EEG Brain Signal Processing ML Frameworks

ML tools and frameworks for analyzing EEG/brain signals for classification, feature extraction, and brain-computer interfaces. Includes signal filtering, emotion/motor imagery recognition, and neurological disorder prediction from EEG data. Does NOT include general medical imaging (fMRI analysis belongs elsewhere), ADHD detection via non-EEG methods, or eye-tracking applications.

There are 226 eeg brain signal processing frameworks tracked. 3 score above 70 (verified tier). The highest-rated is mne-tools/mne-python at 87/100 with 3,284 stars. 3 of the top 10 are actively maintained.

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#	Framework	Score	Tier	Stars	Language
1	mne-tools/mne-python MNE: Magnetoencephalography (MEG) and Electroencephalography (EEG) in Python	87	Verified	3,284	Python
2	braindecode/braindecode Deep learning software to decode EEG, ECG or MEG signals	82	Verified	1,175	Python
3	NeuroTechX/moabb Mother of All BCI Benchmarks	80	Verified	944	Python
4	neuromodulation/py_neuromodulation Real-time analysis of intracranial neurophysiology recordings.	63	Established	74	Python
5	IoBT-VISTEC/MIN2Net End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG...	56	Established	103	Python
6	MedMaxLab/selfEEG selfEEG: a Python library for Self-Supervised Learning on...	53	Established	71	Python
7	aljazfrancic/myo-readings-dataset Myo armband machine learning EMG dataset of various hand gestures	53	Established	17	Jupyter Notebook
8	guangyizhangbci/EEG_Riemannian IEEE Transactions on Emerging Topics in Computational Intelligence	52	Established	74	Python
9	vlawhern/arl-eegmodels This is the Army Research Laboratory (ARL) EEGModels Project: A Collection...	51	Established	1,480	Python
10	wjq-learning/CBraMod [ICLR 2025] CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding	50	Established	276	Python
11	The-Data-Alchemists-Manipal/MindWave MindWave is an open-source project designed for beginners to learn about...	50	Established	103	Jupyter Notebook
12	SheepTAO/dpeeg Deep Learning with EEG.	50	Established	25	Python
13	xiangzhang1015/Deep-Learning-for-BCI Resources for Book: Deep Learning for EEG-based Brain-Computer Interface:...	49	Emerging	278	Jupyter Notebook
14	eegdash/EEGDash A repo documenting EEG-Dash data and its usage	49	Emerging	60	Python
15	likith012/mulEEG Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View...	49	Emerging	36	Python
16	wjq-learning/EEGMamba [Neural Networks 2025] EEGMamba: An EEG Foundation Model with Mamba	48	Emerging	80	Python
17	kylemath/DeepEEG Deep Learning with Tensor Flow for EEG MNE Epoch Objects	48	Emerging	281	Jupyter Notebook
18	Jathurshan0330/TFM-Tokenizer Official Code Repository of "Tokenizing Single-Channel EEG with...	46	Emerging	24	Python
19	OpenSeizureDetector/OpenSeizureDatabase This repository contains the toolkit to create and proocess the database of...	45	Emerging	16	Jupyter Notebook
20	rameerez/brain-computer-interfacing 🧠 Brain-Computer Interfacing bootcamp course + projects @ Saturdays.AI (BCI + AI)	45	Emerging	78	Jupyter Notebook
21	DeepBCI/Deep-BCI An open software package to develop BCI based brain and cognitive computing...	43	Emerging	406	C
22	eeyhsong/EEG-Transformer i. A practical application of Transformer (ViT) on 2-D physiological signal...	43	Emerging	331	Python
23	Clarity-Digital-Twin/brain-go-brr-v2 TCN + Bi-Mamba/FLA + GNN + Dynamic LPE for Clinical EEG Seizure Detection	43	Emerging	18	Python
24	sisinflab/NeuroSense A Novel EEG Dataset Utilizing Low-Cost, Sparse Electrode Devices for Emotion...	42	Emerging	5	—
25	orabe/gaitmod Python library for real-time neural data classification with Deep Learning	41	Emerging	7	Jupyter Notebook
26	CECNL/XBrainLab We introduce XBrainLab, an open-source user-friendly software, for...	41	Emerging	13	Python
27	shyammarjit/EEG-Emotion-Recognition EEG-Based Emotion Recognition	41	Emerging	69	Jupyter Notebook
