm
- parallel computing
- fault diagnosis
- hierarchical clustering
- rough k means
- network architecture
- lossless compression
- fuzzy neural network
- data acquisition