technique

EEG Microstates

techniqueactiveeeg-microstates-ab0ba584·1 events·first seen 27d ago

Aliases: EEG Microstates

Co-occurring entities

Emotion Recognition Sleep Staging brain-computer interface Atoms of Thought (EEG Microstates paper)Motor Imagery Classification

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Atoms of Thought (EEG Microstates paper)Electroencephalography (EEG)Open Brain Activation Atlases Progressive MCGS Cerebras WSE Segmind Point-E SegMoE eGeMAPS Skill-Neuron Signatures state space model

Recent events (1)

3arXiv · cs.AI·27d ago·source ↗

Atoms of Thought: Universal EEG Representation Learning with Microstates

This paper proposes using EEG microstates as discrete tokenized representations for universal brain-computer interface tasks including sleep staging, emotion recognition, and motor imagery classification. The microstate tokenizer is built via clustering on a large medical EEG dataset and outperforms time- and frequency-domain baselines across multiple downstream tasks.

Evaluation and Benchmarking Multimodal Progress Emotion Recognition Sleep Staging EEG Microstates +3 more