benchmark

Motor Imagery Classification

benchmarkactivemotor-imagery-classification-e44e3121·1 events·first seen 27d ago

Aliases: Motor Imagery Classification

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

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image manipulation detection neural network image classifiers Graph Classification image segmentation Thinking-with-Images AI image verification image manipulation localization AI-MO fMRI ImageNet imagery ratings information-driven imaging framework

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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