Modeling 4D fMRI Data via Spatio-Temporal Convolutional Neural Networks (ST-CNN)

no code implementations • 31 May 2018 • Yu Zhao, Xiang Li, Wei zhang, Shijie Zhao, Milad Makkie, Mo Zhang, Quanzheng Li, Tianming Liu

Simultaneous modeling of the spatio-temporal variation patterns of brain functional network from 4D fMRI data has been an important yet challenging problem for the field of cognitive neuroscience and medical image analysis.

Brain Decoding

Fast and Scalable Distributed Deep Convolutional Autoencoder for fMRI Big Data Analytics

no code implementations • 24 Oct 2017 • Milad Makkie, Heng Huang, Yu Zhao, Athanasios V. Vasilakos, Tianming Liu

In recent years, analyzing task-based fMRI (tfMRI) data has become an essential tool for understanding brain function and networks.

blind source separation Dictionary Learning +2