SOTAVerified

Electroencephalogram (EEG)

Electroencephalogram (EEG) is a method of recording brain activity using electrophysiological indexes. When the brain is active, a large number of postsynaptic potentials generated synchronously by neurons are formed after summation. It records the changes of electric waves during brain activity and is the overall reflection of the electrophysiological activities of brain nerve cells on the surface of cerebral cortex or scalp. Brain waves originate from the postsynaptic potential of the apical dendrites of pyramidal cells. The formation of synchronous rhythm of EEG is also related to the activity of nonspecific projection system of cortex and thalamus. EEG is the basic theoretical research of brain science. EEG monitoring is widely used in its clinical application.

Papers

Showing 91100 of 1655 papers

TitleStatusHype
NeuroLM: A Universal Multi-task Foundation Model for Bridging the Gap between Language and EEG SignalsCode2
On-device Learning of EEGNet-based Network For Wearable Motor Imagery Brain-Computer Interface0
Decoding Human Emotions: Analyzing Multi-Channel EEG Data using LSTM Networks0
ADformer: A Multi-Granularity Transformer for EEG-Based Alzheimer's Disease AssessmentCode1
A Comprehensive Survey on EEG-Based Emotion Recognition: A Graph-Based Perspective0
Towards Linguistic Neural Representation Learning and Sentence Retrieval from Electroencephalogram Recordings0
Exploration of LLMs, EEG, and behavioral data to measure and support attention and sleep0
EEGMamba: Bidirectional State Space Model with Mixture of Experts for EEG Multi-task Classification0
Improving EEG Classification Through Randomly Reassembling Original and Generated Data with Transformer-based Diffusion Models0
A Tale of Single-channel Electroencephalogram: Devices, Datasets, Signal Processing, Applications, and Future Directions0
Show:102550
← PrevPage 10 of 166Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1BiHDMAccuracy74.35Unverified
2DGCNNAccuracy69.88Unverified
3DBNAccuracy66.77Unverified
#ModelMetricClaimedVerifiedStatus
1MultitaskSSVEPAccuracy (5-fold)92.2Unverified
#ModelMetricClaimedVerifiedStatus
1DBNAccuracy86.08Unverified