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 198 eeg brain signal processing frameworks tracked. 3 score above 70 (verified tier). The highest-rated is mne-tools/mne-python at 88/100 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	88	Verified	3,284	Python
2	NeuroTechX/moabb Mother of All BCI Benchmarks	86	Verified	944	Python
3	braindecode/braindecode Deep learning software to decode EEG, ECG or MEG signals	85	Verified	1,175	Python
4	neuromodulation/py_neuromodulation Real-time analysis of intracranial neurophysiology recordings.	56	Established	74	Python
5	SheepTAO/dpeeg Deep Learning with EEG.	52	Established	25	Python
6	IoBT-VISTEC/MIN2Net End-to-End Multi-Task Learning for Subject-Independent Motor Imagery EEG...	49	Emerging	103	Python
7	wjq-learning/CBraMod [ICLR 2025] CBraMod: A Criss-Cross Brain Foundation Model for EEG Decoding	47	Emerging	276	Python
8	MedMaxLab/selfEEG selfEEG: a Python library for Self-Supervised Learning on...	46	Emerging	71	Python
9	aljazfrancic/myo-readings-dataset Myo armband machine learning EMG dataset of various hand gestures	46	Emerging	17	Jupyter Notebook
10	guangyizhangbci/EEG_Riemannian IEEE Transactions on Emerging Topics in Computational Intelligence	45	Emerging	74	Python
11	eegdash/EEGDash A repo documenting EEG-Dash data and its usage	45	Emerging	60	Python
12	vlawhern/arl-eegmodels This is the Army Research Laboratory (ARL) EEGModels Project: A Collection...	44	Emerging	1,480	Python
13	The-Data-Alchemists-Manipal/MindWave MindWave is an open-source project designed for beginners to learn about...	43	Emerging	103	Jupyter Notebook
14	xiangzhang1015/Deep-Learning-for-BCI Resources for Book: Deep Learning for EEG-based Brain-Computer Interface:...	42	Emerging	278	Jupyter Notebook
15	likith012/mulEEG Official implementation of our MICCAI 2022 paper "mulEEG: A Multi-View...	42	Emerging	36	Python
16	wjq-learning/EEGMamba [Neural Networks 2025] EEGMamba: An EEG Foundation Model with Mamba	41	Emerging	80	Python
17	kylemath/DeepEEG Deep Learning with Tensor Flow for EEG MNE Epoch Objects	41	Emerging	281	Jupyter Notebook
18	Jathurshan0330/TFM-Tokenizer Official Code Repository of "Tokenizing Single-Channel EEG with...	40	Emerging	24	Python
19	rameerez/brain-computer-interfacing 🧠 Brain-Computer Interfacing bootcamp course + projects @ Saturdays.AI (BCI + AI)	38	Emerging	78	Jupyter Notebook
20	OpenSeizureDetector/OpenSeizureDatabase This repository contains the toolkit to create and proocess the database of...	38	Emerging	16	Jupyter Notebook
21	Clarity-Digital-Twin/brain-go-brr-v2 TCN + Bi-Mamba/FLA + GNN + Dynamic LPE for Clinical EEG Seizure Detection	37	Emerging	18	Python
22	eeyhsong/EEG-Transformer i. A practical application of Transformer (ViT) on 2-D physiological signal...	36	Emerging	331	Python
23	DeepBCI/Deep-BCI An open software package to develop BCI based brain and cognitive computing...	36	Emerging	406	C
24	sisinflab/NeuroSense A Novel EEG Dataset Utilizing Low-Cost, Sparse Electrode Devices for Emotion...	35	Emerging	5	—
25	dronefreak/NeuralFlight Neural control framework for drones using motor imagery EEG classification....	34	Emerging	11	Python
26	CECNL/XBrainLab We introduce XBrainLab, an open-source user-friendly software, for...	34	Emerging	13	Python
27	shyammarjit/EEG-Emotion-Recognition EEG-Based Emotion Recognition	34	Emerging	69	Jupyter Notebook
