no code implementations • 8 Feb 2024 • Zhenya Zang, Xingda Li, David Day Uei Li
We present a compact spiking convolutional neural network (SCNN) and spiking multilayer perceptron (SMLP) to recognize ten different gestures in dark and bright light environments, using a $9. 6 single-photon avalanche diode (SPAD) array.
no code implementations • 10 Jan 2024 • Xi Chen, Zhenya Zang, Xingda Li
We introduce a rapid and precise analytical approach for analyzing cerebral blood flow (CBF) using Diffuse Correlation Spectroscopy (DCS) with the application of the Extreme Learning Machine (ELM).
no code implementations • 7 Sep 2022 • Zhenya Zang, Dong Xiao, Quan Wang, Ziao Jiao, Chen Yu, David Day-Uei Li
FLAN+LS on hardware achieves the highest computing efficiency compared to 1-D CNN and FLAN.
no code implementations • 25 Mar 2022 • Zhenya Zang, Dong Xiao, Quan Wang, Zinuo Li, Wujun Xie, Yu Chen, David Day Uei Li
As there is no back-propagation process for ELM during the training phase, the training speed is much higher than existing neural network approaches.