28	Abhishek-Iyer1/emotion-classifcation-eeg-seed-ensemble Using Deep Learning for Emotion Classification on EEG signals (SEED...	40	Emerging	82	Jupyter Notebook
29	Irautak/FingerFlex FingerFlex: a new state of the art model for prediction finger movements...	40	Emerging	33	Jupyter Notebook
30	rkobler/TSMNet Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD...	40	Emerging	63	Python
31	mbwebster/self-supervised-bss-via-multi-encoder-ae Official repository for "Blind Source Separation of Single-Channel Mixtures...	40	Emerging	18	Jupyter Notebook
32	LMBooth/pybci Create real-time BCI's with the LSL, PyTorch, SKLearn and TensorFlow packages.	39	Emerging	28	Python
33	pwstegman/bci.js :bar_chart: EEG signal processing and machine learning in JavaScript	39	Emerging	161	JavaScript
34	osmanberke/Ensemble-of-DNNs Official Repository of 'Transfer learning of an ensemble of DNNs for SSVEP...	38	Emerging	26	MATLAB
35	dronefreak/NeuralFlight Neural control framework for drones using motor imagery EEG classification....	38	Emerging	11	Python
36	BRomans/OpenCortexBCI OpenCortex is a fully-featured EEG streamer for BCI applications	38	Emerging	13	Jupyter Notebook
37	NeuroDiag/PyNoetic-official PyNoetic: A Modular Python Framework for No-Code Development of EEG...	38	Emerging	26	Python
38	tothemoon10080/CHB-MIT-data-preprocessing-and-prediction This project focuses on data preprocessing and epilepsy seizure prediction...	38	Emerging	54	Python
39	mkfzdmr/Epileptic-EEG-Classfication-Using-Deep-Learning This repository contains the trained deep learning models for the detection...	38	Emerging	25	—
40	pedromargolles/pyDecNef A complete Python framework to perform real-time fMRI decoded neurofeedback...	37	Emerging	16	Python
41	shariharan205/Motor-Imagery-Tasks-Classification-using-EEG-data Implementation of Deep Neural Networks in Keras and Tensorflow to classify...	37	Emerging	81	Jupyter Notebook
42	dolphin-in-a-coma/multi-task-cnn-eeg-emotion Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG...	37	Emerging	66	Jupyter Notebook
43	wzhlearning/fNIRSNet CNN-based fNIRS classification: Rethinking Delayed Hemodynamic Responses for...	37	Emerging	34	Python
44	Niloy333/eegFloss A Python package that can automatically identify artifacts in sleep EEG...	37	Emerging	18	Python
45	MedMaxLab/eegpartition Evaluating the role of EEG data partition for deep learning applications.	36	Emerging	9	Jupyter Notebook
46	deontaepharr/Diagnosing-ADHD-With-ConvLSTM Classifying ADHD fMRI data with a CNN+LSTM Model	36	Emerging	83	Jupyter Notebook
47	nasoboleva/EEG-Emotion-Recognition EEG data processing and it's convolution using AutoEncoder + CNN + RNN	36	Emerging	96	Jupyter Notebook
48	amrzhd/EEGNet This project focuses on implementing CNN model based on the EEGNet...	36	Emerging	165	Jupyter Notebook
49	dhyeydoshi/Epileptic-Seizure-Detection Django and JavaScript based epileptic seizure detection app	36	Emerging	2	CSS
50	matlab-deep-learning/Abnormal-EEG-Signal-Classification-Using-CNNs This example shows how to build and train a convolutional neural network...	35	Emerging	56	MATLAB
51	lowlighter/brain 🧠 Study about electrical activity of the brain retrieved from an EEG headset...	35	Emerging	9	JavaScript
52	MedMaxLab/BIDSAlign BIDSAlign a library for preprocessing and align multiple datasets to a...	35	Emerging	9	MATLAB
53	Baizhige/EEGResearchHub A trusted repository for groundbreaking EEG research code. Some...	35	Emerging	29	Python
54	MedMaxLab/eegprepro Evaluating the role of EEG preprocessing for deep learning applications.	35	Emerging	14	Jupyter Notebook
55	williamcfrancis/Machine-Learning-for-EEG-Prosthetic-Arm-Control Implementation and benchmarking of machine learning methods for identifying...	35	Emerging	6	Jupyter Notebook
56	gist-ailab/IITNet-official This is an official implementation for "Intra- and inter-epoch temporal...	34	Emerging	34	Python
57	USC-InfoLab/NeuroGNN NeuroGNN is a state-of-the-art framework for precise seizure detection and...	34	Emerging	52	Jupyter Notebook