28	orabe/gaitmod Python library for real-time neural data classification with Deep Learning	34	Emerging	7	Jupyter Notebook
29	Irautak/FingerFlex FingerFlex: a new state of the art model for prediction finger movements...	33	Emerging	33	Jupyter Notebook
30	mbwebster/self-supervised-bss-via-multi-encoder-ae Official repository for "Blind Source Separation of Single-Channel Mixtures...	33	Emerging	18	Jupyter Notebook
31	Abhishek-Iyer1/emotion-classifcation-eeg-seed-ensemble Using Deep Learning for Emotion Classification on EEG signals (SEED...	33	Emerging	82	Jupyter Notebook
32	rkobler/TSMNet Code and reuslts accompanying the NeurIPS 2022 paper with the title SPD...	33	Emerging	63	Python
33	pwstegman/bci.js :bar_chart: EEG signal processing and machine learning in JavaScript	32	Emerging	161	JavaScript
34	LMBooth/pybci Create real-time BCI's with the LSL, PyTorch, SKLearn and TensorFlow packages.	32	Emerging	28	Python
35	BRomans/OpenCortexBCI OpenCortex is a fully-featured EEG streamer for BCI applications	31	Emerging	13	Jupyter Notebook
36	tothemoon10080/CHB-MIT-data-preprocessing-and-prediction This project focuses on data preprocessing and epilepsy seizure prediction...	31	Emerging	54	Python
37	NeuroDiag/PyNoetic-official PyNoetic: A Modular Python Framework for No-Code Development of EEG...	31	Emerging	26	Python
38	osmanberke/Ensemble-of-DNNs Official Repository of 'Transfer learning of an ensemble of DNNs for SSVEP...	31	Emerging	26	MATLAB
39	mkfzdmr/Epileptic-EEG-Classfication-Using-Deep-Learning This repository contains the trained deep learning models for the detection...	31	Emerging	25	—
40	pedromargolles/pyDecNef A complete Python framework to perform real-time fMRI decoded neurofeedback...	30	Emerging	16	Python
41	dolphin-in-a-coma/multi-task-cnn-eeg-emotion Code for the paper "Multi-Task CNN Model for Emotion Recognition from EEG...	30	Emerging	66	Jupyter Notebook
42	shariharan205/Motor-Imagery-Tasks-Classification-using-EEG-data Implementation of Deep Neural Networks in Keras and Tensorflow to classify...	30	Emerging	81	Jupyter Notebook
43	Niloy333/eegFloss A Python package that can automatically identify artifacts in sleep EEG...	30	Emerging	18	Python
44	wzhlearning/fNIRSNet CNN-based fNIRS classification: Rethinking Delayed Hemodynamic Responses for...	30	Emerging	34	Python
45	MedMaxLab/eegpartition Evaluating the role of EEG data partition for deep learning applications.	29	Experimental	9	Jupyter Notebook
46	dhyeydoshi/Epileptic-Seizure-Detection Django and JavaScript based epileptic seizure detection app	29	Experimental	2	CSS
47	amrzhd/EEGNet This project focuses on implementing CNN model based on the EEGNet...	29	Experimental	165	Jupyter Notebook
48	nasoboleva/EEG-Emotion-Recognition EEG data processing and it's convolution using AutoEncoder + CNN + RNN	29	Experimental	96	Jupyter Notebook
49	deontaepharr/Diagnosing-ADHD-With-ConvLSTM Classifying ADHD fMRI data with a CNN+LSTM Model	29	Experimental	83	Jupyter Notebook
50	MedMaxLab/BIDSAlign BIDSAlign a library for preprocessing and align multiple datasets to a...	28	Experimental	9	MATLAB
51	lowlighter/brain 🧠 Study about electrical activity of the brain retrieved from an EEG headset...	28	Experimental	9	JavaScript
52	matlab-deep-learning/Abnormal-EEG-Signal-Classification-Using-CNNs This example shows how to build and train a convolutional neural network...	28	Experimental	56	MATLAB
