@article{ART003317590},
author={Yujin Ji and Jungpyo Hong},
title={Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2026},
volume={31},
number={3},
pages={61-69}
TY - JOUR
AU - Yujin Ji
AU - Jungpyo Hong
TI - Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition
JO - Journal of The Korea Society of Computer and Information
PY - 2026
VL - 31
IS - 3
PB - The Korean Society Of Computer And Information
SP - 61
EP - 69
SN - 1598-849X
AB - Electroencephalogram (EEG) signals serve as a core input for brain–computer interface systems, and EEG-based emotion recognition has been widely studied. The Band Feature Extraction Network (BFE-Net) effectively extracts frequency band–specific features; however, it does not consider interactions between frequency bands. To address this limitation, this study proposes the Band-Attention BFE-Net (BA-BFE-Net), which incorporates a self-attention mechanism to explicitly learn dependencies among frequency bands. The proposed model captures non-linear relationships among five frequency bands and enables more effective feature fusion. Subject-independent experiments conducted on the SEED and SEED-IV datasets demonstrate that the proposed model improves classification performance by 1.19% and 2.04%, respectively, compared to the original BFE-Net.
KW - EEG-based emotion recognition;graph neural network;self-attention;BFE-Net;subject-independent
DO -
UR -
ER -
Yujin Ji and Jungpyo Hong. (2026). Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition. Journal of The Korea Society of Computer and Information, 31(3), 61-69.
Yujin Ji and Jungpyo Hong. 2026, "Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition", Journal of The Korea Society of Computer and Information, vol.31, no.3 pp.61-69.
Yujin Ji, Jungpyo Hong "Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition" Journal of The Korea Society of Computer and Information 31.3 pp.61-69 (2026) : 61.
Yujin Ji, Jungpyo Hong. Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition. 2026; 31(3), 61-69.
Yujin Ji and Jungpyo Hong. "Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition" Journal of The Korea Society of Computer and Information 31, no.3 (2026) : 61-69.
Yujin Ji; Jungpyo Hong. Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition. Journal of The Korea Society of Computer and Information, 31(3), 61-69.
Yujin Ji; Jungpyo Hong. Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition. Journal of The Korea Society of Computer and Information. 2026; 31(3) 61-69.
Yujin Ji, Jungpyo Hong. Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition. 2026; 31(3), 61-69.
Yujin Ji and Jungpyo Hong. "Band-Attention BFE-Net for Subject-Independent EEG Emotion Recognition" Journal of The Korea Society of Computer and Information 31, no.3 (2026) : 61-69.