58	lkorczowski/BCI-2021-Riemannian-Geometry-workshop Riemannian Geometry workshop at vBCI Meeting 2021	34	Emerging	54	Jupyter Notebook
59	Eduardo-J-Morales/NeuroFlow-AI This web app uses an AI model trained with TensorFlow.js to guess if a...	34	Emerging	5	JavaScript
60	aliowx/EEG-bci 🤖prediction electrical activity of the brain between the people drink...	34	Emerging	5	Jupyter Notebook
61	Henrywang621/DL-based-MI-EEG-models This code repository collects the source code of the representative deep...	33	Emerging	17	Python
62	neerajwagh/eeg-self-supervision Resources for the paper titled "Domain-guided Self-supervision of EEG Data...	33	Emerging	23	Python
63	rishannp/MI-PLVGAT This is works in attempt to develop novel, state-of-the-art models for...	33	Emerging	14	Python
64	MedMaxLab/transformeeg Official repository of TransformEEG	33	Emerging	8	Python
65	visamy/personality-eeg Code for reproducing results in the paper "Personality traits classification...	33	Emerging	7	Jupyter Notebook
66	Yiming-S/DA4BCI DA4BCI provides a suite of domain adaptation methods specifically designed...	33	Emerging	4	R
67	ipis-mjkim/caueeg-ceednet This repository is the official implementation of "Deep learning-based EEG...	33	Emerging	39	Jupyter Notebook
68	eyupipler/bai-64-Mind EEG-to-Text Model [BETA]	32	Emerging	4	Python
69	awsaf49/hms-hbac HMS - Harmful Brain Activity Classification \|\| Classify seizures and other...	32	Emerging	3	Jupyter Notebook
70	okbalefthanded/BCI-selected-papers Curated list of seminal and breakthrough papers in the field of...	32	Emerging	4	—
71	chrisdeniro28/open-eeg-mci-benchmark 🧠 Detect MCI from EEG/ERP data using standardized datasets, feature...	32	Emerging	3	Python
72	Panos13L/EEG-EMOTION-RECOGNITION Classification of Emotions based on EEG Signals (SEED Dataset)	32	Emerging	5	Jupyter Notebook
73	Hossein-Eskandari-a/Emotion-recognition-DEAP-LSTM-SHAP Emotion recognition using EEG data. Based on DEAP dataset using LSTM as...	32	Emerging	3	Jupyter Notebook
74	MauroSilvaPinto/Interpretable-EEG-seizure-prediction-using-a-multiobjective-evolutionary-algorithm Code and data of the paper "Interpretable EEG seizure prediction using a...	31	Emerging	14	Python
75	ricsinaruto/MEG-transfer-decoding Explore the differences between sliding window and full-epoch models on MEG...	31	Emerging	18	Jupyter Notebook
76	MindsApplied/Minds_AI_EEG_Filter MindsApplied EEG Signal Filter for Real-time or Offline Analysis	31	Emerging	17	Python
77	YanhaoHuang23/FAT FAT:A novel Fourier Adjacency Transformer for advanced EEG emotion...	31	Emerging	34	Python
78	Timothy102/EEG-Sleep This GitHub repository is the official repo of the EEG-SleepNet paper as per...	31	Emerging	3	HTML
79	emadeldeen24/ADAST [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging...	31	Emerging	39	Python
80	kaviles22/EMG_SignalClassification Preprocessing and classify EMG signals, using Tensorflow and Tensorflow Lite...	30	Emerging	34	C++
81	cia-ulaval/EEG_Interface A Brain-Computer Interface (BCI) project for processing and classifying EEG data	30	Emerging	6	Python
82	amrzhd/EEG-MSCNN This project explores the impact of Multi-Scale CNNs on the classification...	30	Emerging	78	Jupyter Notebook
83	vepiset/vepiset_dataset vEpiSet: An EEG dataset for interictal epileptiform discharge with spatial...	30	Emerging	13	Python
84	IgarashiAkatuki/HuiduRep Representation Learning Framework for Extracellular Recordings. An...	30	Emerging	7	Python
85	JayLohokare/brain-smartphone-interface Control any smartphone using brain signals!	30	Emerging	1	Java
86	Mithunjha/EarEEG_KnowledgeDistillation Official implementation of "A Knowledge Distillation Framework for Enhancing...	30	Emerging	22	Jupyter Notebook
87	ZzzitaoFang/NeurIPT [NeurIPS 2025] NeurIPT: Foundation Model for Neural Interfaces	30	Emerging	10	—
88	ChiShengChen/QuantumEEGNet The official repository implement of QEEGNet: Quantum Machine Learning for...	29	Experimental	7	Python