53	IgarashiAkatuki/HuiduRep Representation Learning Framework for Extracellular Recordings. An...	28	Experimental	7	Python
54	Baizhige/EEGResearchHub A trusted repository for groundbreaking EEG research code. Some...	28	Experimental	29	Python
55	YanhaoHuang23/FAT FAT:A novel Fourier Adjacency Transformer for advanced EEG emotion...	28	Experimental	34	Python
56	Eduardo-J-Morales/NeuroFlow-AI This web app uses an AI model trained with TensorFlow.js to guess if a...	28	Experimental	5	JavaScript
57	MedMaxLab/eegprepro Evaluating the role of EEG preprocessing for deep learning applications.	28	Experimental	14	Jupyter Notebook
58	williamcfrancis/Machine-Learning-for-EEG-Prosthetic-Arm-Control Implementation and benchmarking of machine learning methods for identifying...	28	Experimental	6	Jupyter Notebook
59	MedMaxLab/transformeeg Official repository of TransformEEG	27	Experimental	8	Python
60	aliowx/EEG-bci 🤖prediction electrical activity of the brain between the people drink...	27	Experimental	5	Jupyter Notebook
61	USC-InfoLab/NeuroGNN NeuroGNN is a state-of-the-art framework for precise seizure detection and...	27	Experimental	52	Jupyter Notebook
62	gist-ailab/IITNet-official This is an official implementation for "Intra- and inter-epoch temporal...	27	Experimental	34	Python
63	lkorczowski/BCI-2021-Riemannian-Geometry-workshop Riemannian Geometry workshop at vBCI Meeting 2021	27	Experimental	54	Jupyter Notebook
64	rishannp/MI-PLVGAT This is works in attempt to develop novel, state-of-the-art models for...	26	Experimental	14	Python
65	Yiming-S/DA4BCI DA4BCI provides a suite of domain adaptation methods specifically designed...	26	Experimental	4	R
66	neerajwagh/eeg-self-supervision Resources for the paper titled "Domain-guided Self-supervision of EEG Data...	26	Experimental	23	Python
67	Hossein-Eskandari-a/Emotion-recognition-DEAP-LSTM-SHAP Emotion recognition using EEG data. Based on DEAP dataset using LSTM as...	26	Experimental	3	Jupyter Notebook
68	Henrywang621/DL-based-MI-EEG-models This code repository collects the source code of the representative deep...	26	Experimental	17	Python
69	eyupipler/bai-64-Mind EEG-to-Text Model [BETA]	26	Experimental	4	Python
70	ipis-mjkim/caueeg-ceednet This repository is the official implementation of "Deep learning-based EEG...	26	Experimental	39	Jupyter Notebook
71	visamy/personality-eeg Code for reproducing results in the paper "Personality traits classification...	26	Experimental	7	Jupyter Notebook
72	Panos13L/EEG-EMOTION-RECOGNITION Classification of Emotions based on EEG Signals (SEED Dataset)	25	Experimental	5	Jupyter Notebook
73	awsaf49/hms-hbac HMS - Harmful Brain Activity Classification \|\| Classify seizures and other...	25	Experimental	3	Jupyter Notebook
74	michaloblastni/insultdetector Python QT application that lets targeted individuals record their EEG data...	25	Experimental	4	Python
75	chrisdeniro28/open-eeg-mci-benchmark 🧠 Detect MCI from EEG/ERP data using standardized datasets, feature...	25	Experimental	3	Python
76	inclusive-brains/prometheus-bci 🧠🔥 Adaptive and inclusive neurotech platform for real-time multimodal data —...	25	Experimental	15	Python
77	MindsApplied/Minds_AI_EEG_Filter MindsApplied EEG Signal Filter for Real-time or Offline Analysis	25	Experimental	17	Python
78	okbalefthanded/BCI-selected-papers Curated list of seminal and breakthrough papers in the field of...	25	Experimental	4	—
