Receiver operating characteristic curves for training with different numbers of observing bands for the baseline CNN and the training set. For reference, the dashed gray lines show two good networks (the baseline ResNet and the ResNet from C21). The thick gray curve corresponds to a random classifier. Adding z-band to the standard gri three-band input helps increase the AUROC.