89	kei5uke/focus-detection simple ML program uses brain waves(EEG) and GSR to analyze user activity.	29	Experimental	7	Jupyter Notebook
90	comojin1994/m-shallowconvnet Rethinking CNN Architecture for Enhancing Decoding Performance of Motor...	29	Experimental	36	Python
91	meiyor/SincNet-for-Autism-EEG-based-Emotion-Recognition This project describes the necessary code to implement an EEG-based emotion...	29	Experimental	79	Python
92	samvardhan03/EEG-project Building on my previous research and trying to create a A novel architecture...	29	Experimental	4	Jupyter Notebook
93	eyupipler/bai "bai" models trained to read EEG data. Developed by Neurazum.	29	Experimental	1	—
94	madibabaiasl/EEGIntentPaper Transformer-based EEG intent detection model classifying real vs. imagined...	29	Experimental	3	Jupyter Notebook
95	michaloblastni/insultdetector Python QT application that lets targeted individuals record their EEG data...	29	Experimental	4	Python
96	IoBT-VISTEC/EEGWaveNet source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature...	29	Experimental	65	Python
97	madibabaiasl/NeuroFusion-Trans Deep learning framework for EEG–EMG fusion using transformers to improve...	28	Experimental	2	Jupyter Notebook
98	dronefreak/brain-computer-interface-for-drones This repository allows the users to control the AR Parrot Drone via a Emotiv...	28	Experimental	11	JavaScript
99	Sai-Chakradhar-Mahendrakar/EEG-based-Person-Identification-and-Authentication Research Internship	28	Experimental	11	Jupyter Notebook
100	kalpthakkar/AURA-EEG-based-BCI AURA is an ML-driven advanced EEG-based Brain-Computer Interface leveraging...	28	Experimental	3	C++
101	ravikiranrao/PD-EEG Automated Parkinson's Disease Detection and Affective Analysis from...	28	Experimental	13	Jupyter Notebook
102	miltoncandela/neurohumanities-lab Code and data for "Real-time EEG-based Emotion Recognition Model using...	28	Experimental	6	Jupyter Notebook
103	bnelair/best-toolbox A Python package for behavioral state analysis using EEG. BEST includes...	28	Experimental	10	Python
104	inclusive-brains/prometheus-bci 🧠🔥 Adaptive and inclusive neurotech platform for real-time multimodal data —...	28	Experimental	15	Python
105	Neetx/EEG-Person-Identification Biometic Systems project, based on "EEG-based user identification system...	28	Experimental	11	Jupyter Notebook
106	Avichaurasia/NeuroIDBench NeuroIDBench: An Open-Source Benchmark Framework for the Standardization of...	28	Experimental	8	Jupyter Notebook
107	yiamcb/TAFN Temporal Attention Fusion Network with Custom Loss Function for EEG-fNIRS...	27	Experimental	12	Python
108	Shayan925/ADHDAid A software application that aims on supporting people with ADHD. The aid...	27	Experimental	12	Python
109	SupratikB23/Epilepsy-Prediction-and-Detection Deep Learning algorithms for both seizure detection and prediction on...	27	Experimental	2	Jupyter Notebook
110	madibabaiasl/EMGIntentPaper Transformer-based EMG intent detection for enhanced motor recognition in...	27	Experimental	1	—
111	shreyassahoo1/EEG-Seizure-Detection- EEG Seizure Detection System using SINDy and Machine Learning	27	Experimental	1	Python
112	karamakil08/EEG_PREDICTION MS detection using resting EEG data	27	Experimental	1	Jupyter Notebook
113	nikhil-garg/EMG_exp This is the code for the paper Signals to Spikes for Neuromorphic Regulated...	27	Experimental	12	Jupyter Notebook
114	Shurun-Wang/MFTCAN-KNR Continuous Estimation of Human Joint Angles From sEMG Using a Multi-Feature...	27	Experimental	14	Python
115	Avir-AI/EEG_Applications_Hub This curated list highlights the latest breakthroughs in EEG and AI...	27	Experimental	20	—
116	etherealcomputing/Ouija God View for your brain	27	Experimental	1	—
117	chaklam-silpasuwanchai/EEG-Emotion-Recognition This repository compares typical and advanced modeling approaches for EEG...	27	Experimental	30	Jupyter Notebook
