Continual Learning of a Transformer-Based Deep Learning Classifier Using an Initial Model from Action Observation EEG Data to Online Motor Imagery Classification

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  控制學門研究發展及推動規劃小組計畫(2/3)

  Lee, P.-L. (PI)

  1/01/23 → 31/12/23

  Project: Research

  • Motor Imagery Classification 100%
  • Transformer-based Deep Learning 100%
  • Action Observation 100%
  • EEG Data 100%
  • Deep Learning Classifier 100%

• 應用腦訊號與臉部表情影像於華人與俄羅斯人之非語言溝通方式研究(3/3)

  Lee, P.-L. (PI)

  1/01/23 → 31/12/23

  Project: Research

  • Transformer-based Deep Learning 100%
  • Motor Imagery Classification 100%
  • Electroencephalography 100%
  • Action Observation 100%
  • Continual Learning 100%

• 結合眼動儀與腦電波於閱讀情境下之認知功能網路分析(1/3)

  Lee, P.-L. (PI)

  1/08/22 → 31/07/23

  Project: Research

  • Motor Imagery Classification 100%
  • Transformer-based Deep Learning 100%
  • Action Observation 100%
  • EEG Data 100%
  • Deep Learning Classifier 100%

• 以直接/間接腦波人機介面為基礎之中風病人復健輔具系統-總計畫暨子計畫一：生物電磁刺激裝置開發與肌電輔具系統(2/3)

  Lee, P.-L. (PI)

  1/08/22 → 31/07/23

  Project: Research

  • Motor Imagery Classification 100%
  • Transformer-based Deep Learning 100%
  • Action Observation 100%
  • EEG Data 100%
  • Deep Learning Classifier 100%

• 生物磁刺激裝置與活動量管理系統開發計畫

  Lee, P.-L. (PI)

  1/06/22 → 31/05/23

  Project: Research

  • Transformer-based Deep Learning 100%
  • Pulsed Electric Field 100%
  • Motor Imagery Classification 100%
  • Action Observation 100%
  • Continual Learning 100%