MOABB: Trustworthy algorithm benchmarking for BCIs

16 May 2018

Papers citing "MOABB: Trustworthy algorithm benchmarking for BCIs"

50 / 55 papers shown

Title
Bridging Brain with Foundation Models through Self-Supervised Learning Hamdi Altaheri Fakhri Karray Md. Milon Islam S M Taslim Uddin Raju Amir-Hossein Karimi 14 0 0 19 Jun 2025
Exploring Deep Learning Models for EEG Neural Decoding Laurits Dixen Stefan Heinrich Paolo Burelli 64 0 0 20 Mar 2025
Spatial Distillation based Distribution Alignment (SDDA) for Cross-Headset EEG Classification Dingkun Liu Siyang Li Ziwei Wang Wei Li Dongrui Wu 66 0 0 07 Mar 2025
T-TIME: Test-Time Information Maximization Ensemble for Plug-and-Play BCIs Siyang Li Ziwei Wang Hanbin Luo L. Ding Dongrui Wu 145 15 0 10 Dec 2024
Channel Reflection: Knowledge-Driven Data Augmentation for EEG-Based Brain-Computer Interfaces Ziwei Wang Siyang Li Jingwei Luo Jiajing Liu Dongrui Wu 103 7 0 04 Dec 2024
Federated Motor Imagery Classification for Privacy-Preserving Brain-Computer Interfaces Tianwang Jia Lubin Meng Siyang Li Jiajing Liu Dongrui Wu 207 4 0 02 Dec 2024
Elliptical Wishart distributions: information geometry, maximum likelihood estimator, performance analysis and statistical learning Imen Ayadi Florent Bouchard Frédéric Pascal 65 1 0 05 Nov 2024
CSP-Net: Common Spatial Pattern Empowered Neural Networks for EEG-Based Motor Imagery Classification Xue Jiang Lubin Meng Xinru Chen Yifan Xu Dongrui Wu 98 5 0 04 Nov 2024
Thought2Text: Text Generation from EEG Signal using Large Language Models (LLMs) Abhijit Mishra Shreya Shukla Jose Torres Jacek Gwizdka Shounak Roychowdhury 125 7 0 10 Oct 2024
RMLR: Extending Multinomial Logistic Regression into General Geometries Ziheng Chen Yue Song Rui Wang Xiaojun Wu N. Sebe 69 2 0 28 Sep 2024
A Survey of Spatio-Temporal EEG data Analysis: from Models to Applications Pengfei Wang Huanran Zheng Silong Dai Yiqiao Wang Xiaotian Gu Yuanbin Wu Xiaoling Wang SyDa AI4TS 148 4 0 26 Sep 2024
Dual-TSST: A Dual-Branch Temporal-Spectral-Spatial Transformer Model for EEG Decoding Hongqi Li Haodong Zhang Yitong Chen 55 0 0 05 Sep 2024
Alljoined1 -- A dataset for EEG-to-Image decoding Jonathan Xu Bruno Aristimunha Max Emanuel Feucht Emma Qian Charles Liu ... Paula Perdomo Ricky Renfeng Mao Yashvir Sabharwal Michael Ahedor Moaz Shoura Adrian Nestor 86 2 0 08 Apr 2024
The largest EEG-based BCI reproducibility study for open science: the MOABB benchmark Sylvain Chevallier Igor Carrara Bruno Aristimunha Pierre Guetschel Sara Sedlar Bruna Lopes Sebastien Velut Salim Khazem Thomas Moreau 132 16 0 03 Apr 2024
A Lie Group Approach to Riemannian Batch Normalization Ziheng Chen Yue Song Yunmei Liu N. Sebe BDL 115 6 0 17 Mar 2024
Uncertainty Quantification for cross-subject Motor Imagery classification Prithviraj Manivannan Ivo Pascal de Jong Matias Valdenegro-Toro A. Sburlea UQCV 73 1 0 14 Mar 2024
Playing With Neuroscience: Past, Present and Future of Neuroimaging and Games Paolo Burelli Laurits Dixen 47 1 0 06 Mar 2024
NeuroIDBench: An Open-Source Benchmark Framework for the Standardization of Methodology in Brainwave-based Authentication Research A. Chaurasia Matin Fallahi Thorsten Strufe Philipp Terhörst Patricia Arias-Cabarcos 49 5 0 13 Feb 2024
Brain-Conditional Multimodal Synthesis: A Survey and Taxonomy Weijian Mai Jian Zhang Pengfei Fang Zhijun Zhang 177 11 0 31 Dec 2023
BrainVis: Exploring the Bridge between Brain and Visual Signals via Image Reconstruction Honghao Fu Zhiqi Shen Jing Jih Chin Hao Wang DiffM 102 7 0 22 Dec 2023
hvEEGNet: exploiting hierarchical VAEs on EEG data for neuroscience applications Giulia Cisotto Alberto Zancanaro I. Zoppis Sara Manzoni 66 3 0 20 Nov 2023
Brain decoding: toward real-time reconstruction of visual perception Yohann Benchetrit Hubert J. Banville Jean-Rémi King 125 54 0 18 Oct 2023
A Convolutional Network Adaptation for Cortical Classification During Mobile Brain Imaging B. Cichy J. Lukos Mohammad Alam J. C. Bradford Nicholas Wymbs 29 0 0 11 Oct 2023
Automatic Control of Reactive Brain Computer Interfaces Pex Tufvesson Frida Heskebeck 22 1 0 11 Oct 2023
