Skip to main content
OSTI.GOVU.S. Department of Energy Office of Scientific and Technical Information
U.S. Department of Energy
Office of Scientific and Technical Information
 

Classification of fNIRS Finger Tapping Data With Multi-Labeling and Deep Learning

Journal Article · · IEEE Sensors Journal
; ; ; ;

Not provided.

Research Organization:
Syracuse Univ., NY (United States)
Sponsoring Organization:
USDOE Advanced Research Projects Agency - Energy (ARPA-E)
DOE Contract Number:
AR0000940
OSTI ID:
1980422
Journal Information:
IEEE Sensors Journal, Vol. 21, Issue 21; ISSN 1530-437X
Publisher:
IEEE
Country of Publication:
United States
Language:
English

References (51)

Characterizing autism spectrum disorder by deep learning spontaneous brain activity from functional near-infrared spectroscopy journal February 2020
Application of functional near-infrared spectroscopy in the healthcare industry: A review journal November 2019
Functional Near-Infrared Spectroscopy and Its Clinical Application in the Field of Neuroscience: Advances and Future Directions journal July 2020
Comparison of Brain Activation during Motor Imagery and Motor Movement Using fNIRS journal January 2017
Temporal classification of multichannel near-infrared spectroscopy signals of motor imagery for developing a brain–computer interface journal February 2007
Enhanced Accuracy for Multiclass Mental Workload Detection Using Long Short-Term Memory for Brain–Computer Interface journal June 2020
Convolutional neural network for high-accuracy functional near-infrared spectroscopy in a brain–computer interface: three-class classification of rest, right-, and left-hand motor execution journal September 2017
This is your brain on interfaces conference May 2011
Theories and Methods for Labeling Cognitive Workload: Classification and Transfer Learning journal September 2019
A Review of Psychophysiological Measures to Assess Cognitive States in Real-World Driving journal March 2019
Into the Wild: Neuroergonomic Differentiation of Hand-Held and Augmented Reality Wearable Displays during Outdoor Navigation with Functional Near Infrared Spectroscopy journal May 2016
Real-Time Classification of Actual vs Imagery Finger Tapping Using fNIRS conference January 2014
Active brain area identification using EEG-NIRS signal acquisition conference October 2015
How to Conduct a Functional Magnetic Resonance (fMRI) Study in Social Science Research journal January 2012
Common neural correlates of real and imagined movements contributing to the performance of brain–machine interfaces journal April 2016
Application of a common spatial pattern-based algorithm for an fNIRS-based motor imagery brain‐computer interface journal August 2017
Motor imagery involves predicting the sensory consequences of the imagined movement journal April 2018
Neural correlates of rate-dependent finger-tapping in Parkinson’s disease journal March 2014
SpeakingEyes: Enabling Paralyzed People to Communicate conference December 2019
Nose tracking cursor control for the people with disabilities: An improved HCI conference December 2017
Neuromagnetic Decoding of Simultaneous Bilateral Hand Movements for Multidimensional Brain–Machine Interfaces journal June 2018
A validated measure of rigidity in Parkinson's disease using alternating finger tapping on an engineered keyboard journal December 2020
Co-Prediction of Multiple Transportation Demands Based on Deep Spatio-Temporal Neural Network conference July 2019
Effects of short-term piano training on measures of finger tapping, somatosensory perception and motor-related brain activity in patients with cerebral palsy journal October 2017
Instrumental analysis of finger tapping reveals a novel early biomarker of parkinsonism in idiopathic rapid eye movement sleep behaviour disorder journal November 2020
Changes in functional brain organization and behavioral correlations after rehabilitative therapy using a brain-computer interface journal July 2014
Individual recovery profiles of manual dexterity, and relation to corticospinal lesion load and excitability after stroke –a longitudinal pilot study journal April 2019
Using neurophysiological signals that reflect cognitive or affective state: six recommendations to avoid common pitfalls journal April 2015
Comparison of unilateral and bilateral complex finger tapping-related activation in premotor and primary motor cortex journal April 2009
Local-Global Parcellation of the Human Cerebral Cortex from Intrinsic Functional Connectivity MRI journal July 2017
A Value for n-Person Games book December 1953
A CNN–RNN architecture for multi-label weather recognition journal December 2018
CNN-RNN: A Unified Framework for Multi-label Image Classification conference June 2016
fNIRS in the developmental sciences journal February 2015
Open-Access fNIRS Dataset for Classification of Unilateral Finger- and Foot-Tapping journal December 2019
Multi-Label Classification with Label Graph Superimposing journal April 2020
Enhancing classification accuracy of fNIRS-BCI using features acquired from vector-based phase analysis journal October 2020
Cortical activity in fine‐motor tasks in children with Developmental Coordination Disorder: A preliminary fNIRS study journal November 2017
Tracking differential activation of primary and supplementary motor cortex across timing tasks: An fNIRS validation study journal July 2020
Task-Specific Stimulation Duration for fNIRS Brain-Computer Interface journal January 2020
Initial-dip-based classification for fNIRS-BCI conference March 2019
Simultaneous and Spatiotemporal Detection of Different Levels of Activity in Multidimensional Data journal January 2020
Multi-label Class-imbalanced Action Recognition in Hockey Videos via 3D Convolutional Neural Networks
  • Sozykin, Konstantin; Protasov, Stanislav; Khan, Adil
  • 2018 19th IEEE/ACIS International Conference on Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD) https://doi.org/10.1109/SNPD.2018.8441034
conference June 2018
A hybrid BCI based on EEG and fNIRS signals improves the performance of decoding motor imagery of both force and speed of hand clenching journal April 2015
Classification of Finger Tapping Tasks using Convolutional Neural Network Based on Augmented Data with Deep Convolutional Generative Adversarial Network conference November 2020
Functional Magnetic Resonance Imaging and Functional Near-Infrared Spectroscopy: Insights from Combined Recording Studies journal August 2017
Correlation analysis of performance measures for multi-label classification journal May 2018
Deep neural networks for bot detection journal October 2018
Multi-Label Classification: An Overview journal July 2007
Extraction of Multi-Labelled Movement Information from the Raw HD-sEMG Image with Time-Domain Depth journal May 2019
Data augmentation for self-paced motor imagery classification with C-LSTM journal January 2020

Similar Records

Data supporting manuscript from L. Sheneman, G. Stephanopoulos, A.E. Vasdekis titled "Deep learning classification of lipid droplets in quantitative phase images" as currently under review at PLOS ONE. This includes: 1) raw and binary labeled Quantitative Phase Images (QPI) of Y. lipolytica cells used in the analyses described within the manuscript. 2) various derived data including classifier scores, etc.
Dataset · 2021 · OSTI ID:1773786
Deep Learning in Label-free Cell Classification
Journal Article · 2016 · Scientific Reports · OSTI ID:1310540
+4 more
Multi-label classification of mineralogy distribution in shale images using machine learning methods.
Conference · 2019 · OSTI ID:1643444

Related Subjects

Engineering
Instruments & Instrumentation
Physics