Datasets for EEG (In progress)

A compilation of publicly available EEG datasets. We are working on a list of datasets for EEG. This section is under development and datasets for neuroscience will be constantly updated.

1. 1. Emotional recognition

   Name

   Tags

   link

   Ch

   Control Group

   Format

   Control

   Architecture

   accuracy

   Label

   1. EEG Brainwave Dataset: Feeling Emotions

   #architecture, #dataset

   https://www.kaggle.com/datasets/birdy654/eeg-brainwave-dataset-feeling-emotions

   4

   1 male, 1 female

   Excel

   positive, neutral, negative

   Random Forest.

   94-97%

   Video clip

   2. Database for Emotion Recognition System – GAMEEMO

   #architecture, #dataset

   https://www.kaggle.com/datasets/sigfest/database-for-emotion-recognition-system-gameemo/data

   12

   28

   Excel

   boring, calm, horror and funny

   SVM, kNN и MLPNN

   –

   Played to computer games (boring, calm, horror and funny)

   3. Emotions EEG | LSTM, GRU, DNN | 98.44%

   #architecture, #code, #dataset

   https://www.kaggle.com/code/tenebris97/emotions-eeg-lstm-gru-dnn-98-44/notebook

   –

   –

   Excel

   NEGATIVE, NEUTRAL, POSITIVE

   LSTM

   98.44%

   –

   4. EEG Emotion Detectionarrow_drop_up3

   #architecture, #code, #dataset

   https://www.kaggle.com/code/michaelkarras/eeg-emotion-detection/notebook#CNN

   –

   –

   Excel

   NEGATIVE, NEUTRAL, POSITIVE

   SVM, CNN

   99%

   –

   5. DEAP dataset

   #dataset

   https://www.eecs.qmul.ac.uk/mmv/datasets/deap/index.html

   6. SEED Dataset (SJTU Emotion EEG Dataset):

   #dataset

   https://bcmi.sjtu.edu.cn/home/seed/

   23

   SVM

   7. AMIGOS dataset

   #dataset

   https://www.eecs.qmul.ac.uk/mmv/datasets/amigos/download.html

   8. MAHNOB-HCI

   #dataset

   https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5975141