EyeState classificationdeep learningmetaheuristicsElectroencephalography (EEG) eye state classification becomes an essential tool to identify the cognitive state of humans. It can be used in several fields such
EEG Eye State Data Set 是一个公开的脑电图 (EEG) 数据集,它包含了 EEG 测量的实例,其输出是眼睛是睁开还是闭合的状态。这个数据集由一个连续的 EEG 测量组成,使用了 Emotiv EEG Neuroheadset 设备,测量持续了 117 秒。通过在 EEG 测量过程中使用摄像头检测眼睛状态,并在分析视频帧后手动添加到文件中。数据...
0 the eye-open state; 1 indicates the eye-closed; All values are in chronological order with the first measured value at the top of the data. The features correspond to 14 EEG measurements from the headset, labeled AF3, F7, F3, FC5, T7, P, O1, O2, P8, T8, FC6, F4, F8, AF...
central lobe (by C3, C4, and Cz), temporal lobe (by T7 and T8), and parietal lobe (by PO7 and PO8). Two EOG electrodes (not shown here) were also placed in the lower and upper areas of the right eye to record eye movements. Te ground electrode...
01 面部感知中的不自主眼动 (Involuntary Eye Movements during Face Perception): 26 电极,500Hz 采样率,120 次试验,记录眼动和瞳孔直径。 数据类型:EEG、EOG 链接:jneurosci.org/content/s 02 自愿vs. 不自愿眼睑 (Voluntary vs. Involuntary Eyelid Movement): 20名受试者,14个电极,自愿眨眼和自然眨眼的记...
The eye state was detected via a camera during the EEG measurement and added later manually to the file after analysing the video frames. '1' indicates the eye-closed and '0' the eye-open state. All values are in chronological order with the first measured value at the top of the data...
正常睡眠是由两个交替出现的不同时相组成:一个时相称为慢波睡眠,又称非快速眼动睡眠(nonrapid eye movement,NREM sleep);另一个时相称为异相睡眠,又称快速眼动睡眠(rapid eye movementsleep,REM sleep)。 在整个生物界中,快速眼动睡眠在进化历程中出现较晚,在鸟类当中才开始出现,普遍存在于哺乳类动物。实验室...
3. [EEG-eye state](EEG Eye State Data Set): Eye-state labeled data for one continuous recording of EEG of 117 seconds with eye-closed and eye-open labels. The dataset was recorded from Emotiv headset. 4. [EEG-IO](EEG Eye Blinks): Voluntary single eye-blinks (external stimulation was ...
Plot Eye Blinks and No Blinks Signals import matplotlib.pyplot as plt plt.figure(figsize=(12,6)) plt.plot(No_Blink_Data.iloc[:,1],'r') plt.title("No blink RawEEGin Fp1") plt.xlabel('Sample') plt.ylabel('Amp (mVolt)') plt.show() ...
We used this resting state (eye closed condition) dataset because (1) Results are reproducible for other researchers, (2) resting state (eye closed) EEG data has been the dominant condition used to conceptualize the EEG microstates as brain states (Lehmann and Michel, 2011; Lehmann et al., ...