BELT:Bootstrapping Electroencephalography-to-Language Decoding and Zero-Shot Sentiment Classification by Natural Language Supervision Jinzhao Zhou Yiqun Duan Yu-Cheng Chang Yu-Kai Wang Chin-Teng Lin 74 6 0 21 Sep 2023
A Strong and Simple Deep Learning Baseline for BCI MI Decoding Yassine El Ouahidi Vincent Gripon Bastien Pasdeloup Ghaith Bouallegue Nicolas Farrugia G. Lioi BDL 76 4 0 11 Sep 2023
Transfer Learning between Motor Imagery Datasets using Deep Learning -- Validation of Framework and Comparison of Datasets Pierre Guetschel Michael Tangermann 26 3 0 04 Sep 2023
Pseudo-online framework for BCI evaluation: A MOABB perspective Igor Carrara Théodore Papadopoulo 124 8 0 21 Aug 2023
Evaluating the structure of cognitive tasks with transfer learning Bruno Aristimunha Raphael Y. de Camargo W. H. L. Pinaya Sylvain Chevallier Alexandre Gramfort Cédric Rommel 82 5 0 28 Jul 2023
DreamDiffusion: Generating High-Quality Images from Brain EEG Signals Yun-Hao Bai Xintao Wang Yanpei Cao Yixiao Ge Chun Yuan Ying Shan DiffM 82 57 0 29 Jun 2023
Riemannian Multinomial Logistics Regression for SPD Neural Networks Ziheng Chen Yue Song Gaowen Liu Ramana Rao Kompella Xiaojun Wu N. Sebe 80 5 0 18 May 2023
Interpretable and Robust AI in EEG Systems: A Survey Xin-qiu Zhou Chenyu Liu Liming Zhai Ziyu Jia Cuntai Guan Yang Liu AAML 123 22 0 21 Apr 2023
An embedding for EEG signals learned using a triplet loss Pierre Guetschel Théodore Papadopoulo Michael Tangermann 21 1 0 23 Mar 2023
Classification of BCI-EEG based on augmented covariance matrix Igor Carrara Théodore Papadopoulo 33 7 0 09 Feb 2023
Personalised Federated Learning On Heterogeneous Feature Spaces A. Rakotomamonjy Maxime Vono H. M. Ruiz L. Ralaivola FedML 75 8 0 26 Jan 2023
Source-Free Unsupervised Domain Adaptation: A Survey Yuqi Fang P. Yap W. Lin Hongtu Zhu Mingxia Liu 226 99 0 31 Dec 2022
Motor Imagery Decoding Using Ensemble Curriculum Learning and Collaborative Training Georgios Zoumpourlis Ioannis Patras 81 9 0 21 Nov 2022
Spatial Graph Signal Interpolation with an Application for Merging BCI Datasets with Various Dimensionalities Yassine El Ouahidi Lucas Drumetz G. Lioi Nicolas Farrugia Bastien Pasdeloup Vincent Gripon 27 5 0 28 Oct 2022
Decoding speech perception from non-invasive brain recordings Alexandre Défossez Charlotte Caucheteux Jérémy Rapin Ori Kabeli J. King 107 138 0 25 Aug 2022
Toward reliable signals decoding for electroencephalogram: A benchmark study to EEGNeX Xia Chen Xiangbin Teng Hannah S. Chen Yafeng Pan Philipp Geyer 71 45 0 15 Jul 2022
Data augmentation for learning predictive models on EEG: a systematic comparison Cédric Rommel Joseph Paillard Thomas Moreau Alexandre Gramfort 118 64 0 29 Jun 2022
SPD domain-specific batch normalization to crack interpretable unsupervised domain adaptation in EEG Reinmar J. Kobler J. Hirayama Qibin Zhao M. Kawanabe 83 58 0 02 Jun 2022
WOODS: Benchmarks for Out-of-Distribution Generalization in Time Series Jean-Christophe Gagnon-Audet Kartik Ahuja Mohammad Javad Darvishi Bayazi Pooneh Mousavi G. Dumas Irina Rish OOD CML AI4TS 109 32 0 18 Mar 2022
End-to-end P300 BCI using Bayesian accumulation of Riemannian probabilities Quentin Barthélemy Sylvain Chevallier Raphaelle Bertrand-Lalo Pierre Clisson 28 6 0 15 Mar 2022
Introducing Block-Toeplitz Covariance Matrices to Remaster Linear Discriminant Analysis for Event-related Potential Brain-computer Interfaces J. Sosulski Michael Tangermann 59 12 0 04 Feb 2022
Minimizing subject-dependent calibration for BCI with Riemannian transfer learning Salim Khazem Sylvain Chevallier Quentin Barthélemy Karim Haroun C. Noûs 16 9 0 23 Nov 2021
Functional connectivity ensemble method to enhance BCI performance (FUCONE) Marie-Constance Corsi Sylvain Chevallier F. D. V. Fallani Florian Yger 20 22 0 04 Nov 2021
Riemannian classification of EEG signals with missing values Alexandre Hippert-Ferrer A. Mian Florent Bouchard Frédéric Pascal 67 2 0 19 Oct 2021
EEG-TCNet: An Accurate Temporal Convolutional Network for Embedded Motor-Imagery Brain-Machine Interfaces T. Ingolfsson Michael Hersche Xiaying Wang Nobuaki Kobayashi Lukas Cavigelli Luca Benini 79 198 0 31 May 2020
Raccoons vs Demons: multiclass labeled P300 dataset Vladislav Goncharenko R. Grigoryan A. Samokhina 19 4 0 22 Apr 2020