Reconstructions, residuals, and residual errors with respect to ground-truth images of select channels from the G34.30 and LkCa 15 datasets using a simple convolutional autoencoder. Reconstructions were screened with a varying number of components from n = 50 to 500 for both datasets. The residual images were generated by taking the difference of the ground-truth image and corresponding reconstruction.