BCI-selected-papers

Curated list of seminal and breakthrough papers in the field of Brain-Computer Interfaces

Event-Related Potentials (ERP)

An online brain – computer interface using non-flashing visual evoked potentials {JNE 2010}

Single-trial analysis and classification of ERP components — A tutorial {NeuroImage 2011}

Flashing characters with famous faces improves ERP-based brain–computer interface performance {JNE 2011}

Airborne Ultrasonic Tactile Display Brain-computer Interface Paradigm {preprtint 2014}

Pushing the P300-based brain–computer interface beyond 100 bpm: extending performance guided constraints into the temporal domain {JNE 2016}

Doubling the Speed of N200 Speller via Dual-Directional Motion Encoding {TBE 2020}

Steady-State evoked potentials (SSEP)

High-speed spelling with a noninvasive brain–computer interface {PNAS 2015}

A High-Speed SSVEP-Based BCI Using Dry EEG Electrodes {SR, 2018}

Fully portable and wireless universal brain–machine interfaces enabled by flexible scalp electronics and deep learning algorithm {NME 2019}

Motor Imagery (MI)

Optimizing Spatial filters for Robust EEG Single-Trial Analysis {SPM 2008}

Motor Imagery Under Distraction— An Open Access BCI Dataset {FNS 2020}

code-modulated visual evoked potentials (C-Vep)

World’s fastest brain-computer interface: Combining EEG2Code with deep learning {PLOS One 2019}

Non-invasive BCI

Two-dimensional movement control using electrocorticographic signals in humans {JNE 2008}

High-performance brain-to-text communication via handwriting {Nature 2021}

A high-performance speech neuroprosthesis {Nature 2023}

A high-performance neuroprosthesis for speech decoding and avatar control {Nature 2023}

Hybrid BCI

Implementing over 100 command codes for a high-speed hybrid brain-computer interface using concurrent P300 and SSVEP features {TBE 2020}

A high-speed hybrid brain-computer interface with more than 200 targets {JNE 2023}

Feautre Extraction and Classification

Enhancing Detection of SSVEPs for a High-Speed Brain Speller Using Task-Related Component Analysis {TBE 2017}

EEGNet: a compact convolutional neural network for EEG-based brain–computer interfaces {JNE 2018}

Speech Decoding

Decoding speech perception from non-invasive brain recordings {NME 2023}

Contribution

Pull requests are welcomed, if a paper report unprecedented results or it is a good tutorial send a pull request and we will discuss it.

Journal acronyms

JNE: Journal of Neural Engineering

SR: Scientific Reports

PNAS: Proceedings of the National Academy of Sciences

TBE: IEEE Transactions on Biomedical Engineering

SPM : IEEE Signal Processing Magazine

NME: Nature Machine Intelligence

FNS: Frontiers in Neuroscience