118	James-Mc1ntyre/DeepLearningProject Using Deep Learning techniques to classify Motor Imagery...	27	Experimental	11	Jupyter Notebook
119	NorhanAbdelhafez/NeuroPhone-RealTime-BrainMobilePhone-Interface A research project that explores the potential of DL models in detecting ERP...	27	Experimental	6	Jupyter Notebook
120	raveriss/Total_Perspective_Vortex Interface cerveau-machine (EEG) avec Machine Learning. Préprocessing MNE,...	27	Experimental	1	Python
121	embneural/Cascade-xDAWN-EEGNet-for-ERP-Detection Cascade xDAWN EEGNet for ERP detection	27	Experimental	16	Python
122	ricsinaruto/MEG-group-decode Train Wavenet-based group-level models on MEG data, and uncover...	27	Experimental	14	Jupyter Notebook
123	AliAmini93/TactileNet Developed TactileNet, the first deep-learning model designed for surface...	27	Experimental	32	Python
124	dorianbg/EEG_DataAnalysisPackage Application for analyzing EEG data stored on Hadoop using Apache Spark	26	Experimental	5	Java
125	tangjielong928/Deep-Learning_FinalProject Detection Model for Epileptiform EEG Data	25	Experimental	7	Jupyter Notebook
126	thinknew/BCIWorkshop Workshop on standardized Brain-Computer Interface Framework	25	Experimental	4	C#
127	irfankhaan/DL-Models-for-Seizure-Detection-using-Spectrograms This repository contains codes for binary image classification of seizure...	25	Experimental	5	Jupyter Notebook
128	MdOchiuddinMiah/MI-BCI_ML This is a brain game that is controlled by the brain signal. Mainly, it is a...	25	Experimental	4	Java
129	Amir-Hofo/EEGNet This code implements the EEG Net deep learning model using PyTorch. The EEG...	25	Experimental	48	Jupyter Notebook
130	ryanr08/EEG_Networks Evaluation of Neural Networks for Classifying Electroencephalography (EEG) Data	25	Experimental	11	Jupyter Notebook
131	orvindemsy/ea-tca-mi-bci Using combination EA (Euclidean Alignment) and TCA (Transfer Component...	25	Experimental	8	Jupyter Notebook
132	hancan16/SST-DPN A Lightweight and High Performance Neural network for MI-EEG decoding	25	Experimental	40	Python
133	guangyizhangbci/PARSE IEEE Transactions on Affective Computing, 2022	24	Experimental	28	Python
134	atonkamanda/awesome-ai-brain-computer-interface Must-read papers on machine learning, deep learning, reinforcement learning...	24	Experimental	108	—
135	chaklam-silpasuwanchai/Python-for-EEG A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.	24	Experimental	24	Jupyter Notebook
136	wsparcie/ai-neuron-rekrutacja-2026 Recruitment project for KN Neuron for 2026	24	Experimental	2	Jupyter Notebook
137	SoroushZare/NeuroFlex NeuroFlex: Feasibility of EEG-Based Motor Imagery Control of a Soft Glove...	24	Experimental	5	—
138	anushmutyala/EmotivateHackathonEmotionP300 A novel BCI-based messaging web application that uses P300 speller and...	24	Experimental	12	JavaScript
139	danielflood/fpga-eeg A reproduction of the paper "FPGA-based Deep-Learning Accelerators for...	24	Experimental	4	Jupyter Notebook
140	Anbakatum/bai-Mind-8 🧠 Transfer your thoughts to text using the bai-Mind-8 models, designed for...	24	Experimental	1	—
141	MRWilliamsGit/SchizophreniaEEG Using Machine Learning to analyze EEG records for markers of schizophrenia	24	Experimental	3	R
142	Jash-2000/Bio-Medical-Engineering Projects corresponding to the domain of electronic and vision-based...	24	Experimental	12	Jupyter Notebook
143	tshibei/miaf ML pipeline for artifact detection in intracranial EEG (iEEG). Classifies...	23	Experimental	1	MATLAB
144	MAbdelhamid2001/Recognizing-Hand-Movements-Using-EEG-Signal-Classification Recognizing Hand Movements Using EEG-Signal Classification	23	Experimental	4	Jupyter Notebook
145	Anany-Garg/HMS---Harmful-Brain-Activity-Classification Bronze medal solution for the kaggle competition HMS-Harmful Brain Activity...	23	Experimental	3	Jupyter Notebook
146	ChiShengChen/MUSE_EEG The official implement of Mind's eye: image recognition by EEG via...	23	Experimental	43	Python
