ROC curves of different network architectures. Left panel: our four main networks illustrated in Fig. 7 (solid lines), and the network that downsampled HST F814W to LS (dashed purple line). Right panel: ten different test sets for the stacked-images and merged-branches network, illustrating that the merged-branches network overall performs better than the stacked-images network.