79	wsparcie/ai-neuron-rekrutacja-2026 Recruitment project for KN Neuron for 2026	24	Experimental	2	Jupyter Notebook
80	Timothy102/EEG-Sleep This GitHub repository is the official repo of the EEG-SleepNet paper as per...	24	Experimental	3	HTML
81	ZzzitaoFang/NeurIPT [NeurIPS 2025] NeurIPT: Foundation Model for Neural Interfaces	24	Experimental	10	—
82	ricsinaruto/MEG-transfer-decoding Explore the differences between sliding window and full-epoch models on MEG...	24	Experimental	18	Jupyter Notebook
83	MauroSilvaPinto/Interpretable-EEG-seizure-prediction-using-a-multiobjective-evolutionary-algorithm Code and data of the paper "Interpretable EEG seizure prediction using a...	24	Experimental	14	Python
84	emadeldeen24/ADAST [IEEE TETCI] "ADAST: Attentive Cross-domain EEG-based Sleep Staging...	24	Experimental	39	Python
85	Mithunjha/EarEEG_KnowledgeDistillation Official implementation of "A Knowledge Distillation Framework for Enhancing...	23	Experimental	22	Jupyter Notebook
86	neural-processing-lab/MEG-XL Code for "MEG-XL: Data-Efficient Brain-to-Text via Long-Context Pre-Training"	23	Experimental	5	Python
87	amrzhd/EEG-MSCNN This project explores the impact of Multi-Scale CNNs on the classification...	23	Experimental	78	Jupyter Notebook
88	Anbakatum/bai-Mind-8 🧠 Transfer your thoughts to text using the bai-Mind-8 models, designed for...	23	Experimental	1	—
89	tshibei/miaf ML pipeline for artifact detection in intracranial EEG (iEEG). Classifies...	23	Experimental	1	MATLAB
90	karamakil08/EEG_PREDICTION MS detection using resting EEG data	23	Experimental	1	Jupyter Notebook
91	etherealcomputing/Ouija God View for your brain	23	Experimental	1	—
92	cia-ulaval/EEG_Interface A Brain-Computer Interface (BCI) project for processing and classifying EEG data	23	Experimental	6	Python
93	vepiset/vepiset_dataset vEpiSet: An EEG dataset for interictal epileptiform discharge with spatial...	23	Experimental	13	Python
94	JayLohokare/brain-smartphone-interface Control any smartphone using brain signals!	23	Experimental	1	Java
95	kaviles22/EMG_SignalClassification Preprocessing and classify EMG signals, using Tensorflow and Tensorflow Lite...	23	Experimental	34	C++
96	shreyassahoo1/EEG-Seizure-Detection- EEG Seizure Detection System using SINDy and Machine Learning	23	Experimental	1	Python
97	raveriss/Total_Perspective_Vortex Interface cerveau-machine (EEG) avec Machine Learning. Préprocessing MNE,...	23	Experimental	1	Python
98	IoBT-VISTEC/EEGWaveNet source codes for EEGWaveNet: Multi-Scale CNN-Based Spatiotemporal Feature...	22	Experimental	65	Python
99	ChiShengChen/QuantumEEGNet The official repository implement of QEEGNet: Quantum Machine Learning for...	22	Experimental	7	Python
100	comojin1994/m-shallowconvnet Rethinking CNN Architecture for Enhancing Decoding Performance of Motor...	22	Experimental	36	Python
101	meiyor/SincNet-for-Autism-EEG-based-Emotion-Recognition This project describes the necessary code to implement an EEG-based emotion...	22	Experimental	79	Python
102	kei5uke/focus-detection simple ML program uses brain waves(EEG) and GSR to analyze user activity.	22	Experimental	7	Jupyter Notebook
103	eyupipler/bai "bai" models trained to read EEG data. Developed by Neurazum.	22	Experimental	1	—
104	yibeisita/neuro-ai-playground A hands-on learning lab for exploring EEG, MEG, and fMRI data using Python,...	22	Experimental	—	Jupyter Notebook