147	comojin1994/DFformer Towards Domain Free Transformer for Generalized EEG Pre-training	23	Experimental	30	Python
148	thc1006/nycu-CSIC30014-LAB2 NYCU CSIC30014 Lab2: EEG Classification with EEGNet (87%+ accuracy,...	22	Experimental	1	HTML
149	yibeisita/neuro-ai-playground A hands-on learning lab for exploring EEG, MEG, and fMRI data using Python,...	22	Experimental	—	Jupyter Notebook
150	phamhoai366/EEG-signal-analysis-for-stress-studies Detect stress use EEG signal and Deep learning	22	Experimental	2	Jupyter Notebook
151	Kanishk1420/EEG-Signal-Processing This project implements a real-time EEG (Electroencephalogram) signal...	22	Experimental	8	Jupyter Notebook
152	lcsig/Sleep-Stages-Classification-by-EEG-Signals MATLAB Project to Classify Different Sleep Stages of the EEG Signals using...	21	Experimental	13	MATLAB
153	ferdavid1/EEG_Learning My foray into learning brain modeling in Python	21	Experimental	1	Jupyter Notebook
154	PICAPICAP/Project-Neural-X-The-God-Mode-for-the-Locked-in- A groundbreaking framework for non-invasive BCI eSports in the Paralympics....	21	Experimental	—	—
155	Yash-Bandal/MedNeuro-Meditation_States_and_Traits Decoding Meditation States and Traits Using Electroencephalography	21	Experimental	—	JavaScript
156	keithataylor/EEG-BCI-Pipeline Reproducible EEG motor-imagery decoding pipeline (BCI IV-2a) with clean MNE...	21	Experimental	2	Jupyter Notebook
157	Abhishek-Atole/Classification-of-an-EMG-Signal-Using-CNN Classification of EMG Signal Using Convolution Neural Network (Sliding...	21	Experimental	4	Jupyter Notebook
158	Nandan-17/EEG-Based-Cognitive-State-Analysis-During-Music-Listening-for-Relaxation EEG-based cognitive state analysis during music listening using machine...	21	Experimental	2	Jupyter Notebook
159	brunoandrade-osw/eeg-asd-classification Neuroengineering Project for EEG Signal Analysis and Identification of...	21	Experimental	1	Jupyter Notebook
160	louisc-s/Machine-Learning-Technologies-on-EMG-for-Hand-Gesture-Recognition Machine learning code implemented for hand gesture recognition using EMG...	21	Experimental	47	Python
161	hrishi63/HAND_MOVEMENT_DETECTOR_USING_EMG_WITH_TRANSFORMER_MODEL EMG-Based Hand State Detection using Envelope Signal with a Transformer model.	21	Experimental	—	JavaScript
162	elizljohnson-projects/project-eeg-gamma-modulation-ml Modulation of auditory gamma-band responses using transcranial electrical...	21	Experimental	2	Jupyter Notebook
163	YasinEnigma/EEG-Emotion-Detection Emotion detection of subject using EEG data and deep learning models	20	Experimental	8	Jupyter Notebook
164	basverkennis/Flight-Sim-Cognitive-Workload-EEG-Prediction Predicting Workload in Virtual Flight Simulations using EEG Spectral and...	20	Experimental	5	Jupyter Notebook
165	KonstantinosBarmpas/Subject-Contrastive-EEG-Foundation-Model [NeurIPS2025] Neural Information Processing Systems(2025) - Workshop on...	20	Experimental	1	—
166	tdaug6/Deep-Learning-Methods-to-Predict-Disease-in-Brain-Images Use resting state fMRI dataset of ADHD and controls to predict ADHD and...	20	Experimental	8	Roff
167	404-JoshuaGarciaNotFound/Machine-learning-EEG-Recognition- A program used to determine if a person is an alcoholic through their EEG data	20	Experimental	8	Jupyter Notebook
168	MohammedAfthab18/EEG-Driven-Emotion-Detection-and-Classification A project that uses EEG data to classify human emotions using machine...	19	Experimental	20	Jupyter Notebook
169	Shiyx27/NeuroInformaticsSummerInternship2025 Real-Time Epileptic Seizure Detection on Edge Devices	19	Experimental	2	Jupyter Notebook
170	BarneelRay/EEG_Capstone This is a project that is derived from my capstone project targeted for...	19	Experimental	2	Jupyter Notebook
171	0xallam/Brain-EEG-Emotion-Classifier Emotion classification from Brain EEG signals using a hybrid CNN-Transformer...	19	Experimental	33	Jupyter Notebook
172	Ahmed-Habashy/Dataset-BCI-competition-iv-2b This is a python code for extracting EEG signals from dataset 2b from...	19	Experimental	18	Python
