 Centrotemporal spike waves, CTSWs, are typical interictal epileptiform discharges, IEDs, observed in centrotemporal regions in self-limited epilepsy with centrotemporal spikes, SLE CTS. To lower the substantial burden of IED annotation on clinicians, we simplified it by limiting IEDs to CTSWs because electroencephalographic patterns of CTSWs are known to be highly consistent. Two neurologists then manually annotated 1672 CTSWs from 20 patients with SLECTS. We then developed a two-level CTSW detection procedure, EPIC level and EEG level. At the EPIC level, we constructed convolutional neural network-based classification models for CTSW and non-CTSW binary classification using the recordings of 20 patients and 20 controls. We then set the thresholds of the classification models for 100% specificity. At the EEG level, we applied the threshold-adjusted classification models to the recordings of 50 patients and 50 controls that were not used in the EPIC. This article was authored by Yonghoon Jong, Yoon Ji Chung, Taehyun Joo, and others. We are article.tv, links in the description below.