105	samvardhan03/EEG-project Building on my previous research and trying to create a A novel architecture...	22	Experimental	4	Jupyter Notebook
106	madibabaiasl/EEGIntentPaper Transformer-based EEG intent detection model classifying real vs. imagined...	22	Experimental	3	Jupyter Notebook
107	kalpthakkar/AURA-EEG-based-BCI AURA is an ML-driven advanced EEG-based Brain-Computer Interface leveraging...	22	Experimental	3	C++
108	Sai-Chakradhar-Mahendrakar/EEG-based-Person-Identification-and-Authentication Research Internship	21	Experimental	11	Jupyter Notebook
109	Avichaurasia/NeuroIDBench NeuroIDBench: An Open-Source Benchmark Framework for the Standardization of...	21	Experimental	8	Jupyter Notebook
110	miltoncandela/neurohumanities-lab Code and data for "Real-time EEG-based Emotion Recognition Model using...	21	Experimental	6	Jupyter Notebook
111	madibabaiasl/NeuroFusion-Trans Deep learning framework for EEG–EMG fusion using transformers to improve...	21	Experimental	2	Jupyter Notebook
112	ravikiranrao/PD-EEG Automated Parkinson's Disease Detection and Affective Analysis from...	21	Experimental	13	Jupyter Notebook
113	SupratikB23/Epilepsy-Prediction-and-Detection Deep Learning algorithms for both seizure detection and prediction on...	21	Experimental	2	Jupyter Notebook
114	bnelair/best-toolbox A Python package for behavioral state analysis using EEG. BEST includes...	21	Experimental	10	Python
115	Neetx/EEG-Person-Identification Biometic Systems project, based on "EEG-based user identification system...	21	Experimental	11	Jupyter Notebook
116	dronefreak/brain-computer-interface-for-drones This repository allows the users to control the AR Parrot Drone via a Emotiv...	21	Experimental	11	JavaScript
117	embneural/Cascade-xDAWN-EEGNet-for-ERP-Detection Cascade xDAWN EEGNet for ERP detection	20	Experimental	16	Python
118	Shurun-Wang/MFTCAN-KNR Continuous Estimation of Human Joint Angles From sEMG Using a Multi-Feature...	20	Experimental	14	Python
119	AliAmini93/TactileNet Developed TactileNet, the first deep-learning model designed for surface...	20	Experimental	32	Python
120	Shayan925/ADHDAid A software application that aims on supporting people with ADHD. The aid...	20	Experimental	12	Python
121	yiamcb/TAFN Temporal Attention Fusion Network with Custom Loss Function for EEG-fNIRS...	20	Experimental	12	Python
122	Avir-AI/EEG_Applications_Hub This curated list highlights the latest breakthroughs in EEG and AI...	20	Experimental	20	—
123	nikhil-garg/EMG_exp This is the code for the paper Signals to Spikes for Neuromorphic Regulated...	20	Experimental	12	Jupyter Notebook
124	chaklam-silpasuwanchai/EEG-Emotion-Recognition This repository compares typical and advanced modeling approaches for EEG...	20	Experimental	30	Jupyter Notebook
125	ricsinaruto/MEG-group-decode Train Wavenet-based group-level models on MEG data, and uncover...	20	Experimental	14	Jupyter Notebook
126	NorhanAbdelhafez/NeuroPhone-RealTime-BrainMobilePhone-Interface A research project that explores the potential of DL models in detecting ERP...	20	Experimental	6	Jupyter Notebook
127	madibabaiasl/EMGIntentPaper Transformer-based EMG intent detection for enhanced motor recognition in...	20	Experimental	1	—
128	James-Mc1ntyre/DeepLearningProject Using Deep Learning techniques to classify Motor Imagery...	20	Experimental	11	Jupyter Notebook