173	r4stin/eeg-motor-imagery Deep learning benchmark for EEG motor imagery classification using the...	19	Experimental	2	Jupyter Notebook
174	AliAmini93/ADHDeepNet ADHDeepNet is a model that integrates temporal and spatial characterization,...	19	Experimental	48	Jupyter Notebook
175	Vidhi1290/Deep-Learning-for-EEG-Emotion-Classification This repository contains a Python code script for performing emotion...	18	Experimental	23	Jupyter Notebook
176	KonstantinosBarmpas/Motor-Imagery-EEG-Dynamic-Convolutions [TNSRE] IEEE Transactions on Neural Systems and Rehabilitation Engineering	18	Experimental	2	—
177	KonstantinosBarmpas/BrainWave-Scattering-Net [JNE] Journal of Neural Engineering	18	Experimental	2	—
178	maryjis/eeg_depression machine learning models for predicting depression based on EEG data	18	Experimental	24	Jupyter Notebook
179	iSathyam31/EEG-Emotion-Analysis-DEAP This project classifies emotions using EEG signals from the DEAP dataset,...	18	Experimental	2	Jupyter Notebook
180	Ross-Corcoran/Eeg-Seizure-Classification EEG Seizure Classification using Decision Trees and Random Forests on...	17	Experimental	—	Jupyter Notebook
181	KonstantinosBarmpas/Causal-Framework-for-BCIs [JNE] Journal of Neural Engineering	17	Experimental	1	—
182	GabiYamato/eeg_seizure EEG seizure detection code, experimenting with concatenated spectrograms of...	16	Experimental	3	Jupyter Notebook
183	kovalalvi/beira BEIRA: BOLD from EEG Interpretable Regression Autoencoder. Prediction...	15	Experimental	26	Jupyter Notebook
184	michal-owsiak/eeg-emotional-arousal-classification EEG classification project comparing neural network (MLP) with classical...	15	Experimental	2	Jupyter Notebook
185	Rancidgift57/NeuroLearn BCI-powered adaptive learning platform that uses real-time EEG brainwave...	14	Experimental	—	Python
186	pavithrabinu5/bci-neural-decoding-research A critical evaluation of AI-driven high-performance Brain-Computer...	14	Experimental	—	—
187	nandhujay91/biosignal-classification-edge-ai Real-time biosignal classification system using deep learning and TensorFlow...	14	Experimental	—	Python
188	mwasifanwar/biosignal-ai Deep learning system that interprets brain signals from EEG/fMRI to control...	14	Experimental	3	Python
189	chenwudao/HCI-Elentrical-Touch-Threshould 电触觉相关实验数据的处理、特征工程与机器学习建模，用作相关论文研究的开源代码	14	Experimental	—	Python
190	ChAnjali304/ADHD-Detection-Pose-Estimation A Python-based mini project for Children ADHD detection using Pose Estimation and AI	14	Experimental	—	Python
191	Ghinwa1981/mne-gsoc-automated-detection Draft proposal and preliminary work for GSoC 2026: Automated and Scalable...	14	Experimental	—	—
192	sserkanakin/hms-harmful-brain-activity-classification Kaggle HMS harmful brain activity classification project summary and methodology.	14	Experimental	—	—
193	khushwant18/Grasp-and-Lift-EEG-detection Deep learning techniques for detecting 6 types of hand movements from...	13	Experimental	10	Jupyter Notebook
194	GioiaMancini/DL-EEGSignalAnalysis Survey on state of the art Deep Learning (DL) methods for EEG signal analysis.	13	Experimental	—	—
195	thc1006/open-eeg-mci-benchmark Open EEG–MCI benchmark in BIDS format with ERP pipelines. Subject-level LOSO...	13	Experimental	—	Python
196	comojin1994/proximity-to-boundary-score A Novel Adversarial Approach for EEG Dataset Refinement: Enhancing...	13	Experimental	12	Python
197	comojin1994/eegmixer Train Once, Transfer Anywhere: Toward Device-Homogeneous MI-EEG Decoding	13	Experimental	5	Python
198	Naveen-1-1/Lie-Detection Lie Detection using EEG signals	13	Experimental	—	Jupyter Notebook
199	Jaswanth0608/Epilepsy_Disorder_Classification_using_EEG_Signals Engineered an innovative project for epilepsy disorder classification by...	12	Experimental	5	MATLAB
200	Yousef-Albasel/EEG-Based-BCI-System EEG-Based Brain Computer Interface system for decoding signals into motor...	12	Experimental	3	Python
