User profiles for Zhongming Liu

Zhongming Liu

University of Michigan
Verified email at umich.edu
Cited by 4565

Neural encoding and decoding with deep learning for dynamic natural vision

H Wen, J Shi, Y Zhang, KH Lu, J Cao, Z Liu - Cerebral cortex, 2018 - academic.oup.com
Convolutional neural network (CNN) driven by image recognition has been shown to be
able to explain cortical responses to static pictures at ventral-stream areas. Here, we further …

Variational autoencoder: An unsupervised model for encoding and decoding fMRI activity in visual cortex

K Han, H Wen, J Shi, KH Lu, Y Zhang, D Fu, Z Liu - NeuroImage, 2019 - Elsevier
Goal-driven and feedforward-only convolutional neural networks (CNN) have been shown
to be able to predict and decode cortical responses to natural images or videos. Here, we …

Finding thalamic BOLD correlates to posterior alpha EEG

Z Liu, JA de Zwart, B Yao, P van Gelderen, LW Kuo… - Neuroimage, 2012 - Elsevier
Oscillatory electrical brain activity in the alpha (8–13Hz) band is a prominent feature of
human electroencephalography (EEG) during alert wakefulness, and is commonly thought to …

Lignin-based superhydrophobic melamine resin sponges and their application in oil/water separation

H Sun, Z Liu, K Liu, ME Gibril, F Kong… - Industrial crops and …, 2021 - Elsevier
Exploiting superhydrophobic materials with low-cost, versatility and excellent reusability is
still challenging for marine oil spill pollution problem. Here, we develop a superhydrophobic …

EEG correlates of time-varying BOLD functional connectivity

C Chang, Z Liu, MC Chen, X Liu, JH Duyn - Neuroimage, 2013 - Elsevier
Recent resting-state fMRI studies have shown that the apparent functional connectivity (FC)
between brain regions may undergo changes on time-scales of seconds to minutes, the …

Separating fractal and oscillatory components in the power spectrum of neurophysiological signal

H Wen, Z Liu - Brain topography, 2016 - Springer
Neurophysiological field-potential signals consist of both arrhythmic and rhythmic patterns
indicative of the fractal and oscillatory dynamics arising from likely distinct mechanisms. Here, …

Electrophysiological source imaging: a noninvasive window to brain dynamics

…, A Sohrabpour, E Brown, Z Liu - Annual review of …, 2018 - annualreviews.org
Brain activity and connectivity are distributed in the three-dimensional space and evolve in
time. It is important to image brain dynamics with high spatial and temporal resolution. …

Follicular regulatory T cells expressing Foxp3 and Bcl-6 suppress germinal center reactions

…, YH Wang, H Lim, JM Reynolds, X Zhou, H Fan, Z Liu… - Nature medicine, 2011 - nature.com
Foxp3 + regulatory T (T reg ) cells suppress different types of immune responses to help
maintain homeostasis in the body. How T reg cells regulate humoral immunity, including …

Multimodal functional neuroimaging: integrating functional MRI and EEG/MEG

B He, Z Liu - IEEE reviews in biomedical engineering, 2008 - ieeexplore.ieee.org
Noninvasive functional neuroimaging, as an important tool for basic neuroscience research
and clinical diagnosis, continues to face the need of improving the spatial and temporal …

Classification of motor imagery tasks for brain-computer interface applications by means of two equivalent dipoles analysis

B Kamousi, Z Liu, B He - IEEE Transactions on Neural Systems …, 2005 - ieeexplore.ieee.org
We have developed a novel approach using source analysis for classifying motor imagery
tasks. Two-equivalent-dipoles analysis was proposed to aid classification of motor imagery …