129	dorianbg/EEG_DataAnalysisPackage Application for analyzing EEG data stored on Hadoop using Apache Spark	19	Experimental	5	Java
130	Yash-Bandal/MedNeuro-Meditation_States_and_Traits Decoding Meditation States and Traits Using Electroencephalography	19	Experimental	—	JavaScript
131	PICAPICAP/Project-Neural-X-The-God-Mode-for-the-Locked-in- A groundbreaking framework for non-invasive BCI eSports in the Paralympics....	19	Experimental	—	—
132	hrishi63/HAND_MOVEMENT_DETECTOR_USING_EMG_WITH_TRANSFORMER_MODEL EMG-Based Hand State Detection using Envelope Signal with a Transformer model.	19	Experimental	—	JavaScript
133	danielflood/fpga-eeg A reproduction of the paper "FPGA-based Deep-Learning Accelerators for...	18	Experimental	4	Jupyter Notebook
134	orvindemsy/ea-tca-mi-bci Using combination EA (Euclidean Alignment) and TCA (Transfer Component...	18	Experimental	8	Jupyter Notebook
135	tangjielong928/Deep-Learning_FinalProject Detection Model for Epileptiform EEG Data	18	Experimental	7	Jupyter Notebook
136	MdOchiuddinMiah/MI-BCI_ML This is a brain game that is controlled by the brain signal. Mainly, it is a...	18	Experimental	4	Java
137	thinknew/BCIWorkshop Workshop on standardized Brain-Computer Interface Framework	18	Experimental	4	C#
138	hancan16/SST-DPN A Lightweight and High Performance Neural network for MI-EEG decoding	18	Experimental	40	Python
139	Amir-Hofo/EEGNet This code implements the EEG Net deep learning model using PyTorch. The EEG...	18	Experimental	48	Jupyter Notebook
140	irfankhaan/DL-Models-for-Seizure-Detection-using-Spectrograms This repository contains codes for binary image classification of seizure...	18	Experimental	5	Jupyter Notebook
141	ryanr08/EEG_Networks Evaluation of Neural Networks for Classifying Electroencephalography (EEG) Data	18	Experimental	11	Jupyter Notebook
142	fractal360/EEG-BCI-Pipeline Reproducible EEG motor-imagery decoding pipeline (BCI IV-2a) with clean MNE...	17	Experimental	2	Jupyter Notebook
143	elizljohnson-projects/project-eeg-gamma-modulation-ml Modulation of auditory gamma-band responses using transcranial electrical...	17	Experimental	2	Jupyter Notebook
144	MRWilliamsGit/SchizophreniaEEG Using Machine Learning to analyze EEG records for markers of schizophrenia	17	Experimental	3	R
145	chaklam-silpasuwanchai/Python-for-EEG A basic demonstration how to use Python, MNE, and PyTorch to analyze EEG signal.	17	Experimental	24	Jupyter Notebook
146	guangyizhangbci/PARSE IEEE Transactions on Affective Computing, 2022	17	Experimental	28	Python
147	atonkamanda/awesome-ai-brain-computer-interface Must-read papers on machine learning, deep learning, reinforcement learning...	17	Experimental	108	—
148	anushmutyala/EmotivateHackathonEmotionP300 A novel BCI-based messaging web application that uses P300 speller and...	17	Experimental	12	JavaScript
149	Jash-2000/Bio-Medical-Engineering Projects corresponding to the domain of electronic and vision-based...	17	Experimental	12	Jupyter Notebook
150	Nandan-17/EEG-Based-Cognitive-State-Analysis-During-Music-Listening-for-Relaxation EEG-based cognitive state analysis during music listening using machine...	17	Experimental	2	Jupyter Notebook
151	SoroushZare/NeuroFlex NeuroFlex: Feasibility of EEG-Based Motor Imagery Control of a Soft Glove...	17	Experimental	5	—
152	comojin1994/DFformer Towards Domain Free Transformer for Generalized EEG Pre-training	16	Experimental	30	Python