201	CHINMAY02CS/Emotion-Recognition-Using-EEG-Signals This system recognises emotions of a human based on Valence-Arousal Model	12	Experimental	5	MATLAB
202	irfankhaan/Epileptic-Seizure-Detection-using-EEG-Signals This repository contains codes for the detection of epileptic seizures using...	12	Experimental	8	Jupyter Notebook
203	xyrusgallito/Depression_detection Deep Learning Approach on Automatic Classification of Depression using ECG...	12	Experimental	8	Jupyter Notebook
204	aspyridakos/EEG-Based-Motor-Imagery-Decoding-with-Deep-Learning Processing EEG data using Speechbrain-MOABB and model tuning to get best results	12	Experimental	7	Jupyter Notebook
205	becares/bci-deep-learning-abecares BCI system for motor imagery classification using convolutional neural networks	11	Experimental	4	—
206	KonstantinosBarmpas/Subject-Pooling [ICLR2024] International Conference on Learning Representations (2024) -...	11	Experimental	—	—
207	KonstantinosBarmpas/Causality-for-LBMs [NeurIPS2024] Neural Information Processing Systems(2024) - Workshop on...	11	Experimental	—	—
208	spirofokas55/eegnet-multibranch-bcic Multi-branch EEGNet for robust motor imagery EEG decoding on BCIC IV-2a with...	11	Experimental	—	Python
209	MustafaMarwat/MUSED-1 A comprehensive sEMG dataset recorded at Mayo Hospital Lahore and National...	11	Experimental	4	—
210	marco-di-giorgi/brainconnectpy Python API for the ALS Voice Human-Computer and Brain-Computer Interfaces.	11	Experimental	—	—
211	olincollege/myo-amp A rehabilitation device meant to read your twitches and allow you to grab objects.	11	Experimental	—	C++
212	Daniyar1239/Bionic-prosthesis-on-AI Real-time EMG signal classification for the bionic prosthesis design	11	Experimental	—	MATLAB
213	Rkpani05/NeuroLinkAi-Deep_Learning_Driven_Neuroprosthetic_Control_Interface NeuroLinkAI is a cutting-edge Brain-Computer Interface that uses LSTM...	11	Experimental	3	Jupyter Notebook
214	Tanwar-12/Harmful_Brain_Activity-Classification-KAGGLE-COMPETITION- The goal of this competition is to detect and classify seizures and other...	11	Experimental	3	Jupyter Notebook
215	KonstantinosBarmpas/Dynamic-BCI-Models [ICLR2022] International Conference on Learning Representations (2022) -...	11	Experimental	—	—
216	Armin-Abdollahi/Human-Emotion-Recognition Brain Computer Interface: Deep Learning Approach to Predict Human Emotion Recognition	11	Experimental	3	Jupyter Notebook
217	Tech-sculpt/NeuroAd NeuroAd uses EEG data to predict how audiences will engage with...	11	Experimental	4	HTML
218	earthat/Depression-Detection-Project-Code-Moduless Depression Detection by Advanced Graph Deep Learning	11	Experimental	4	Jupyter Notebook
219	KonstantinosBarmpas/GenAI4Health-BCIs-Safety [NeurIPS2024] Neural Information Processing Systems(2024) - Workshop on...	11	Experimental	—	—
220	Abelccq/EyeStateDetection Eye state classification using machine learning and EEG signals modelled by graphs	11	Experimental	—	—
221	Arsham-LH/Biosignal-Classification Classification of biosignals, including EEG and MEG, through feature...	10	Experimental	2	MATLAB
222	GoncaloVCorreia/Epilepsy-Detection-and-Prediction The main goal of this work is to build and train multilayer NNs, train...	10	Experimental	2	MATLAB
223	PaulsGitHubs/Electrophysiology-Chemical-Drug-Signal-Identification Electrophysiology Chemical Drug Signal Identification, Fentanyl data...	10	Experimental	2	Python
224	nixvihari/EEG-Emotion-Recognition EEG Emotion Recognition using Deep Learning	10	Experimental	2	—
225	BanaanKiamanesh/Ultimate-BCI-Design Classic BCI Algorithms implementation in MALTAB	10	Experimental	2	MATLAB
226	tishajillian/ADHD-Analysis-LR-SVM This repository contains a research paper and its details done by Tisha...	10	Experimental	2	Jupyter Notebook

Comparisons in this category

mne-python and braindecode (87 vs 82) braindecode and DeepEEG (82 vs 48) braindecode and dpeeg (82 vs 50) dpeeg and DeepEEG (50 vs 48)