Spatial Variation Generation Algorithm for Motor Imagery Data Augmentation: Increasing the Density of Sample Vicinity

• Príomhchruthaitheoirí: Chengxuan Qin (Údar), Rui Yang (Údar), Mengjie Huang (Údar), Weibo Liu (Údar), Zidong Wang (Údar)
• Formáid: LEABHAR
• Foilsithe / Cruthaithe: IEEE, 2023-01-01T00:00:00Z.
• Ábhair: article
• Rochtain ar líne: Connect to this object online.

The imbalanced development between deep learning-based model design and motor imagery (MI) data acquisition raises concerns about the potential overfitting issue—models can identify training data well but fail to generalize test data. In this study, a Spatial Variation Generation (SVG) al...