143 citations · 429 across the 41 of their papers we have counts for
4 papers · 1 filter
Quantized neural network design under weight capacity constraint
Sungho Shin, Kyuyeon Hwang, Wonyong Sung
The complexity of deep neural network algorithms for hardware implementation can be lowered either by scaling the number of units or reducing the word-length of weights. Both appro…
FPGA-Based Low-Power Speech Recognition with Recurrent Neural Networks
Minjae Lee, Kyuyeon Hwang, Jinhwan Park +3
In this paper, a neural network based real-time speech recognition (SR) system is developed using an FPGA for very low-power operation. The implemented system employs two recurrent…
Dynamic Hand Gesture Recognition for Wearable Devices with Low Complexity Recurrent Neural Networks
Sungho Shin, Wonyong Sung
Gesture recognition is a very essential technology for many wearable devices. While previous algorithms are mostly based on statistical methods including the hidden Markov model, w…
Generative Knowledge Transfer for Neural Language Models
Sungho Shin, Kyuyeon Hwang, Wonyong Sung
In this paper, we propose a generative knowledge transfer technique that trains an RNN based language model (student network) using text and output probabilities generated from a p…