Sorry, you need to enable JavaScript to visit this website.

facebooktwittermailshare

DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE

Abstract: 

The electroencephalography classifier is the most important component of brain-computer interface based systems. There are two major problems hindering the improvement of it. First, traditional methods do not fully exploit multimodal information. Second, large-scale annotated EEG datasets are almost impossible to acquire because biological data acquisition is challenging and quality annotation is costly. Herein, we propose a novel deep transfer learning approach to solve these two problems. First, we model cognitive events based on EEG data by characterizing the data using EEG optical flow, which is designed to preserve multimodal EEG information in a uniform representation. Second, we design a deep transfer learning framework which is suitable for transferring knowledge by joint training, which contains a adversarial network and a special loss function. The experiments demonstrate that our approach, when applied to EEG classification tasks, has many advantages, such as robustness and accuracy.

up
0 users have voted:

Paper Details

Authors:
Chuanqi Tan, Fuchun Sun, Wenchang Zhang
Submitted On:
12 April 2018 - 11:40am
Short Link:
Type:
Poster
Event:
Presenter's Name:
Chuanqi Tan
Paper Code:
1200
Document Year:
2018
Cite

Document Files

Poster Chuanqi.pdf

(189 downloads)

Subscribe

[1] Chuanqi Tan, Fuchun Sun, Wenchang Zhang, "DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE", IEEE SigPort, 2018. [Online]. Available: http://sigport.org/2408. Accessed: Dec. 11, 2018.
@article{2408-18,
url = {http://sigport.org/2408},
author = {Chuanqi Tan; Fuchun Sun; Wenchang Zhang },
publisher = {IEEE SigPort},
title = {DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE},
year = {2018} }
TY - EJOUR
T1 - DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE
AU - Chuanqi Tan; Fuchun Sun; Wenchang Zhang
PY - 2018
PB - IEEE SigPort
UR - http://sigport.org/2408
ER -
Chuanqi Tan, Fuchun Sun, Wenchang Zhang. (2018). DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE. IEEE SigPort. http://sigport.org/2408
Chuanqi Tan, Fuchun Sun, Wenchang Zhang, 2018. DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE. Available at: http://sigport.org/2408.
Chuanqi Tan, Fuchun Sun, Wenchang Zhang. (2018). "DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE." Web.
1. Chuanqi Tan, Fuchun Sun, Wenchang Zhang. DEEP TRANSFER LEARNING FOR EEG-BASED BRAIN COMPUTER INTERFACE [Internet]. IEEE SigPort; 2018. Available from : http://sigport.org/2408