153	ChiShengChen/MUSE_EEG The official implement of Mind's eye: image recognition by EEG via...	16	Experimental	43	Python
154	KonstantinosBarmpas/Subject-Contrastive-EEG-Foundation-Model [NeurIPS2025] Neural Information Processing Systems(2025) - Workshop on...	16	Experimental	1	—
155	Shiyx27/NeuroInformaticsSummerInternship2025 Real-Time Epileptic Seizure Detection on Edge Devices	16	Experimental	2	Jupyter Notebook
156	thc1006/nycu-CSIC30014-LAB2 NYCU CSIC30014 Lab2: EEG Classification with EEGNet (87%+ accuracy,...	16	Experimental	1	HTML
157	MAbdelhamid2001/Recognizing-Hand-Movements-Using-EEG-Signal-Classification Recognizing Hand Movements Using EEG-Signal Classification	16	Experimental	4	Jupyter Notebook
158	Anany-Garg/HMS---Harmful-Brain-Activity-Classification Bronze medal solution for the kaggle competition HMS-Harmful Brain Activity...	16	Experimental	3	Jupyter Notebook
159	brunoandrade-osw/eeg-asd-classification Neuroengineering Project for EEG Signal Analysis and Identification of...	15	Experimental	1	Jupyter Notebook
160	Ross-Corcoran/Eeg-Seizure-Classification EEG Seizure Classification using Decision Trees and Random Forests on...	15	Experimental	—	Jupyter Notebook
161	Naveen-1-1/Lie-Detection Lie Detection using EEG signals	15	Experimental	—	Jupyter Notebook
162	Kanishk1420/EEG-Signal-Processing This project implements a real-time EEG (Electroencephalogram) signal...	15	Experimental	8	Jupyter Notebook
163	phamhoai366/EEG-signal-analysis-for-stress-studies Detect stress use EEG signal and Deep learning	15	Experimental	2	Jupyter Notebook
164	ChAnjali304/ADHD-Detection-Pose-Estimation A Python-based mini project for Children ADHD detection using Pose Estimation and AI	14	Experimental	—	Python
165	sserkanakin/hms-harmful-brain-activity-classification Kaggle HMS harmful brain activity classification project summary and methodology.	14	Experimental	—	—
166	Ghinwa1981/mne-gsoc-automated-detection Draft proposal and preliminary work for GSoC 2026: Automated and Scalable...	14	Experimental	—	—
167	pavithrabinu5/bci-neural-decoding-research A critical evaluation of AI-driven high-performance Brain-Computer...	14	Experimental	—	—
168	nandhujay91/biosignal-classification-edge-ai Real-time biosignal classification system using deep learning and TensorFlow...	14	Experimental	—	Python
169	Abhishek-Atole/Classification-of-an-EMG-Signal-Using-CNN Classification of EMG Signal Using Convolution Neural Network (Sliding...	14	Experimental	4	Jupyter Notebook
170	lcsig/Sleep-Stages-Classification-by-EEG-Signals MATLAB Project to Classify Different Sleep Stages of the EEG Signals using...	14	Experimental	13	MATLAB
171	ferdavid1/EEG_Learning My foray into learning brain modeling in Python	14	Experimental	1	Jupyter Notebook
172	louisc-s/Machine-Learning-Technologies-on-EMG-for-Hand-Gesture-Recognition Machine learning code implemented for hand gesture recognition using EMG...	14	Experimental	47	Python
173	spirofokas55/eegnet-multibranch-bcic Multi-branch EEGNet for robust motor imagery EEG decoding on BCIC IV-2a with...	14	Experimental	—	Python
174	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
175	Rancidgift57/NeuroLearn BCI-powered adaptive learning platform that uses real-time EEG brainwave...	14	Experimental	—	Python
176	YasinEnigma/EEG-Emotion-Detection Emotion detection of subject using EEG data and deep learning models	13	Experimental	8	Jupyter Notebook
