Classification of motor imagery: application of subject transfer in image-based 2D convolutional neural networks

The simple CNN outperforms AlexNet across every subject for single trial and gets close to state-of-the-art performance in BCI Competition IV dataset I, and BCI Competiton III Dataset IVa.