kaggle数据集汇总

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kaggle数据集汇总

EEG-Datasets,公共EEG数据集的列表。

运动想象,情绪识别等公开数据集汇总​mp.weixin.qq

运动想象数据

1. [Left/Right Hand MI](Supporting data for "EEG datasets for motor imagery brain computer interface"): Includes 52 subjects (38 validated subjects with discriminative features), results of physiological and psychological questionnares, EMG Datasets, location of 3D EEG electrodes, and EEGs for non-task related states

2. [Motor Movement/Imagery Dataset](/): Includes 109 volunteers, 64 electrodes, 2 baseline tasks (eye-open and eye-closed), motor movement, and motor imagery (both fists or both feet)

3. [Grasp and Lift EEG Challenge](): 12 subjects, 32channels@500Hz, for 6 grasp and lift events, namely a). HandStart b). FirstDigitTouch c). BothStartLoadPhase d). LiftOff e). Replace f). BothReleased

4. [The largest SCP data of Motor-Imagery](A large electroencephalographic motor imagery dataset for electroencephalographic brain computer interfaces): The dataset contains 60 hours of EEG BCI recordings across 75 recording sessions of 13 participants, 60,000 mental imageries, and 4 BCI interaction paradigms, with multiple recording sessions and paradigms of the same individuals. BCI interactions involving up to 6 mental imagery states are considered. [[Article]](.pdf)

5. [BCI Competition IV-1](BCI Competition IV): 64 EEG channels at 1000Hz sampling rate for 2 classes of left hand, right hand, foot (+ idle state) for 7 subjects. Evaluation data is continuous EEG which contains also periods of idle state.

6. [BCI Competition IV-2a](BCI Competition IV): 22-electrode EEG motor-imagery dataset, with 9 subjects and 2 sessions, each with 288 four-second trials of imagined movements per subject. Includes movements of the left hand,the right hand, the feet and the tongue. [[Dataset Description]](.pdf)

7. [BCI Competition IV-2b](BCI Competition IV): 3-electrode EEG motor-imagery dataset with 9 subjects and 5 sessions of imagined movements of the left or the right hand, the latest 3 sessions include online feedback. [[Dataset Description]](.pdf)

8. [High-Gamma Dataset](robintibor/high-gamma-dataset): 128-electrode dataset obtained from 14 healthy subjects with roughly 1000 four-second trials of executed movements divided into 13 runs per subject. The four classes of movements were movements of either the left hand, the right hand, both feet, and rest.

9. [Left/Right Hand 1D/2D movements](/): 19-electrode data of one subject with various combinations of 1D and 2D hand movements (actual execution).

10. [Imagination of Right-hand Thumb Movement](Planning Relax Data Set): In every trial, subjects were asked to rest and rest data was recorded for 5 mins. Further, 5 second epoch data was also recorded when subjects were asked to imagine right hand thumb movement. 5 of such imagined motor movement, and rest state was recorded for each trial. Single subject, 8 electrodes at 256Hz.

11. [Mental-Imagery Dataset](A large electroencephalographic motor imagery dataset for electroencephalographic brain computer interfaces): 13 participants with over 60,000 examples of motor imageries in 4 interaction paradigms recorded with 38 channels medical-grade EEG system. It contains data for upto 6 mental imageries primarily for the motor moements. [[Article]]()

情绪识别数据

1. [DEAP](A Dataset for Emotion Analysis using Physiological and Audiovisual Signals): Includes 32 subjects, each watchine 1-min long excerpts of music-videos, rated by users in terms of arousal/valence/like-dislike/dominanace/famaliarity, and frontal face recording of 22/32 subejcts.

2. [Enterface'06](/): Enterface'06 Project 07: EEG(64 Channels) + fNIRS + face video, Includes 16 subjects, where emotions were elicited through selected subset of IAPS dataset.

3. [Imagined Emotion](Studies: show): 31 subjects, subjects listen to voice recordings that suggest an emotional feeling and ask subjects to imagine an emotional scenario or to recall an experience in which they have felt that emotion before.

4. [NeuroMarketing](): 25 subjects, 14 electrodes, Like/Dislike on commercial e-commerce products over 14 categories with 3 images each. Article for the dataset: Analysis of EEG signals and its application to neuromarketing. [[Article]](Analysis of EEG signals and its application to neuromarketing)

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kaggle数据集汇总

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