Automatic denoising of single-trial evoked potentials

► We propose an automatic denoising method to identify single-trial evoked potentials ► We quantify the method's performance with synthetic data ► The method gives a significant improvement in the estimation of single-trial ERPs ► The method improves the identification of the single-trial amplitude and latencies ► The method improves the visualization of the single-trial ERPs with the real data