177	BarneelRay/EEG_Capstone This is a project that is derived from my capstone project targeted for...	13	Experimental	2	Jupyter Notebook
178	r4stin/eeg-motor-imagery Deep learning benchmark for EEG motor imagery classification using the...	13	Experimental	2	Jupyter Notebook
179	basverkennis/Flight-Sim-Cognitive-Workload-EEG-Prediction Predicting Workload in Virtual Flight Simulations using EEG Spectral and...	13	Experimental	5	Jupyter Notebook
180	tdaug6/Deep-Learning-Methods-to-Predict-Disease-in-Brain-Images Use resting state fMRI dataset of ADHD and controls to predict ADHD and...	13	Experimental	8	Roff
181	404-JoshuaGarciaNotFound/Machine-learning-EEG-Recognition- A program used to determine if a person is an alcoholic through their EEG data	13	Experimental	8	Jupyter Notebook
182	Ahmed-Habashy/Dataset-BCI-competition-iv-2b This is a python code for extracting EEG signals from dataset 2b from...	12	Experimental	18	Python
183	0xallam/Brain-EEG-Emotion-Classifier Emotion classification from Brain EEG signals using a hybrid CNN-Transformer...	12	Experimental	33	Jupyter Notebook
184	MohammedAfthab18/EEG-Driven-Emotion-Detection-and-Classification A project that uses EEG data to classify human emotions using machine...	12	Experimental	20	Jupyter Notebook
185	AliAmini93/ADHDeepNet ADHDeepNet is a model that integrates temporal and spatial characterization,...	12	Experimental	48	Jupyter Notebook
186	Vidhi1290/Deep-Learning-for-EEG-Emotion-Classification This repository contains a Python code script for performing emotion...	11	Experimental	23	Jupyter Notebook
187	maryjis/eeg_depression machine learning models for predicting depression based on EEG data	11	Experimental	24	Jupyter Notebook
188	Abelccq/EyeStateDetection Eye state classification using machine learning and EEG signals modelled by graphs	11	Experimental	—	—
189	iSathyam31/EEG-Emotion-Analysis-DEAP This project classifies emotions using EEG signals from the DEAP dataset,...	11	Experimental	2	Jupyter Notebook
190	GioiaMancini/DL-EEGSignalAnalysis Survey on state of the art Deep Learning (DL) methods for EEG signal analysis.	11	Experimental	—	—
191	KonstantinosBarmpas/Motor-Imagery-EEG-Dynamic-Convolutions [TNSRE] IEEE Transactions on Neural Systems and Rehabilitation Engineering	11	Experimental	2	—
192	KonstantinosBarmpas/BrainWave-Scattering-Net [JNE] Journal of Neural Engineering	11	Experimental	2	—
193	Daniyar1239/Bionic-prosthesis-on-AI Real-time EMG signal classification for the bionic prosthesis design	11	Experimental	—	MATLAB
194	thc1006/open-eeg-mci-benchmark Open EEG–MCI benchmark in BIDS format with ERP pipelines. Subject-level LOSO...	11	Experimental	—	Python
195	GabiYamato/eeg_seizure EEG seizure detection code, experimenting with concatenated spectrograms of...	10	Experimental	3	Jupyter Notebook
196	mwasifanwar/biosignal-ai Deep learning system that interprets brain signals from EEG/fMRI to control...	10	Experimental	3	Python
197	Yousef-Albasel/EEG-Based-BCI-System EEG-Based Brain Computer Interface system for decoding signals into motor...	10	Experimental	3	Python
198	KonstantinosBarmpas/Causal-Framework-for-BCIs [JNE] Journal of Neural Engineering	10	Experimental	1	—

Comparisons in this category

mne-python and braindecode (88 vs 85) braindecode and DeepEEG (85 vs 41) braindecode and dpeeg (85 vs 52) dpeeg and DeepEEG (52 vs 41)