Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International ConferenceHumansElectroencephalographyAttentionBrain-Computer InterfacesSignal Processing
Decoding Human Attentive States from Spatial-temporal EEG Patches Using Transformers.
Yi Ding, Joon Hei Lee, Shuailei Zhang, Tianze Luo, Cuntai Guan
Published: 202510.1109/EMBC58623.2025.11254148
Abstract
Learning the spatial topology of electroencephalogram (EEG) channels and their temporal dynamics is crucial for decoding attention states. This paper introduces EEG-PatchFormer, a transformer-based deep learning framework designed specifically for EE…
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