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Emotion Recognition 벤치마크

Emotion Recognition on SEED

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Accuracy

60.4 69.33 78.25 87.17 96.1 2021-01 2026-09 4D-aNN — 96.1 (2021-01-14) Temporal — 79.5 (2026-05-21) MSCGC-KAN — 60.4 (2026-05-26) Evaluation Protocols and Cross-Subject G — 95.0 (2026-07-30) 4D-aNN — 96.1 (2021-01-14)
RankModel Accuracy PaperCodeYear
1 4D-aNN 96.10 4D Attention-based Neural Network for EEG Emotion Recognition 2021
2 Evaluation Protocols and Cross-Subject G 자동 추출 95 Evaluation Protocols and Cross-Subject Generalization in EEG Emotion Recognition 2026
3 Temporal 자동 추출 79.5 Cross-Subject EEG Emotion Recognition Based on Temporal Asynchronous Alignment Contrastive Learning 2026
4 MSCGC-KAN 자동 추출 60.40 MSCGC-KAN: Multi-scale Causal Graph Convolution and KAN-inspired Analytic-basis Mapping for EEG Emotion Recognition 2026
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