Convolution icon Convolution-layer models#

Convolution

**LitMap of convolutional only braindecode EEG architectures, last updated 26/08/2025.** Each node is a paper; rightward means more recently published, upward more cited, and links show citation relationships. The map traces the line from early ShallowFBCSPNet/Deep4Net and EEGNet—to later convolutional variants such as EEG-TCNet, EEG-Inception, and EEG-ITNet, with recent additions like EEGNeX and EEG-SimpleConv.

Figure: LitMap of convolutional only braindecode EEG architectures, last updated 26/08/2025. Each node is a paper; rightward means more recently published, upward more cited, and links show amount of citation with logaritm scale. The map traces the line from early ShallowFBCSPNet/Deep4Net and EEGNet—to later convolutional variants such as EEGTCNet, EEGInceptionMI, EEGInceptionERP, and EEGITNet, with recent additions like EEGNeX and EEGSimpleConv. TO-DO: discuss the USleep, Chambon, DeepSleepNet.#